CINXE.COM

Tarleton Gillespie at Microsoft Research

<!DOCTYPE html> <html lang="en-US" class="no-js"> <head> <meta name="viewport" content="width=device-width, initial-scale=1" /> <meta name="twitter:dnt" content="on"> <script>document.documentElement.classList.remove('no-js');document.documentElement.classList.add('js');</script> <meta name="awa-product" content="MSR"> <meta name="awa-stv" content="9.0.0"> <meta name="awa-sitesection" content="people profile"> <meta name="awa-pageType" content="People"> <meta name="awa-market" content="en-us"> <meta name="awa-env" content="Production"> <meta name="awa-pgtop" content="Human-computer interaction; Social sciences"> <meta name='robots' content='index, follow, max-image-preview:large, max-snippet:-1, max-video-preview:-1' /> <!-- This site is optimized with the Yoast SEO plugin v23.8 - https://yoast.com/wordpress/plugins/seo/ --> <title>Tarleton Gillespie at Microsoft Research</title> <meta name="description" content="Tarleton Gillespie is a Senior Principal Researcher at Microsoft Research New England, part of the Social Media Collective, Microsoft Research&hellip;" /> <link rel="canonical" href="https://www.microsoft.com/en-us/research/people/tarleton/" /> <meta property="og:locale" content="en_US" /> <meta property="og:type" content="profile" /> <meta property="og:title" content="Tarleton Gillespie at Microsoft Research" /> <meta property="og:url" content="https://www.microsoft.com/en-us/research/people/tarleton/" /> <meta property="og:site_name" content="Microsoft Research" /> <meta property="og:image" content="https://www.microsoft.com/en-us/research/wp-content/uploads/2016/02/en-us-labs-newengland-people-tarletongillespie-e1460505972186.jpg" /> <meta property="og:image:width" content="108" /> <meta property="og:image:height" content="108" /> <meta property="og:image:type" content="image/jpeg" /> <meta name="twitter:card" content="summary_large_image" /> <meta name="twitter:site" content="@MSFTResearch" /> <script type="application/ld+json" class="yoast-schema-graph">{"@context":"https://schema.org","@graph":[{"@type":"ProfilePage","@id":"https://www.microsoft.com/en-us/research/people/tarleton/","url":"https://www.microsoft.com/en-us/research/people/tarleton/","name":"Tarleton Gillespie at Microsoft Research","isPartOf":{"@id":"https://www.microsoft.com/en-us/research/#website"},"breadcrumb":{"@id":"https://www.microsoft.com/en-us/research/people/tarleton/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https://www.microsoft.com/en-us/research/people/tarleton/"]}]},{"@type":"BreadcrumbList","@id":"https://www.microsoft.com/en-us/research/people/tarleton/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://www.microsoft.com/en-us/research/"},{"@type":"ListItem","position":2,"name":"Archives for Tarleton Gillespie"}]},{"@type":"WebSite","@id":"https://www.microsoft.com/en-us/research/#website","url":"https://www.microsoft.com/en-us/research/","name":"Microsoft Research","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://www.microsoft.com/en-us/research/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https://www.microsoft.com/en-us/research/#/schema/person/023a34b9076b5b0f0e4098f52f5d6c9c","name":"Tarleton Gillespie","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https://www.microsoft.com/en-us/research/#/schema/person/image/","url":"https://www.microsoft.com/en-us/research/wp-content/uploads/2016/02/en-us-labs-newengland-people-tarletongillespie-e1460505972186-96x96.jpg","contentUrl":"https://www.microsoft.com/en-us/research/wp-content/uploads/2016/02/en-us-labs-newengland-people-tarletongillespie-e1460505972186-96x96.jpg","caption":"Tarleton Gillespie"},"description":"Tarleton Gillespie is a Senior Principal Researcher at Microsoft Research New England, part of the Social Media Collective, Microsoft Research's team of sociologists, anthropologists, and communication &amp; media scholars studying the impact of sociotechnical systems on social and political life. Tarleton also retains an affiliated Associate Professor position with Cornell University, where he has been on the faculty for nearly two decades. Tarleton's current work investigates how social media platforms and other algorithmic information systems shape public discourse. His latest book, Custodians of the Internet: Platforms, Content Moderation, and the Hidden Decisions that Shape Social Media (Yale University Press, 2018) examines how the content guidelines imposed by social media platforms set the terms for what counts as 'appropriate' user contributions, and ask how this private governance of cultural values has broader implications for freedom of expression and the character of public discourse. The book was a finalist for the 2019 PROSE Award from Association of American Publishers (AAP). -  -  -  -  -  -  -  -  -  -  -  - His widely cited 2010 essay, “The Politics of ‘Platforms’” helped focus critical, sociological attention on social media platforms as an emerging technical and symbolic figure in the new media landscape, highlighting the industry’s efforts to carefully craft their position in society and their responsibilities. His 2014 essay \"The Relevance of Algorithms\" provided an early map for the sociological analysis of algorithms; in it he asked how algorithms embedded in social media and search engines organize information based on implicit and unexamined assumptions about popularity, relevance, and value. His work offers a vocabulary for a society in which social media platforms and other algorithmic information providers are now deeply woven into the lives of users and into the public institutions on which they depend. His first book, Wired Shut: Copyright and the Shape of Digital Culture, (2007, MIT Press) examined the controversies around digital copyright and DRM, revealing the political, economic, legal, and cultural arrangements it required. It won the Outstanding Book Award for 2009 from the International Communication Association (ICA) and from the CIT division of the American Sociological Association (CITASA). He is the co-editor (with Pablo Boczkowski and Kirsten Foot) of Media Technologies: Essays on Communication, Materiality, and Society (MIT, 2014). University Press. He also co-founded the scholarly blog Culture Digitally, that developed out of two NSF-funded workshops. His research has appeared in New Media &amp; Society; Social Media &amp; Society; The International Journal of Communication; Big Data &amp; Society, Information, Communication, &amp; Society; American Behavioral Scientist; The Information Society; Internet Policy Review; Limn; and Social Studies of Science. His writing has appeared in The Washington Post, Slate, Vox, Salon, the Neiman Journalism Lab, and The Atlantic online, and he has been quoted in Wired, The New York Times, The Wall Street Journal, Buzzfeed, BBC Radio, and NPR. Tarleton received his Ph.D. in Communication from the University of California, San Diego (2002); he also has a M.A. in Communication from UCSD (1997) and a B.A. with honors in English from Amherst College (1994). In 2011-12 he was awarded funding from the European Institutes for Advanced Study (EURIAS) to be a Residential Research Fellow at the Collegium de Lyon, at the Ecole Normale Supérieure de Lyon, France.","mainEntityOfPage":{"@id":"https://www.microsoft.com/en-us/research/people/tarleton/"}}]}</script> <!-- / Yoast SEO plugin. --> <link rel='dns-prefetch' href='//wcpstatic.microsoft.com' /> <link rel='dns-prefetch' href='//js.monitor.azure.com' /> <script type="text/javascript"> /* <![CDATA[ */ window._wpemojiSettings = {"baseUrl":"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/","ext":".png","svgUrl":"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/svg\/","svgExt":".svg","source":{"concatemoji":"https:\/\/www.microsoft.com\/en-us\/research\/wp-includes\/js\/wp-emoji-release.min.js?ver=6.6.2"}}; /*! This file is auto-generated */ !function(i,n){var o,s,e;function c(e){try{var t={supportTests:e,timestamp:(new Date).valueOf()};sessionStorage.setItem(o,JSON.stringify(t))}catch(e){}}function p(e,t,n){e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(t,0,0);var t=new Uint32Array(e.getImageData(0,0,e.canvas.width,e.canvas.height).data),r=(e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(n,0,0),new Uint32Array(e.getImageData(0,0,e.canvas.width,e.canvas.height).data));return t.every(function(e,t){return e===r[t]})}function u(e,t,n){switch(t){case"flag":return n(e,"\ud83c\udff3\ufe0f\u200d\u26a7\ufe0f","\ud83c\udff3\ufe0f\u200b\u26a7\ufe0f")?!1:!n(e,"\ud83c\uddfa\ud83c\uddf3","\ud83c\uddfa\u200b\ud83c\uddf3")&&!n(e,"\ud83c\udff4\udb40\udc67\udb40\udc62\udb40\udc65\udb40\udc6e\udb40\udc67\udb40\udc7f","\ud83c\udff4\u200b\udb40\udc67\u200b\udb40\udc62\u200b\udb40\udc65\u200b\udb40\udc6e\u200b\udb40\udc67\u200b\udb40\udc7f");case"emoji":return!n(e,"\ud83d\udc26\u200d\u2b1b","\ud83d\udc26\u200b\u2b1b")}return!1}function f(e,t,n){var r="undefined"!=typeof WorkerGlobalScope&&self instanceof WorkerGlobalScope?new OffscreenCanvas(300,150):i.createElement("canvas"),a=r.getContext("2d",{willReadFrequently:!0}),o=(a.textBaseline="top",a.font="600 32px Arial",{});return e.forEach(function(e){o[e]=t(a,e,n)}),o}function t(e){var t=i.createElement("script");t.src=e,t.defer=!0,i.head.appendChild(t)}"undefined"!=typeof Promise&&(o="wpEmojiSettingsSupports",s=["flag","emoji"],n.supports={everything:!0,everythingExceptFlag:!0},e=new Promise(function(e){i.addEventListener("DOMContentLoaded",e,{once:!0})}),new Promise(function(t){var n=function(){try{var e=JSON.parse(sessionStorage.getItem(o));if("object"==typeof e&&"number"==typeof e.timestamp&&(new Date).valueOf()<e.timestamp+604800&&"object"==typeof e.supportTests)return e.supportTests}catch(e){}return null}();if(!n){if("undefined"!=typeof Worker&&"undefined"!=typeof OffscreenCanvas&&"undefined"!=typeof URL&&URL.createObjectURL&&"undefined"!=typeof Blob)try{var e="postMessage("+f.toString()+"("+[JSON.stringify(s),u.toString(),p.toString()].join(",")+"));",r=new Blob([e],{type:"text/javascript"}),a=new Worker(URL.createObjectURL(r),{name:"wpTestEmojiSupports"});return void(a.onmessage=function(e){c(n=e.data),a.terminate(),t(n)})}catch(e){}c(n=f(s,u,p))}t(n)}).then(function(e){for(var t in e)n.supports[t]=e[t],n.supports.everything=n.supports.everything&&n.supports[t],"flag"!==t&&(n.supports.everythingExceptFlag=n.supports.everythingExceptFlag&&n.supports[t]);n.supports.everythingExceptFlag=n.supports.everythingExceptFlag&&!n.supports.flag,n.DOMReady=!1,n.readyCallback=function(){n.DOMReady=!0}}).then(function(){return e}).then(function(){var e;n.supports.everything||(n.readyCallback(),(e=n.source||{}).concatemoji?t(e.concatemoji):e.wpemoji&&e.twemoji&&(t(e.twemoji),t(e.wpemoji)))}))}((window,document),window._wpemojiSettings); /* ]]> */ </script> <style id='wp-emoji-styles-inline-css' type='text/css'> img.wp-smiley, img.emoji { display: inline !important; border: none !important; box-shadow: none !important; height: 1em !important; width: 1em !important; margin: 0 0.07em !important; vertical-align: -0.1em !important; background: none !important; padding: 0 !important; } </style> <link rel='stylesheet' id='wp-block-library-css' href='https://www.microsoft.com/en-us/research/wp-includes/css/dist/block-library/style.min.css?ver=6.6.2' type='text/css' media='all' /> <style id='elasticpress-related-posts-style-inline-css' type='text/css'> .editor-styles-wrapper .wp-block-elasticpress-related-posts ul,.wp-block-elasticpress-related-posts ul{list-style-type:none;padding:0}.editor-styles-wrapper .wp-block-elasticpress-related-posts ul li a>div{display:inline} </style> <style id='global-styles-inline-css' type='text/css'> :root{--wp--preset--aspect-ratio--square: 1;--wp--preset--aspect-ratio--4-3: 4/3;--wp--preset--aspect-ratio--3-4: 3/4;--wp--preset--aspect-ratio--3-2: 3/2;--wp--preset--aspect-ratio--2-3: 2/3;--wp--preset--aspect-ratio--16-9: 16/9;--wp--preset--aspect-ratio--9-16: 9/16;--wp--preset--color--black: #171717;--wp--preset--color--cyan-bluish-gray: #abb8c3;--wp--preset--color--white: #ffffff;--wp--preset--color--pale-pink: #f78da7;--wp--preset--color--vivid-red: #cf2e2e;--wp--preset--color--luminous-vivid-orange: #ff6900;--wp--preset--color--luminous-vivid-amber: #fcb900;--wp--preset--color--light-green-cyan: #7bdcb5;--wp--preset--color--vivid-green-cyan: #00d084;--wp--preset--color--pale-cyan-blue: #8ed1fc;--wp--preset--color--vivid-cyan-blue: #0693e3;--wp--preset--color--vivid-purple: #9b51e0;--wp--preset--color--blue: #0072cc;--wp--preset--color--purple: #5c2d91;--wp--preset--color--magenta: #b4009e;--wp--preset--color--red: #e81123;--wp--preset--color--orange: #d83b01;--wp--preset--color--yellow: #ffb900;--wp--preset--color--green: #107c10;--wp--preset--color--teal: #008272;--wp--preset--color--dark-gray: #2f2f2f;--wp--preset--color--gray: #767676;--wp--preset--color--light-gray: #e3e3e3;--wp--preset--color--lighter-gray: #f2f2f2;--wp--preset--color--light-blue: #ecf8fe;--wp--preset--color--cyan-blue: #3aa0fa;--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple: linear-gradient(135deg,rgba(6,147,227,1) 0%,rgb(155,81,224) 100%);--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan: linear-gradient(135deg,rgb(122,220,180) 0%,rgb(0,208,130) 100%);--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange: linear-gradient(135deg,rgba(252,185,0,1) 0%,rgba(255,105,0,1) 100%);--wp--preset--gradient--luminous-vivid-orange-to-vivid-red: linear-gradient(135deg,rgba(255,105,0,1) 0%,rgb(207,46,46) 100%);--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray: linear-gradient(135deg,rgb(238,238,238) 0%,rgb(169,184,195) 100%);--wp--preset--gradient--cool-to-warm-spectrum: linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 80%,rgb(254,248,76) 100%);--wp--preset--gradient--blush-light-purple: linear-gradient(135deg,rgb(255,206,236) 0%,rgb(152,150,240) 100%);--wp--preset--gradient--blush-bordeaux: linear-gradient(135deg,rgb(254,205,165) 0%,rgb(254,45,45) 50%,rgb(107,0,62) 100%);--wp--preset--gradient--luminous-dusk: linear-gradient(135deg,rgb(255,203,112) 0%,rgb(199,81,192) 50%,rgb(65,88,208) 100%);--wp--preset--gradient--pale-ocean: linear-gradient(135deg,rgb(255,245,203) 0%,rgb(182,227,212) 50%,rgb(51,167,181) 100%);--wp--preset--gradient--electric-grass: linear-gradient(135deg,rgb(202,248,128) 0%,rgb(113,206,126) 100%);--wp--preset--gradient--midnight: linear-gradient(135deg,rgb(2,3,129) 0%,rgb(40,116,252) 100%);--wp--preset--font-size--small: 13px;--wp--preset--font-size--medium: 20px;--wp--preset--font-size--large: 36px;--wp--preset--font-size--x-large: 42px;--wp--preset--spacing--20: 0.44rem;--wp--preset--spacing--30: 0.67rem;--wp--preset--spacing--40: 1rem;--wp--preset--spacing--50: 1.5rem;--wp--preset--spacing--60: 2.25rem;--wp--preset--spacing--70: 3.38rem;--wp--preset--spacing--80: 5.06rem;--wp--preset--shadow--natural: 6px 6px 9px rgba(0, 0, 0, 0.2);--wp--preset--shadow--deep: 12px 12px 50px rgba(0, 0, 0, 0.4);--wp--preset--shadow--sharp: 6px 6px 0px rgba(0, 0, 0, 0.2);--wp--preset--shadow--outlined: 6px 6px 0px -3px rgba(255, 255, 255, 1), 6px 6px rgba(0, 0, 0, 1);--wp--preset--shadow--crisp: 6px 6px 0px rgba(0, 0, 0, 1);}.wp-block-button .wp-block-button__link{--wp--preset--color--blue: #0072cc;--wp--preset--color--cyan-blue: #3aa0fa;--wp--preset--color--black: #171717;--wp--preset--color--white: #ffffff;}:root { --wp--style--global--content-size: 1600px;--wp--style--global--wide-size: 1600px; }:where(body) { margin: 0; }.wp-site-blocks > .alignleft { float: left; margin-right: 2em; }.wp-site-blocks > .alignright { float: right; margin-left: 2em; }.wp-site-blocks > .aligncenter { justify-content: center; margin-left: auto; margin-right: auto; }:where(.is-layout-flex){gap: 0.5em;}:where(.is-layout-grid){gap: 0.5em;}.is-layout-flow > .alignleft{float: left;margin-inline-start: 0;margin-inline-end: 2em;}.is-layout-flow > .alignright{float: right;margin-inline-start: 2em;margin-inline-end: 0;}.is-layout-flow > .aligncenter{margin-left: auto !important;margin-right: auto !important;}.is-layout-constrained > .alignleft{float: left;margin-inline-start: 0;margin-inline-end: 2em;}.is-layout-constrained > .alignright{float: right;margin-inline-start: 2em;margin-inline-end: 0;}.is-layout-constrained > .aligncenter{margin-left: auto !important;margin-right: auto !important;}.is-layout-constrained > :where(:not(.alignleft):not(.alignright):not(.alignfull)){max-width: var(--wp--style--global--content-size);margin-left: auto !important;margin-right: auto !important;}.is-layout-constrained > .alignwide{max-width: var(--wp--style--global--wide-size);}body .is-layout-flex{display: flex;}.is-layout-flex{flex-wrap: wrap;align-items: center;}.is-layout-flex > :is(*, div){margin: 0;}body .is-layout-grid{display: grid;}.is-layout-grid > :is(*, div){margin: 0;}body{padding-top: 0px;padding-right: 0px;padding-bottom: 0px;padding-left: 0px;}a:where(:not(.wp-element-button)){text-decoration: underline;}:root :where(.wp-element-button, .wp-block-button__link){background-color: #32373c;border-width: 0;color: #fff;font-family: inherit;font-size: inherit;line-height: inherit;padding: calc(0.667em + 2px) calc(1.333em + 2px);text-decoration: none;}.has-black-color{color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-color{color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-color{color: var(--wp--preset--color--white) !important;}.has-pale-pink-color{color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-color{color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-color{color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-color{color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-color{color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-color{color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-color{color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-color{color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-color{color: var(--wp--preset--color--vivid-purple) !important;}.has-blue-color{color: var(--wp--preset--color--blue) !important;}.has-purple-color{color: var(--wp--preset--color--purple) !important;}.has-magenta-color{color: var(--wp--preset--color--magenta) !important;}.has-red-color{color: var(--wp--preset--color--red) !important;}.has-orange-color{color: var(--wp--preset--color--orange) !important;}.has-yellow-color{color: var(--wp--preset--color--yellow) !important;}.has-green-color{color: var(--wp--preset--color--green) !important;}.has-teal-color{color: var(--wp--preset--color--teal) !important;}.has-dark-gray-color{color: var(--wp--preset--color--dark-gray) !important;}.has-gray-color{color: var(--wp--preset--color--gray) !important;}.has-light-gray-color{color: var(--wp--preset--color--light-gray) !important;}.has-lighter-gray-color{color: var(--wp--preset--color--lighter-gray) !important;}.has-light-blue-color{color: var(--wp--preset--color--light-blue) !important;}.has-cyan-blue-color{color: var(--wp--preset--color--cyan-blue) !important;}.has-black-background-color{background-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-background-color{background-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-background-color{background-color: var(--wp--preset--color--white) !important;}.has-pale-pink-background-color{background-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-background-color{background-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-background-color{background-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-background-color{background-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-background-color{background-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-background-color{background-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-background-color{background-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-background-color{background-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-background-color{background-color: var(--wp--preset--color--vivid-purple) !important;}.has-blue-background-color{background-color: var(--wp--preset--color--blue) !important;}.has-purple-background-color{background-color: var(--wp--preset--color--purple) !important;}.has-magenta-background-color{background-color: var(--wp--preset--color--magenta) !important;}.has-red-background-color{background-color: var(--wp--preset--color--red) !important;}.has-orange-background-color{background-color: var(--wp--preset--color--orange) !important;}.has-yellow-background-color{background-color: var(--wp--preset--color--yellow) !important;}.has-green-background-color{background-color: var(--wp--preset--color--green) !important;}.has-teal-background-color{background-color: var(--wp--preset--color--teal) !important;}.has-dark-gray-background-color{background-color: var(--wp--preset--color--dark-gray) !important;}.has-gray-background-color{background-color: var(--wp--preset--color--gray) !important;}.has-light-gray-background-color{background-color: var(--wp--preset--color--light-gray) !important;}.has-lighter-gray-background-color{background-color: var(--wp--preset--color--lighter-gray) !important;}.has-light-blue-background-color{background-color: var(--wp--preset--color--light-blue) !important;}.has-cyan-blue-background-color{background-color: var(--wp--preset--color--cyan-blue) !important;}.has-black-border-color{border-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-border-color{border-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-border-color{border-color: var(--wp--preset--color--white) !important;}.has-pale-pink-border-color{border-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-border-color{border-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-border-color{border-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-border-color{border-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-border-color{border-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-border-color{border-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-border-color{border-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-border-color{border-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-border-color{border-color: var(--wp--preset--color--vivid-purple) !important;}.has-blue-border-color{border-color: var(--wp--preset--color--blue) !important;}.has-purple-border-color{border-color: var(--wp--preset--color--purple) !important;}.has-magenta-border-color{border-color: var(--wp--preset--color--magenta) !important;}.has-red-border-color{border-color: var(--wp--preset--color--red) !important;}.has-orange-border-color{border-color: var(--wp--preset--color--orange) !important;}.has-yellow-border-color{border-color: var(--wp--preset--color--yellow) !important;}.has-green-border-color{border-color: var(--wp--preset--color--green) !important;}.has-teal-border-color{border-color: var(--wp--preset--color--teal) !important;}.has-dark-gray-border-color{border-color: var(--wp--preset--color--dark-gray) !important;}.has-gray-border-color{border-color: var(--wp--preset--color--gray) !important;}.has-light-gray-border-color{border-color: var(--wp--preset--color--light-gray) !important;}.has-lighter-gray-border-color{border-color: var(--wp--preset--color--lighter-gray) !important;}.has-light-blue-border-color{border-color: var(--wp--preset--color--light-blue) !important;}.has-cyan-blue-border-color{border-color: var(--wp--preset--color--cyan-blue) !important;}.has-vivid-cyan-blue-to-vivid-purple-gradient-background{background: var(--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple) !important;}.has-light-green-cyan-to-vivid-green-cyan-gradient-background{background: var(--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan) !important;}.has-luminous-vivid-amber-to-luminous-vivid-orange-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange) !important;}.has-luminous-vivid-orange-to-vivid-red-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-orange-to-vivid-red) !important;}.has-very-light-gray-to-cyan-bluish-gray-gradient-background{background: var(--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray) !important;}.has-cool-to-warm-spectrum-gradient-background{background: var(--wp--preset--gradient--cool-to-warm-spectrum) !important;}.has-blush-light-purple-gradient-background{background: var(--wp--preset--gradient--blush-light-purple) !important;}.has-blush-bordeaux-gradient-background{background: var(--wp--preset--gradient--blush-bordeaux) !important;}.has-luminous-dusk-gradient-background{background: var(--wp--preset--gradient--luminous-dusk) !important;}.has-pale-ocean-gradient-background{background: var(--wp--preset--gradient--pale-ocean) !important;}.has-electric-grass-gradient-background{background: var(--wp--preset--gradient--electric-grass) !important;}.has-midnight-gradient-background{background: var(--wp--preset--gradient--midnight) !important;}.has-small-font-size{font-size: var(--wp--preset--font-size--small) !important;}.has-medium-font-size{font-size: var(--wp--preset--font-size--medium) !important;}.has-large-font-size{font-size: var(--wp--preset--font-size--large) !important;}.has-x-large-font-size{font-size: var(--wp--preset--font-size--x-large) !important;}.wp-block-button .wp-block-button__link.has-blue-color{color: var(--wp--preset--color--blue) !important;}.wp-block-button .wp-block-button__link.has-cyan-blue-color{color: var(--wp--preset--color--cyan-blue) !important;}.wp-block-button .wp-block-button__link.has-black-color{color: var(--wp--preset--color--black) !important;}.wp-block-button .wp-block-button__link.has-white-color{color: var(--wp--preset--color--white) !important;}.wp-block-button .wp-block-button__link.has-blue-background-color{background-color: var(--wp--preset--color--blue) !important;}.wp-block-button .wp-block-button__link.has-cyan-blue-background-color{background-color: var(--wp--preset--color--cyan-blue) !important;}.wp-block-button .wp-block-button__link.has-black-background-color{background-color: var(--wp--preset--color--black) !important;}.wp-block-button .wp-block-button__link.has-white-background-color{background-color: var(--wp--preset--color--white) !important;}.wp-block-button .wp-block-button__link.has-blue-border-color{border-color: var(--wp--preset--color--blue) !important;}.wp-block-button .wp-block-button__link.has-cyan-blue-border-color{border-color: var(--wp--preset--color--cyan-blue) !important;}.wp-block-button .wp-block-button__link.has-black-border-color{border-color: var(--wp--preset--color--black) !important;}.wp-block-button .wp-block-button__link.has-white-border-color{border-color: var(--wp--preset--color--white) !important;} :where(.wp-block-post-template.is-layout-flex){gap: 1.25em;}:where(.wp-block-post-template.is-layout-grid){gap: 1.25em;} :where(.wp-block-columns.is-layout-flex){gap: 2em;}:where(.wp-block-columns.is-layout-grid){gap: 2em;} :root :where(.wp-block-pullquote){font-size: 1.5em;line-height: 1.6;} </style> <link rel='stylesheet' id='cpsh-shortcodes-css' href='https://www.microsoft.com/en-us/research/wp-content/plugins/column-shortcodes/assets/css/shortcodes.css?ver=1.0.1' type='text/css' media='all' /> <link rel='stylesheet' id='moray_blocks_shared_style-css' href='https://www.microsoft.com/en-us/research/wp-content/plugins/moray-blocks/dist/css/shared-style.css?ver=0.1.4' type='text/css' media='all' /> <link rel='stylesheet' id='moray_blocks_frontend_style-css' href='https://www.microsoft.com/en-us/research/wp-content/plugins/moray-blocks/dist/css/style.css?ver=0.1.4' type='text/css' media='all' /> <link rel='stylesheet' id='msr_block_library_plugin_shared-css' href='https://www.microsoft.com/en-us/research/wp-content/plugins/msr-blocks-library/dist/css/shared.css?ver=1729104797' type='text/css' media='all' /> <link rel='stylesheet' id='msr_block_library_plugin_frontend-css' href='https://www.microsoft.com/en-us/research/wp-content/plugins/msr-blocks-library/dist/css/frontend.css?ver=1686079467' type='text/css' media='all' /> <link rel='stylesheet' id='taxonomy-image-plugin-public-css' href='https://www.microsoft.com/en-us/research/wp-content/plugins/taxonomy-images/css/style.css?ver=0.9.6' type='text/css' media='screen' /> <link rel='stylesheet' id='trp-floater-language-switcher-style-css' href='https://www.microsoft.com/en-us/research/wp-content/plugins/translatepress/assets/css/trp-floater-language-switcher.css?ver=2.8.9' type='text/css' media='all' /> <link rel='stylesheet' id='trp-language-switcher-style-css' href='https://www.microsoft.com/en-us/research/wp-content/plugins/translatepress/assets/css/trp-language-switcher.css?ver=2.8.9' type='text/css' media='all' /> <link rel='stylesheet' id='microsoft-research-moray-css' href='https://www.microsoft.com/en-us/research/wp-content/themes/microsoft-research-theme/assets/css/microsoft-research-moray.min.css?ver=8d8e1e23' type='text/css' media='all' /> <link rel='stylesheet' id='wp-components-css' href='https://www.microsoft.com/en-us/research/wp-includes/css/dist/components/style.min.css?ver=6.6.2' type='text/css' media='all' /> <link rel='stylesheet' id='wp-preferences-css' href='https://www.microsoft.com/en-us/research/wp-includes/css/dist/preferences/style.min.css?ver=6.6.2' type='text/css' media='all' /> <link rel='stylesheet' id='wp-block-editor-css' href='https://www.microsoft.com/en-us/research/wp-includes/css/dist/block-editor/style.min.css?ver=6.6.2' type='text/css' media='all' /> <link rel='stylesheet' id='wp-reusable-blocks-css' href='https://www.microsoft.com/en-us/research/wp-includes/css/dist/reusable-blocks/style.min.css?ver=6.6.2' type='text/css' media='all' /> <link rel='stylesheet' id='wp-patterns-css' href='https://www.microsoft.com/en-us/research/wp-includes/css/dist/patterns/style.min.css?ver=6.6.2' type='text/css' media='all' /> <link rel='stylesheet' id='wp-editor-css' href='https://www.microsoft.com/en-us/research/wp-includes/css/dist/editor/style.min.css?ver=6.6.2' type='text/css' media='all' /> <link rel='stylesheet' id='msr_blocks-style-css-css' href='https://www.microsoft.com/en-us/research/wp-content/themes/microsoft-research-theme/assets/css/blocks-style.min.css?ver=8d8e1e23' type='text/css' media='all' /> <link rel='stylesheet' id='mwf-moray-scoped-css' href='https://www.microsoft.com/en-us/research/wp-content/themes/microsoft-research-theme/assets/css/moray-scoped.min.css?ver=8d8e1e23' type='text/css' media='all' /> <link rel='stylesheet' id='elasticpress-autosuggest-css' href='https://www.microsoft.com/en-us/research/wp-content/plugins/elasticpress/dist/css/autosuggest-styles.css?ver=a6741e62380c47e371b4' type='text/css' media='all' /> <link rel='stylesheet' id='elasticpress-facets-css' href='https://www.microsoft.com/en-us/research/wp-content/plugins/elasticpress/dist/css/facets-styles.css?ver=7d568203f3965dc85d8a' type='text/css' media='all' /> <script type="text/javascript" src="https://wcpstatic.microsoft.com/mscc/lib/v2/wcp-consent.js" id="wcp-consent-js"></script> <script type="text/javascript" src="https://www.microsoft.com/en-us/research/wp-content/themes/microsoft-research-theme/assets/js/vendor/jquery/jquery-3.3.1.min.js?ver=3.3.1" id="jquery-core-js"></script> <script type="text/javascript" src="https://www.microsoft.com/en-us/research/wp-content/themes/microsoft-research-theme/assets/js/vendor/jquery-migrate/jquery-migrate-3.0.0.js?ver=3.0.0" id="jquery-migrate-js"></script> <script type="text/javascript" id="trp-gp-language-cookie-js-extra"> /* <![CDATA[ */ var trp_gp_language_cookie_data = {"lang_parameter":"lang"}; /* ]]> */ </script> <script type="text/javascript" src="https://www.microsoft.com/en-us/research/wp-content/plugins/tp-add-on-language-by-get-parameter/assets/js/trp-gp-language-cookie.js?ver=1.0.1" id="trp-gp-language-cookie-js"></script> <script type="text/javascript" src="https://js.monitor.azure.com/scripts/c/ms.analytics-web-3.min.js" id="oneds-tracking-js"></script> <link rel="https://api.w.org/" href="https://www.microsoft.com/en-us/research/wp-json/" /><link rel="alternate" title="JSON" type="application/json" href="https://www.microsoft.com/en-us/research/wp-json/wp/v2/users/33877" /><link rel="EditURI" type="application/rsd+xml" title="RSD" href="https://www.microsoft.com/en-us/research/xmlrpc.php?rsd" /> <meta name="generator" content="WordPress 6.6.2" /> <link rel="stylesheet" href="https://www.microsoft.com/onerfstatics/marketingsites-eus-prod/west-european/shell/_scrf/css/themes=default.device=uplevel_web_pc/1b-9d8ed9/c9-be0100/a6-e969ef/43-9f2e7c/82-8b5456/a0-5d3913/43-5a5ab8/ca-ae3ce4?ver=2.0&amp;_cf=02242021_3231" type="text/css" media="all" /><!-- Stream WordPress user activity plugin v4.0.2 --> <link type="text/plain" rel="author" href="https://www.microsoft.com/en-us/research/wp-content/themes/microsoft-research-theme/humans.txt" /><link rel="prefetch" href="https://c.s-microsoft.com" /><link rel="prefetch" href="https://i.s-microsoft.com" /><link rel="prefetch" href="https://www.clarity.ms" /><link rel="prefetch" href="https://connect.facebook.net" /><link rel="alternate" hreflang="x-default" href="https://www.microsoft.com/en-us/research/people/tarleton"> <link rel="alternate" hreflang="en-us" href="https://www.microsoft.com/en-us/research/people/tarleton"> <!-- Facebook Pixel Code --> <script> function facebookTracking() { !function(f,b,e,v,n,t,s){if(f.fbq)return;n=f.fbq=function(){n.callMethod? n.callMethod.apply(n,arguments):n.queue.push(arguments)};if(!f._fbq)f._fbq=n; n.push=n;n.loaded=!0;n.version='2.0';n.queue=[];t=b.createElement(e);t.async=!0; t.src=v;s=b.getElementsByTagName(e)[0];s.parentNode.insertBefore(t,s)}(window, document,'script','https://connect.facebook.net/en_US/fbevents.js'); fbq('init', '435868603227390'); fbq('track', 'PageView'); } </script> <!-- End Facebook Pixel Code --> <!-- Clicktale Code --> <script> function clicktaleTracking() { var s = document.createElement( 'script' ); var src = "//cdn.clicktale.com/js/www07/ptc/959721af-e707-44b6-9b6a-d14f3ec0f756.js"; s.setAttribute( 'src', src ); document.head.appendChild( s ); } </script> <!-- End Clicktale Code --> <!-- Clarity Code --> <script type="text/javascript"> function clarityTracking() { (function(c,l,a,r,i,t,y){ c[a]=c[a]||function(){(c[a].q=c[a].q||[]).push(arguments)}; t=l.createElement(r);t.async=1;t.src="https://www.clarity.ms/tag/"+i; y=l.getElementsByTagName(r)[0];y.parentNode.insertBefore(t,y); })(window, document, "clarity", "script", "738awl9hsy"); } </script> <!-- End Clarity Code --> <style type="text/css" id="wp-custom-css"> /** Temporary fix to make right-aligned annotated links clickable **/ .annotations__list.card { z-index: 999999; } /** End temporary fix to make right-aligned annotated links clickable **/ .wp-block-social-link-label, .wp-block-social-link-anchor { margin-bottom: 0; } /** MSR-3986 - External Links on images **/ .wp-block-image > a.msr-external-link:after { display: none; } /** End **/ /** MSR-4078 **/ .wp-social-link a { padding: 0 !important; } .wp-social-link { background: transparent !important; } /** End **/ /** MSR-4077 **/ .wp-block-pullquote { padding: 2rem 0; } /** End **/ /** MSRA Launch **/ li.custom-control:has(#field-associated_msr_research_lab-post-1012650-1012650) { display: none !important; } /** End **/ /** Temporary fix for MSR-4356 **/ .date-citations .wp-block-msr-cards .card__description { font-size: .875rem; } /** End temporary fix for MSR-4356 **/ </style> <script src="https://www.microsoft.com/onerfstatics/marketingsites-eus-prod/shell/_scrf/js/themes=default/54-af9f9f/d4-fb1f57/e1-a50eee/e7-954872/d8-97d509/f0-251fe2/46-be1318/77-04a268/11-240c7b/63-077520/a4-34de62/f9-a5b2ce/db-bc0148/dc-7e9864/6d-c07ea1/6f-dafe8c/f6-aa5278/73-a24d00/6d-1e7ed0/b7-cadaa7/c4-898cf2/ca-40b7b0/4e-ee3a55/3e-f5c39b/c3-6454d7/f9-7592d3/d0-e64f3e/92-10345d/79-499886/7e-cda2d3/58-ab4971/ca-108466/e0-3c9860/de-884374/1f-100dea/33-abe4df/2b-8e0ae6?ver=2.0&_cf=02242021_3231&iife=1"></script> </head> <body class="archive author author-tarleton author-33877 wp-embed-responsive microsoft-uhf msr-not-translated translatepress-en_US"> <div id="ms-cookie-banner"></div> <div id="banner" class="site-header" data-bi-aN="header" data-no-translation> <uhf_header> <div id="headerArea" class="uhf" data-m='{"cN":"headerArea","cT":"Area_coreuiArea","id":"a1Body","sN":1,"aN":"Body"}'> <div id="headerRegion" data-region-key="headerregion" data-m='{"cN":"headerRegion","cT":"Region_coreui-region","id":"r1a1","sN":1,"aN":"a1"}' > <div id="headerUniversalHeader" data-m='{"cN":"headerUniversalHeader","cT":"Module_coreui-universalheader","id":"m1r1a1","sN":1,"aN":"r1a1"}' data-module-id="Category|headerRegion|coreui-region|headerUniversalHeader|coreui-universalheader"> <div id="epb" class="x-hidden x-hidden-vp-mobile-st uhfc-universal-context context-uhf" data-m='{"cN":"epb_cont","cT":"Container","id":"c1m1r1a1","sN":1,"aN":"m1r1a1"}'> <div class="c-uhfh-alert f-information epb-container theme-light" role="dialog" aria-label="Promotional Banner" data-m='{"cT":"Container","id":"c1c1m1r1a1","sN":1,"aN":"c1m1r1a1"}' data-pb="[{&quot;Browser&quot;:&quot;anaheim&quot;,&quot;ExtensionType&quot;:&quot;windows10only&quot;,&quot;ExtensionUrl&quot;:&quot;https://www.microsoft.com/microsoft-copilot/for-individuals/copilot-app?form=MY02FX&amp;OCID=MY02FX&quot;,&quot;BackgroundColorDarkTheme&quot;:&quot;b-black&quot;,&quot;LogoUrlDarkTheme&quot;:&quot;https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/UHFbanner-CopilotIcon48x48v2?fmt=png-alpha&amp;bfc=off&amp;qlt=100,1&quot;,&quot;ActionLinkBackgroundColorDarkTheme&quot;:&quot;btn-white&quot;,&quot;BackgroundColorLightTheme&quot;:&quot;b-white&quot;,&quot;LogoUrlLightTheme&quot;:&quot;https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/UHFbanner-CopilotIcon48x48v2?fmt=png-alpha&amp;bfc=off&amp;qlt=100,1&quot;,&quot;ActionLinkBackgroundColorLightTheme&quot;:&quot;btn-light-blue&quot;,&quot;Title&quot;:&quot;Take the power of Copilot on the go with the free mobile app&quot;,&quot;Paragraph&quot;:&quot;Create images and get tailored answers based on your interests and needs anytime, anywhere&quot;,&quot;ActionLinkText&quot;:&quot;Get the Copilot app&quot;,&quot;ActionLinkAriaLabel&quot;:&quot;Get the Copilot app&quot;,&quot;DismissText&quot;:&quot;No, thanks&quot;,&quot;DismissAriaLabel&quot;:&quot;No, thanks&quot;,&quot;CookieExpiration&quot;:&quot;7&quot;,&quot;CurrentTheme&quot;:&quot;theme-light&quot;},{&quot;Browser&quot;:&quot;edge&quot;,&quot;ExtensionType&quot;:&quot;windows10only&quot;,&quot;ExtensionUrl&quot;:&quot;https://aka.ms/MicrosoftEdgeDownload&quot;,&quot;BackgroundColorDarkTheme&quot;:&quot;b-black&quot;,&quot;LogoUrlDarkTheme&quot;:&quot;https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/UHFbanner-EdgeBanner48x48?fmt=png-alpha&amp;bfc=off&amp;qlt=100,1&quot;,&quot;ActionLinkBackgroundColorDarkTheme&quot;:&quot;btn-white&quot;,&quot;BackgroundColorLightTheme&quot;:&quot;b-white&quot;,&quot;LogoUrlLightTheme&quot;:&quot;https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/UHFbanner-EdgeBanner48x48?fmt=png-alpha&amp;bfc=off&amp;qlt=100,1&quot;,&quot;ActionLinkBackgroundColorLightTheme&quot;:&quot;btn-light-blue&quot;,&quot;Title&quot;:&quot;Try the browser recommended by Microsoft&quot;,&quot;Paragraph&quot;:&quot;Get speed, security and privacy with Microsoft Edge&quot;,&quot;ActionLinkText&quot;:&quot;Download now&quot;,&quot;ActionLinkAriaLabel&quot;:&quot;Download now&quot;,&quot;DismissText&quot;:&quot;No thanks&quot;,&quot;DismissAriaLabel&quot;:&quot;No thanks&quot;,&quot;CookieExpiration&quot;:&quot;30&quot;,&quot;CurrentTheme&quot;:&quot;theme-light&quot;},{&quot;Browser&quot;:&quot;chrome&quot;,&quot;ExtensionType&quot;:&quot;windows10only&quot;,&quot;ExtensionUrl&quot;:&quot;https://www.microsoft.com/microsoft-copilot/for-individuals/copilot-app?form=MY02FX&amp;OCID=MY02FX&quot;,&quot;BackgroundColorDarkTheme&quot;:&quot;b-black&quot;,&quot;LogoUrlDarkTheme&quot;:&quot;https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/UHFbanner-CopilotIcon48x48v2?fmt=png-alpha&amp;bfc=off&amp;qlt=100,1&quot;,&quot;ActionLinkBackgroundColorDarkTheme&quot;:&quot;btn-white&quot;,&quot;BackgroundColorLightTheme&quot;:&quot;b-white&quot;,&quot;LogoUrlLightTheme&quot;:&quot;https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/UHFbanner-CopilotIcon48x48v2?fmt=png-alpha&amp;bfc=off&amp;qlt=100,1&quot;,&quot;ActionLinkBackgroundColorLightTheme&quot;:&quot;btn-light-blue&quot;,&quot;Title&quot;:&quot;Take the power of Copilot on the go with the free mobile app&quot;,&quot;Paragraph&quot;:&quot;Create images and get tailored answers based on your interests and needs anytime, anywhere&quot;,&quot;ActionLinkText&quot;:&quot;Get the Copilot app&quot;,&quot;ActionLinkAriaLabel&quot;:&quot;Get the Copilot app&quot;,&quot;DismissText&quot;:&quot;No, thanks&quot;,&quot;DismissAriaLabel&quot;:&quot;No, thanks&quot;,&quot;CookieExpiration&quot;:&quot;7&quot;,&quot;CurrentTheme&quot;:&quot;theme-light&quot;},{&quot;Browser&quot;:&quot;firefox&quot;,&quot;ExtensionType&quot;:&quot;rewards&quot;,&quot;ExtensionUrl&quot;:&quot;https://browserdefaults.microsoft.com/extn/redirect/?xid=106&amp;channel=uhf&amp;pc=U785&quot;,&quot;BackgroundColorDarkTheme&quot;:&quot;b-blue&quot;,&quot;LogoUrlDarkTheme&quot;:&quot;https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/UHFbanner-rewardswhite?fmt=png-alpha&amp;bfc=off&amp;qlt=100,1&quot;,&quot;ActionLinkBackgroundColorDarkTheme&quot;:&quot;btn-white&quot;,&quot;BackgroundColorLightTheme&quot;:&quot;b-white&quot;,&quot;LogoUrlLightTheme&quot;:&quot;https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/UHFbanner-rewardsblue?fmt=png-alpha&amp;bfc=off&amp;qlt=100,1&quot;,&quot;ActionLinkBackgroundColorLightTheme&quot;:&quot;btn-blue&quot;,&quot;Title&quot;:&quot;Maximize your points with the Microsoft Rewards extension&quot;,&quot;Paragraph&quot;:&quot;Quick access to your daily points and offers&quot;,&quot;ActionLinkText&quot;:&quot;Add it now&quot;,&quot;ActionLinkAriaLabel&quot;:&quot;Add it now&quot;,&quot;DismissText&quot;:&quot;No thanks&quot;,&quot;DismissAriaLabel&quot;:&quot;No thanks&quot;,&quot;CookieExpiration&quot;:&quot;30&quot;,&quot;CurrentTheme&quot;:&quot;theme-light&quot;}]" data-pb-g="true"> <div> <div class="c-paragraph"> <img alt="" data-src="" src="" class="f-img-lzy" /> <span class="c-text-group pb-content"> <span class="epb-launch pb-content-heading"></span> <span class="epb-text pb-content-text"></span> </span> </div> <span class="c-group"> <button id="close-epb" class="c-action-trigger c-action-cancel c-glyph-cancel" data-m='{"cN":"PB-dismiss_nonnav","id":"nn1c1c1m1r1a1","sN":1,"aN":"c1c1m1r1a1"}'></button> <a id="epbTryNow" href="" target="_blank" class="epb-launch c-action-trigger c-action-open" data-m='{"cN":"PB-launch_nav","id":"n2c1c1m1r1a1","sN":2,"aN":"c1c1m1r1a1"}'></a> </span> </div> </div> </div> <a id="uhfSkipToMain" class="m-skip-to-main" href="javascript:void(0)" data-href="" tabindex="0" data-m='{"cN":"Skip to content_nonnav","id":"nn2c1m1r1a1","sN":2,"aN":"c1m1r1a1"}'>Skip to main content</a> <header class="c-uhfh context-uhf no-js c-sgl-stck c-category-header " itemscope="itemscope" data-header-footprint="/MSRESEARCH/research-header-main, fromService: True" data-magict="true" itemtype="http://schema.org/Organization"> <div class="theme-light js-global-head f-closed global-head-cont" data-m='{"cN":"Universal Header_cont","cT":"Container","id":"c3c1m1r1a1","sN":3,"aN":"c1m1r1a1"}'> <div class="c-uhfh-gcontainer-st"> <button type="button" class="c-action-trigger c-glyph glyph-global-nav-button" aria-label="All Microsoft expand to see list of Microsoft products and services" initialState-label="All Microsoft expand to see list of Microsoft products and services" toggleState-label="Close All Microsoft list" aria-expanded="false" data-m='{"cN":"Mobile menu button_nonnav","id":"nn1c3c1m1r1a1","sN":1,"aN":"c3c1m1r1a1"}'></button> <button type="button" class="c-action-trigger c-glyph glyph-arrow-htmllegacy c-close-search" aria-label="Close search" aria-expanded="false" data-m='{"cN":"Close Search_nonnav","id":"nn2c3c1m1r1a1","sN":2,"aN":"c3c1m1r1a1"}'></button> <a id="uhfLogo" class="c-logo c-sgl-stk-uhfLogo" itemprop="url" href="https://www.microsoft.com" aria-label="Microsoft" data-m='{"cN":"GlobalNav_Logo_cont","cT":"Container","id":"c3c3c1m1r1a1","sN":3,"aN":"c3c1m1r1a1"}'> <img alt="" itemprop="logo" class="c-image" src="https://img-prod-cms-rt-microsoft-com.akamaized.net/cms/api/am/imageFileData/RE1Mu3b?ver=5c31" role="presentation" aria-hidden="true" /> <span itemprop="name" role="presentation" aria-hidden="true">Microsoft</span> </a> <div class="f-mobile-title"> <button type="button" class="c-action-trigger c-glyph glyph-chevron-left" aria-label="See more menu options" data-m='{"cN":"Mobile back button_nonnav","id":"nn4c3c1m1r1a1","sN":4,"aN":"c3c1m1r1a1"}'></button> <span data-global-title="Microsoft home" class="js-mobile-title">Research</span> <button type="button" class="c-action-trigger c-glyph glyph-chevron-right" aria-label="See more menu options" data-m='{"cN":"Mobile forward button_nonnav","id":"nn5c3c1m1r1a1","sN":5,"aN":"c3c1m1r1a1"}'></button> </div> <div class="c-show-pipe x-hidden-vp-mobile-st"> <a id="uhfCatLogo" class="c-logo c-cat-logo" href="/en-us/research/" aria-label="Research" itemprop="url" data-m='{"cN":"CatNav_Research_nav","id":"n6c3c1m1r1a1","sN":6,"aN":"c3c1m1r1a1"}'> <span>Research</span> </a> </div> <div class="cat-logo-button-cont x-hidden"> <button type="button" id="uhfCatLogoButton" class="c-cat-logo-button x-hidden" aria-expanded="false" aria-label="Research" data-m='{"cN":"Research_nonnav","id":"nn7c3c1m1r1a1","sN":7,"aN":"c3c1m1r1a1"}'> Research </button> </div> <nav id="uhf-g-nav" aria-label="Contextual menu" class="c-uhfh-gnav" data-m='{"cN":"Category nav_cont","cT":"Container","id":"c8c3c1m1r1a1","sN":8,"aN":"c3c1m1r1a1"}'> <ul class="js-paddle-items"> <li class="single-link js-nav-menu x-hidden-none-mobile-vp uhf-menu-item"> <a class="c-uhf-nav-link" href="/en-us/research/" data-m='{"cN":"CatNav_Home_nav","id":"n1c8c3c1m1r1a1","sN":1,"aN":"c8c3c1m1r1a1"}' > Home </a> </li> <li class="nested-menu uhf-menu-item"> <div class="c-uhf-menu js-nav-menu"> <button type="button" id="c-shellmenu_40" aria-expanded="false" data-m='{"cN":"CatNav_OurResearch_nonnav","id":"nn2c8c3c1m1r1a1","sN":2,"aN":"c8c3c1m1r1a1"}'>Our research</button> <ul class="f-multi-column f-multi-column-5" data-class-idn="f-multi-column f-multi-column-5" aria-hidden="true" data-m='{"cN":"OurResearch_cont","cT":"Container","id":"c3c8c3c1m1r1a1","sN":3,"aN":"c8c3c1m1r1a1"}'> <li class="f-sub-menu js-nav-menu nested-menu" data-m='{"cN":"Resources_cont","cT":"Container","id":"c1c3c8c3c1m1r1a1","sN":1,"aN":"c3c8c3c1m1r1a1"}'> <span id="uhf-navspn-shellmenu_41-span" style="display:none" f-multi-parent="true" aria-expanded="false" data-m='{"cN":"CatNav_Resources_nonnav","id":"nn1c1c3c8c3c1m1r1a1","sN":1,"aN":"c1c3c8c3c1m1r1a1"}'>Resources</span> <button id="uhf-navbtn-shellmenu_41-button" type="button" f-multi-parent="true" aria-expanded="false" data-m='{"cN":"CatNav_Resources_nonnav","id":"nn2c1c3c8c3c1m1r1a1","sN":2,"aN":"c1c3c8c3c1m1r1a1"}'>Resources</button> <ul aria-hidden="true" aria-labelledby="uhf-navspn-shellmenu_41-span"> <li class="js-nav-menu single-link" data-m='{"cN":"Publications_cont","cT":"Container","id":"c3c1c3c8c3c1m1r1a1","sN":3,"aN":"c1c3c8c3c1m1r1a1"}'> <a id="Publications" class="js-subm-uhf-nav-link" href="/en-us/research/publications/" data-m='{"cN":"CatNav_Publications_nav","id":"n1c3c1c3c8c3c1m1r1a1","sN":1,"aN":"c3c1c3c8c3c1m1r1a1"}'>Publications</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Code \u0026 data_cont","cT":"Container","id":"c4c1c3c8c3c1m1r1a1","sN":4,"aN":"c1c3c8c3c1m1r1a1"}'> <a id="CodeDatasets" class="js-subm-uhf-nav-link" href="/en-us/research/tools/" data-m='{"cN":"CatNav_Code \u0026 data_nav","id":"n1c4c1c3c8c3c1m1r1a1","sN":1,"aN":"c4c1c3c8c3c1m1r1a1"}'>Code &amp; data</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"People-resources_cont","cT":"Container","id":"c5c1c3c8c3c1m1r1a1","sN":5,"aN":"c1c3c8c3c1m1r1a1"}'> <a id="People" class="js-subm-uhf-nav-link" href="/en-us/research/people/" data-m='{"cN":"CatNav_People-resources_nav","id":"n1c5c1c3c8c3c1m1r1a1","sN":1,"aN":"c5c1c3c8c3c1m1r1a1"}'>People</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"MicrosoftResearchBlog-resources_cont","cT":"Container","id":"c6c1c3c8c3c1m1r1a1","sN":6,"aN":"c1c3c8c3c1m1r1a1"}'> <a id="shellmenu_45" class="js-subm-uhf-nav-link" href="/en-us/research/blog/" data-m='{"cN":"CatNav_MicrosoftResearchBlog-resources_nav","id":"n1c6c1c3c8c3c1m1r1a1","sN":1,"aN":"c6c1c3c8c3c1m1r1a1"}'>Microsoft Research blog</a> </li> </ul> </li> <li class="f-sub-menu js-nav-menu nested-menu" data-m='{"cN":"Intelligence_cont","cT":"Container","id":"c2c3c8c3c1m1r1a1","sN":2,"aN":"c3c8c3c1m1r1a1"}'> <span id="uhf-navspn-shellmenu_46-span" style="display:none" f-multi-parent="true" aria-expanded="false" data-m='{"cN":"CatNav_Intelligence_nonnav","id":"nn1c2c3c8c3c1m1r1a1","sN":1,"aN":"c2c3c8c3c1m1r1a1"}'>Research areas: Intelligence</span> <button id="uhf-navbtn-shellmenu_46-button" type="button" f-multi-parent="true" aria-expanded="false" data-m='{"cN":"CatNav_Intelligence_nonnav","id":"nn2c2c3c8c3c1m1r1a1","sN":2,"aN":"c2c3c8c3c1m1r1a1"}'>Research areas: Intelligence</button> <ul aria-hidden="true" aria-labelledby="uhf-navspn-shellmenu_46-span"> <li class="js-nav-menu single-link" data-m='{"cN":"ArtificialIntelligence_cont","cT":"Container","id":"c3c2c3c8c3c1m1r1a1","sN":3,"aN":"c2c3c8c3c1m1r1a1"}'> <a id="shellmenu_47" class="js-subm-uhf-nav-link" href="/en-us/research/focus-area/ai-and-microsoft-research/" data-m='{"cN":"CatNav_ArtificialIntelligence_nav","id":"n1c3c2c3c8c3c1m1r1a1","sN":1,"aN":"c3c2c3c8c3c1m1r1a1"}'>Artificial intelligence</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"audioacoustics_cont","cT":"Container","id":"c4c2c3c8c3c1m1r1a1","sN":4,"aN":"c2c3c8c3c1m1r1a1"}'> <a id="shellmenu_48" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/audio-acoustics/" data-m='{"cN":"CatNav_audioacoustics_nav","id":"n1c4c2c3c8c3c1m1r1a1","sN":1,"aN":"c4c2c3c8c3c1m1r1a1"}'>Audio &amp; acoustics</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Computervision_cont","cT":"Container","id":"c5c2c3c8c3c1m1r1a1","sN":5,"aN":"c2c3c8c3c1m1r1a1"}'> <a id="shellmenu_49" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/computer-vision/" data-m='{"cN":"CatNav_Computervision_nav","id":"n1c5c2c3c8c3c1m1r1a1","sN":1,"aN":"c5c2c3c8c3c1m1r1a1"}'>Computer vision</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Graphicsmultimedia_cont","cT":"Container","id":"c6c2c3c8c3c1m1r1a1","sN":6,"aN":"c2c3c8c3c1m1r1a1"}'> <a id="shellmenu_50" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/graphics-and-multimedia/" data-m='{"cN":"CatNav_Graphicsmultimedia_nav","id":"n1c6c2c3c8c3c1m1r1a1","sN":1,"aN":"c6c2c3c8c3c1m1r1a1"}'>Graphics &amp; multimedia</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Humancomputerinteraction_cont","cT":"Container","id":"c7c2c3c8c3c1m1r1a1","sN":7,"aN":"c2c3c8c3c1m1r1a1"}'> <a id="shellmenu_51" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/human-computer-interaction/" data-m='{"cN":"CatNav_Humancomputerinteraction_nav","id":"n1c7c2c3c8c3c1m1r1a1","sN":1,"aN":"c7c2c3c8c3c1m1r1a1"}'>Human-computer interaction</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Humanlanguagetechnologies_cont","cT":"Container","id":"c8c2c3c8c3c1m1r1a1","sN":8,"aN":"c2c3c8c3c1m1r1a1"}'> <a id="shellmenu_52" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/human-language-technologies/" data-m='{"cN":"CatNav_Humanlanguagetechnologies_nav","id":"n1c8c2c3c8c3c1m1r1a1","sN":1,"aN":"c8c2c3c8c3c1m1r1a1"}'>Human language technologies</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Searchinformationretrieval_cont","cT":"Container","id":"c9c2c3c8c3c1m1r1a1","sN":9,"aN":"c2c3c8c3c1m1r1a1"}'> <a id="shellmenu_53" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/search-information-retrieval/" data-m='{"cN":"CatNav_Searchinformationretrieval_nav","id":"n1c9c2c3c8c3c1m1r1a1","sN":1,"aN":"c9c2c3c8c3c1m1r1a1"}'>Search &amp; information retrieval</a> </li> </ul> </li> <li class="f-sub-menu js-nav-menu nested-menu" data-m='{"cN":"Systems_cont","cT":"Container","id":"c3c3c8c3c1m1r1a1","sN":3,"aN":"c3c8c3c1m1r1a1"}'> <span id="uhf-navspn-shellmenu_54-span" style="display:none" f-multi-parent="true" aria-expanded="false" data-m='{"cN":"CatNav_Systems_nonnav","id":"nn1c3c3c8c3c1m1r1a1","sN":1,"aN":"c3c3c8c3c1m1r1a1"}'>Research areas: Systems</span> <button id="uhf-navbtn-shellmenu_54-button" type="button" f-multi-parent="true" aria-expanded="false" data-m='{"cN":"CatNav_Systems_nonnav","id":"nn2c3c3c8c3c1m1r1a1","sN":2,"aN":"c3c3c8c3c1m1r1a1"}'>Research areas: Systems</button> <ul aria-hidden="true" aria-labelledby="uhf-navspn-shellmenu_54-span"> <li class="js-nav-menu single-link" data-m='{"cN":"Datamanagementanalysisvisualization_cont","cT":"Container","id":"c3c3c3c8c3c1m1r1a1","sN":3,"aN":"c3c3c8c3c1m1r1a1"}'> <a id="shellmenu_55" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/data-platform-analytics/" data-m='{"cN":"CatNav_Datamanagementanalysisvisualization_nav","id":"n1c3c3c3c8c3c1m1r1a1","sN":1,"aN":"c3c3c3c8c3c1m1r1a1"}'>Data platforms and analytics</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Hardwaredevices_cont","cT":"Container","id":"c4c3c3c8c3c1m1r1a1","sN":4,"aN":"c3c3c8c3c1m1r1a1"}'> <a id="shellmenu_56" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/hardware-devices/" data-m='{"cN":"CatNav_Hardwaredevices_nav","id":"n1c4c3c3c8c3c1m1r1a1","sN":1,"aN":"c4c3c3c8c3c1m1r1a1"}'>Hardware &amp; devices</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Programminglanguagessoftwareengineering_cont","cT":"Container","id":"c5c3c3c8c3c1m1r1a1","sN":5,"aN":"c3c3c8c3c1m1r1a1"}'> <a id="shellmenu_57" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/programming-languages-software-engineering/" data-m='{"cN":"CatNav_Programminglanguagessoftwareengineering_nav","id":"n1c5c3c3c8c3c1m1r1a1","sN":1,"aN":"c5c3c3c8c3c1m1r1a1"}'>Programming languages &amp; software engineering</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"QuantumComputing_cont","cT":"Container","id":"c6c3c3c8c3c1m1r1a1","sN":6,"aN":"c3c3c8c3c1m1r1a1"}'> <a id="Quantum computing" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/quantum/" data-m='{"cN":"CatNav_QuantumComputing_nav","id":"n1c6c3c3c8c3c1m1r1a1","sN":1,"aN":"c6c3c3c8c3c1m1r1a1"}'>Quantum computing</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Securityprivacycryptography_cont","cT":"Container","id":"c7c3c3c8c3c1m1r1a1","sN":7,"aN":"c3c3c8c3c1m1r1a1"}'> <a id="shellmenu_59" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/security-privacy-cryptography/" data-m='{"cN":"CatNav_Securityprivacycryptography_nav","id":"n1c7c3c3c8c3c1m1r1a1","sN":1,"aN":"c7c3c3c8c3c1m1r1a1"}'>Security, privacy &amp; cryptography</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Computersystemsnetworking_cont","cT":"Container","id":"c8c3c3c8c3c1m1r1a1","sN":8,"aN":"c3c3c8c3c1m1r1a1"}'> <a id="shellmenu_60" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/systems-and-networking/" data-m='{"cN":"CatNav_Computersystemsnetworking_nav","id":"n1c8c3c3c8c3c1m1r1a1","sN":1,"aN":"c8c3c3c8c3c1m1r1a1"}'>Systems &amp; networking</a> </li> </ul> </li> <li class="f-sub-menu js-nav-menu nested-menu" data-m='{"cN":"Theory_cont","cT":"Container","id":"c4c3c8c3c1m1r1a1","sN":4,"aN":"c3c8c3c1m1r1a1"}'> <span id="uhf-navspn-shellmenu_61-span" style="display:none" f-multi-parent="true" aria-expanded="false" data-m='{"cN":"CatNav_Theory_nonnav","id":"nn1c4c3c8c3c1m1r1a1","sN":1,"aN":"c4c3c8c3c1m1r1a1"}'>Research areas: Theory</span> <button id="uhf-navbtn-shellmenu_61-button" type="button" f-multi-parent="true" aria-expanded="false" data-m='{"cN":"CatNav_Theory_nonnav","id":"nn2c4c3c8c3c1m1r1a1","sN":2,"aN":"c4c3c8c3c1m1r1a1"}'>Research areas: Theory</button> <ul aria-hidden="true" aria-labelledby="uhf-navspn-shellmenu_61-span"> <li class="js-nav-menu single-link" data-m='{"cN":"Algorithms_cont","cT":"Container","id":"c3c4c3c8c3c1m1r1a1","sN":3,"aN":"c4c3c8c3c1m1r1a1"}'> <a id="shellmenu_62" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/algorithms/" data-m='{"cN":"CatNav_Algorithms_nav","id":"n1c3c4c3c8c3c1m1r1a1","sN":1,"aN":"c3c4c3c8c3c1m1r1a1"}'>Algorithms</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Mathematics_cont","cT":"Container","id":"c4c4c3c8c3c1m1r1a1","sN":4,"aN":"c4c3c8c3c1m1r1a1"}'> <a id="shellmenu_63" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/computational-sciences-mathematics/" data-m='{"cN":"CatNav_Mathematics_nav","id":"n1c4c4c3c8c3c1m1r1a1","sN":1,"aN":"c4c4c3c8c3c1m1r1a1"}'>Mathematics</a> </li> </ul> </li> <li class="f-sub-menu js-nav-menu nested-menu" data-m='{"cN":"Other Sciences_cont","cT":"Container","id":"c5c3c8c3c1m1r1a1","sN":5,"aN":"c3c8c3c1m1r1a1"}'> <span id="uhf-navspn-shellmenu_64-span" style="display:none" f-multi-parent="true" aria-expanded="false" data-m='{"cN":"CatNav_Other Sciences_nonnav","id":"nn1c5c3c8c3c1m1r1a1","sN":1,"aN":"c5c3c8c3c1m1r1a1"}'>Research areas: Other Sciences</span> <button id="uhf-navbtn-shellmenu_64-button" type="button" f-multi-parent="true" aria-expanded="false" data-m='{"cN":"CatNav_Other Sciences_nonnav","id":"nn2c5c3c8c3c1m1r1a1","sN":2,"aN":"c5c3c8c3c1m1r1a1"}'>Research areas: Other Sciences</button> <ul aria-hidden="true" aria-labelledby="uhf-navspn-shellmenu_64-span"> <li class="js-nav-menu single-link" data-m='{"cN":"Ecologyenvironment_cont","cT":"Container","id":"c3c5c3c8c3c1m1r1a1","sN":3,"aN":"c5c3c8c3c1m1r1a1"}'> <a id="shellmenu_65" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/ecology-environment/" data-m='{"cN":"CatNav_Ecologyenvironment_nav","id":"n1c3c5c3c8c3c1m1r1a1","sN":1,"aN":"c3c5c3c8c3c1m1r1a1"}'>Ecology &amp; environment</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Economics_cont","cT":"Container","id":"c4c5c3c8c3c1m1r1a1","sN":4,"aN":"c5c3c8c3c1m1r1a1"}'> <a id="shellmenu_66" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/economics/" data-m='{"cN":"CatNav_Economics_nav","id":"n1c4c5c3c8c3c1m1r1a1","sN":1,"aN":"c4c5c3c8c3c1m1r1a1"}'>Economics</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Medicalhealthgenomics_cont","cT":"Container","id":"c5c5c3c8c3c1m1r1a1","sN":5,"aN":"c5c3c8c3c1m1r1a1"}'> <a id="shellmenu_67" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/medical-health-genomics/" data-m='{"cN":"CatNav_Medicalhealthgenomics_nav","id":"n1c5c5c3c8c3c1m1r1a1","sN":1,"aN":"c5c5c3c8c3c1m1r1a1"}'>Medical, health &amp; genomics</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Socialsciences_cont","cT":"Container","id":"c6c5c3c8c3c1m1r1a1","sN":6,"aN":"c5c3c8c3c1m1r1a1"}'> <a id="shellmenu_68" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/social-sciences/" data-m='{"cN":"CatNav_Socialsciences_nav","id":"n1c6c5c3c8c3c1m1r1a1","sN":1,"aN":"c6c5c3c8c3c1m1r1a1"}'>Social sciences</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Technologyemergingmarkets_cont","cT":"Container","id":"c7c5c3c8c3c1m1r1a1","sN":7,"aN":"c5c3c8c3c1m1r1a1"}'> <a id="shellmenu_69" class="js-subm-uhf-nav-link" href="/en-us/research/research-area/technology-for-emerging-markets/" data-m='{"cN":"CatNav_Technologyemergingmarkets_nav","id":"n1c7c5c3c8c3c1m1r1a1","sN":1,"aN":"c7c5c3c8c3c1m1r1a1"}'>Technology for emerging markets</a> </li> </ul> </li> </ul> </div> </li> <li class="nested-menu uhf-menu-item"> <div class="c-uhf-menu js-nav-menu"> <button type="button" id="c-shellmenu_70" aria-expanded="false" data-m='{"cN":"CatNav_ProgramsEvents_nonnav","id":"nn4c8c3c1m1r1a1","sN":4,"aN":"c8c3c1m1r1a1"}'>Programs &amp; events</button> <ul class="" data-class-idn="" aria-hidden="true" data-m='{"cN":"ProgramsEvents_cont","cT":"Container","id":"c5c8c3c1m1r1a1","sN":5,"aN":"c8c3c1m1r1a1"}'> <li class="js-nav-menu single-link" data-m='{"cN":"Academic programs_cont","cT":"Container","id":"c1c5c8c3c1m1r1a1","sN":1,"aN":"c5c8c3c1m1r1a1"}'> <a id="c-shellmenu_71" class="js-subm-uhf-nav-link" href="/en-us/research/academic-programs/" data-m='{"cN":"CatNav_Academic programs_nav","id":"n1c1c5c8c3c1m1r1a1","sN":1,"aN":"c1c5c8c3c1m1r1a1"}'>Academic programs</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Events \u0026 academic conferences_cont","cT":"Container","id":"c2c5c8c3c1m1r1a1","sN":2,"aN":"c5c8c3c1m1r1a1"}'> <a id="Events &amp; academic conferences" class="js-subm-uhf-nav-link" href="/en-us/research/events-conferences/" data-m='{"cN":"CatNav_Events \u0026 academic conferences_nav","id":"n1c2c5c8c3c1m1r1a1","sN":1,"aN":"c2c5c8c3c1m1r1a1"}'>Events &amp; academic conferences</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Microsoft Research Forum_cont","cT":"Container","id":"c3c5c8c3c1m1r1a1","sN":3,"aN":"c5c8c3c1m1r1a1"}'> <a id="c-shellmenu_73" class="js-subm-uhf-nav-link" href="https://researchforum.microsoft.com" data-m='{"cN":"CatNav_Microsoft Research Forum_nav","id":"n1c3c5c8c3c1m1r1a1","sN":1,"aN":"c3c5c8c3c1m1r1a1"}'>Microsoft Research Forum</a> </li> </ul> </div> </li> <li class="nested-menu uhf-menu-item"> <div class="c-uhf-menu js-nav-menu"> <button type="button" id="Connect learn" aria-expanded="false" data-m='{"cN":"CatNav_Connect \u0026 learn_nonnav","id":"nn6c8c3c1m1r1a1","sN":6,"aN":"c8c3c1m1r1a1"}'>Connect &amp; learn</button> <ul class="" data-class-idn="" aria-hidden="true" data-m='{"cN":"Connect \u0026 learn_cont","cT":"Container","id":"c7c8c3c1m1r1a1","sN":7,"aN":"c8c3c1m1r1a1"}'> <li class="js-nav-menu single-link" data-m='{"cN":"BehindtheTech_cont","cT":"Container","id":"c1c7c8c3c1m1r1a1","sN":1,"aN":"c7c8c3c1m1r1a1"}'> <a id="c-shellmenu_75" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/behind-the-tech " data-m='{"cN":"CatNav_BehindtheTech_nav","id":"n1c1c7c8c3c1m1r1a1","sN":1,"aN":"c1c7c8c3c1m1r1a1"}'>Behind the Tech podcast</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"MicrosoftResearchblog-blog_cont","cT":"Container","id":"c2c7c8c3c1m1r1a1","sN":2,"aN":"c7c8c3c1m1r1a1"}'> <a id="c-shellmenu_76" class="js-subm-uhf-nav-link" href="/en-us/research/blog" data-m='{"cN":"CatNav_MicrosoftResearchblog-blog_nav","id":"n1c2c7c8c3c1m1r1a1","sN":1,"aN":"c2c7c8c3c1m1r1a1"}'>Microsoft Research blog</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Microsoft Research Forum_cont","cT":"Container","id":"c3c7c8c3c1m1r1a1","sN":3,"aN":"c7c8c3c1m1r1a1"}'> <a id="Microsoft Research Forum" class="js-subm-uhf-nav-link" href="https://researchforum.microsoft.com" data-m='{"cN":"CatNav_Microsoft Research Forum_nav","id":"n1c3c7c8c3c1m1r1a1","sN":1,"aN":"c3c7c8c3c1m1r1a1"}'>Microsoft Research Forum</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"MicrosoftResearchpodcast_cont","cT":"Container","id":"c4c7c8c3c1m1r1a1","sN":4,"aN":"c7c8c3c1m1r1a1"}'> <a id="c-shellmenu_78" class="js-subm-uhf-nav-link" href="/en-us/research/podcast/" data-m='{"cN":"CatNav_MicrosoftResearchpodcast_nav","id":"n1c4c7c8c3c1m1r1a1","sN":1,"aN":"c4c7c8c3c1m1r1a1"}'>Microsoft Research podcast</a> </li> </ul> </div> </li> <li class="nested-menu uhf-menu-item"> <div class="c-uhf-menu js-nav-menu"> <button type="button" id="About" aria-expanded="false" data-m='{"cN":"CatNav_About_nonnav","id":"nn8c8c3c1m1r1a1","sN":8,"aN":"c8c3c1m1r1a1"}'>About</button> <ul class="f-multi-column f-multi-column-3" data-class-idn="f-multi-column f-multi-column-3" aria-hidden="true" data-m='{"cN":"About_cont","cT":"Container","id":"c9c8c3c1m1r1a1","sN":9,"aN":"c8c3c1m1r1a1"}'> <li class="f-sub-menu js-nav-menu nested-menu" data-m='{"cN":"People_cont","cT":"Container","id":"c1c9c8c3c1m1r1a1","sN":1,"aN":"c9c8c3c1m1r1a1"}'> <span id="uhf-navspn-shellmenu_80-span" style="display:none" f-multi-parent="true" aria-expanded="false" data-m='{"cN":"CatNav_People_nonnav","id":"nn1c1c9c8c3c1m1r1a1","sN":1,"aN":"c1c9c8c3c1m1r1a1"}'>People &amp; news</span> <button id="uhf-navbtn-shellmenu_80-button" type="button" f-multi-parent="true" aria-expanded="false" data-m='{"cN":"CatNav_People_nonnav","id":"nn2c1c9c8c3c1m1r1a1","sN":2,"aN":"c1c9c8c3c1m1r1a1"}'>People &amp; news</button> <ul aria-hidden="true" aria-labelledby="uhf-navspn-shellmenu_80-span"> <li class="js-nav-menu single-link" data-m='{"cN":"/en-us/research/about-microsoft-research/_cont","cT":"Container","id":"c3c1c9c8c3c1m1r1a1","sN":3,"aN":"c1c9c8c3c1m1r1a1"}'> <a id="About Microsoft Research" class="js-subm-uhf-nav-link" href="/en-us/research/about-microsoft-research/" data-m='{"cN":"CatNav_/en-us/research/about-microsoft-research/_nav","id":"n1c3c1c9c8c3c1m1r1a1","sN":1,"aN":"c3c1c9c8c3c1m1r1a1"}'>About Microsoft Research</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"CareersInternships_cont","cT":"Container","id":"c4c1c9c8c3c1m1r1a1","sN":4,"aN":"c1c9c8c3c1m1r1a1"}'> <a id="CareersInternships" class="js-subm-uhf-nav-link" href="/en-us/research/careers/" data-m='{"cN":"CatNav_CareersInternships_nav","id":"n1c4c1c9c8c3c1m1r1a1","sN":1,"aN":"c4c1c9c8c3c1m1r1a1"}'>Careers &amp; internships</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"People-about_cont","cT":"Container","id":"c5c1c9c8c3c1m1r1a1","sN":5,"aN":"c1c9c8c3c1m1r1a1"}'> <a id="shellmenu_83" class="js-subm-uhf-nav-link" href="/en-us/research/people/" data-m='{"cN":"CatNav_People-about_nav","id":"n1c5c1c9c8c3c1m1r1a1","sN":1,"aN":"c5c1c9c8c3c1m1r1a1"}'>People</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Emeritus program_cont","cT":"Container","id":"c6c1c9c8c3c1m1r1a1","sN":6,"aN":"c1c9c8c3c1m1r1a1"}'> <a id="EmeritusProgram" class="js-subm-uhf-nav-link" href="/en-us/research/microsoft-research-emeritus-program/" data-m='{"cN":"CatNav_Emeritus program_nav","id":"n1c6c1c9c8c3c1m1r1a1","sN":1,"aN":"c6c1c9c8c3c1m1r1a1"}'>Emeritus program</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"News \u0026 awards_cont","cT":"Container","id":"c7c1c9c8c3c1m1r1a1","sN":7,"aN":"c1c9c8c3c1m1r1a1"}'> <a id="NewsAwards" class="js-subm-uhf-nav-link" href="/en-us/research/news-and-awards/" data-m='{"cN":"CatNav_News \u0026 awards_nav","id":"n1c7c1c9c8c3c1m1r1a1","sN":1,"aN":"c7c1c9c8c3c1m1r1a1"}'>News &amp; awards</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Newsletter-about_cont","cT":"Container","id":"c8c1c9c8c3c1m1r1a1","sN":8,"aN":"c1c9c8c3c1m1r1a1"}'> <a id="shellmenu_86" class="js-subm-uhf-nav-link" href="https://info.microsoft.com/ww-landing-microsoft-research-newsletter.html?wt.mc_id=S-webpage_msr-homepage" data-m='{"cN":"CatNav_Newsletter-about_nav","id":"n1c8c1c9c8c3c1m1r1a1","sN":1,"aN":"c8c1c9c8c3c1m1r1a1"}'>Microsoft Research newsletter</a> </li> </ul> </li> <li class="f-sub-menu js-nav-menu nested-menu" data-m='{"cN":"MicrosoftResearchLabs_cont","cT":"Container","id":"c2c9c8c3c1m1r1a1","sN":2,"aN":"c9c8c3c1m1r1a1"}'> <span id="uhf-navspn-shellmenu_87-span" style="display:none" f-multi-parent="true" aria-expanded="false" data-m='{"cN":"CatNav_MicrosoftResearchLabs_nonnav","id":"nn1c2c9c8c3c1m1r1a1","sN":1,"aN":"c2c9c8c3c1m1r1a1"}'>Microsoft Research Labs</span> <button id="uhf-navbtn-shellmenu_87-button" type="button" f-multi-parent="true" aria-expanded="false" data-m='{"cN":"CatNav_MicrosoftResearchLabs_nonnav","id":"nn2c2c9c8c3c1m1r1a1","sN":2,"aN":"c2c9c8c3c1m1r1a1"}'>Microsoft Research Labs</button> <ul aria-hidden="true" aria-labelledby="uhf-navspn-shellmenu_87-span"> <li class="js-nav-menu single-link" data-m='{"cN":"Africa_cont","cT":"Container","id":"c3c2c9c8c3c1m1r1a1","sN":3,"aN":"c2c9c8c3c1m1r1a1"}'> <a id="Africa" class="js-subm-uhf-nav-link" href="/en-us/research/lab/microsoft-research-lab-africa-nairobi/" data-m='{"cN":"CatNav_Africa_nav","id":"n1c3c2c9c8c3c1m1r1a1","sN":1,"aN":"c3c2c9c8c3c1m1r1a1"}'>Africa</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"AI for Science_cont","cT":"Container","id":"c4c2c9c8c3c1m1r1a1","sN":4,"aN":"c2c9c8c3c1m1r1a1"}'> <a id="shellmenu_89" class="js-subm-uhf-nav-link" href="/en-us/research/lab/microsoft-research-ai-for-science/" data-m='{"cN":"CatNav_AI for Science_nav","id":"n1c4c2c9c8c3c1m1r1a1","sN":1,"aN":"c4c2c9c8c3c1m1r1a1"}'>AI for Science</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"AI Frontiers_cont","cT":"Container","id":"c5c2c9c8c3c1m1r1a1","sN":5,"aN":"c2c9c8c3c1m1r1a1"}'> <a id="AI Frontiers" class="js-subm-uhf-nav-link" href="/en-us/research/lab/ai-frontiers/" data-m='{"cN":"CatNav_AI Frontiers_nav","id":"n1c5c2c9c8c3c1m1r1a1","sN":1,"aN":"c5c2c9c8c3c1m1r1a1"}'>AI Frontiers</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"AsiaPacific_cont","cT":"Container","id":"c6c2c9c8c3c1m1r1a1","sN":6,"aN":"c2c9c8c3c1m1r1a1"}'> <a id="shellmenu_91" class="js-subm-uhf-nav-link" href="/en-us/research/lab/microsoft-research-asia/" data-m='{"cN":"CatNav_AsiaPacific_nav","id":"n1c6c2c9c8c3c1m1r1a1","sN":1,"aN":"c6c2c9c8c3c1m1r1a1"}'>Asia-Pacific</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"CambridgeLab_cont","cT":"Container","id":"c7c2c9c8c3c1m1r1a1","sN":7,"aN":"c2c9c8c3c1m1r1a1"}'> <a id="shellmenu_92" class="js-subm-uhf-nav-link" href="/en-us/research/lab/microsoft-research-cambridge/" data-m='{"cN":"CatNav_CambridgeLab_nav","id":"n1c7c2c9c8c3c1m1r1a1","sN":1,"aN":"c7c2c9c8c3c1m1r1a1"}'>Cambridge</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Health Futures_cont","cT":"Container","id":"c8c2c9c8c3c1m1r1a1","sN":8,"aN":"c2c9c8c3c1m1r1a1"}'> <a id="shellmenu_93" class="js-subm-uhf-nav-link" href="/en-us/research/lab/microsoft-health-futures/" data-m='{"cN":"CatNav_Health Futures_nav","id":"n1c8c2c9c8c3c1m1r1a1","sN":1,"aN":"c8c2c9c8c3c1m1r1a1"}'>Health Futures</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"IndiaLab_cont","cT":"Container","id":"c9c2c9c8c3c1m1r1a1","sN":9,"aN":"c2c9c8c3c1m1r1a1"}'> <a id="shellmenu_94" class="js-subm-uhf-nav-link" href="/en-us/research/lab/microsoft-research-india/" data-m='{"cN":"CatNav_IndiaLab_nav","id":"n1c9c2c9c8c3c1m1r1a1","sN":1,"aN":"c9c2c9c8c3c1m1r1a1"}'>India</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"MontrealLab_cont","cT":"Container","id":"c10c2c9c8c3c1m1r1a1","sN":10,"aN":"c2c9c8c3c1m1r1a1"}'> <a id="shellmenu_95" class="js-subm-uhf-nav-link" href="/en-us/research/lab/microsoft-research-montreal/" data-m='{"cN":"CatNav_MontrealLab_nav","id":"n1c10c2c9c8c3c1m1r1a1","sN":1,"aN":"c10c2c9c8c3c1m1r1a1"}'>Montreal</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"NewEnglandLab_cont","cT":"Container","id":"c11c2c9c8c3c1m1r1a1","sN":11,"aN":"c2c9c8c3c1m1r1a1"}'> <a id="shellmenu_96" class="js-subm-uhf-nav-link" href="/en-us/research/lab/microsoft-research-new-england/" data-m='{"cN":"CatNav_NewEnglandLab_nav","id":"n1c11c2c9c8c3c1m1r1a1","sN":1,"aN":"c11c2c9c8c3c1m1r1a1"}'>New England</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"NewYorkCityLab_cont","cT":"Container","id":"c12c2c9c8c3c1m1r1a1","sN":12,"aN":"c2c9c8c3c1m1r1a1"}'> <a id="shellmenu_97" class="js-subm-uhf-nav-link" href="/en-us/research/lab/microsoft-research-new-york/" data-m='{"cN":"CatNav_NewYorkCityLab_nav","id":"n1c12c2c9c8c3c1m1r1a1","sN":1,"aN":"c12c2c9c8c3c1m1r1a1"}'>New York City</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"RedmondLab_cont","cT":"Container","id":"c13c2c9c8c3c1m1r1a1","sN":13,"aN":"c2c9c8c3c1m1r1a1"}'> <a id="shellmenu_98" class="js-subm-uhf-nav-link" href="/en-us/research/lab/microsoft-research-redmond/" data-m='{"cN":"CatNav_RedmondLab_nav","id":"n1c13c2c9c8c3c1m1r1a1","sN":1,"aN":"c13c2c9c8c3c1m1r1a1"}'>Redmond</a> </li> </ul> </li> <li class="f-sub-menu js-nav-menu nested-menu" data-m='{"cT":"Container","id":"c3c9c8c3c1m1r1a1","sN":3,"aN":"c9c8c3c1m1r1a1"}'> <span id="uhf-navspn-shellmenu_99-span" style="display:none" f-multi-parent="true" aria-expanded="false" data-m='{"id":"nn1c3c9c8c3c1m1r1a1","sN":1,"aN":"c3c9c8c3c1m1r1a1"}'>Other labs</span> <button id="uhf-navbtn-shellmenu_99-button" type="button" f-multi-parent="true" aria-expanded="false" data-m='{"id":"nn2c3c9c8c3c1m1r1a1","sN":2,"aN":"c3c9c8c3c1m1r1a1"}'>Other labs</button> <ul aria-hidden="true" aria-labelledby="uhf-navspn-shellmenu_99-span"> <li class="js-nav-menu single-link" data-m='{"cN":"AppliedSciencesLab_cont","cT":"Container","id":"c3c3c9c8c3c1m1r1a1","sN":3,"aN":"c3c9c8c3c1m1r1a1"}'> <a id="shellmenu_100" class="js-subm-uhf-nav-link" href="/en-us/research/lab/applied-sciences-group/" data-m='{"cN":"CatNav_AppliedSciencesLab_nav","id":"n1c3c3c9c8c3c1m1r1a1","sN":1,"aN":"c3c3c9c8c3c1m1r1a1"}'>Applied Sciences</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Mixed Reality \u0026 AI - Cambridge_cont","cT":"Container","id":"c4c3c9c8c3c1m1r1a1","sN":4,"aN":"c3c9c8c3c1m1r1a1"}'> <a id="shellmenu_101" class="js-subm-uhf-nav-link" href="/en-us/research/lab/mixed-reality-ai-lab-cambridge/" data-m='{"cN":"CatNav_Mixed Reality \u0026 AI - Cambridge_nav","id":"n1c4c3c9c8c3c1m1r1a1","sN":1,"aN":"c4c3c9c8c3c1m1r1a1"}'>Mixed Reality &amp; AI - Cambridge</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Mixed Reality \u0026 AI - Zurich_cont","cT":"Container","id":"c5c3c9c8c3c1m1r1a1","sN":5,"aN":"c3c9c8c3c1m1r1a1"}'> <a id="Mixed-reality" class="js-subm-uhf-nav-link" href="/en-us/research/lab/mixed-reality-ai-zurich/" data-m='{"cN":"CatNav_Mixed Reality \u0026 AI - Zurich_nav","id":"n1c5c3c9c8c3c1m1r1a1","sN":1,"aN":"c5c3c9c8c3c1m1r1a1"}'>Mixed Reality &amp; AI - Zurich</a> </li> </ul> </li> </ul> </div> </li> <li id="overflow-menu" class="overflow-menu x-hidden uhf-menu-item"> <div class="c-uhf-menu js-nav-menu"> <button data-m='{"pid":"More","id":"nn10c8c3c1m1r1a1","sN":10,"aN":"c8c3c1m1r1a1"}' type="button" aria-label="More" aria-expanded="false">More</button> <ul id="overflow-menu-list" aria-hidden="true" class="overflow-menu-list"> </ul> </div> </li> <li class="single-link js-nav-menu" id="c-uhf-nav-cta"> <a id="NewsletterButton" class="c-uhf-nav-link" href="https://researchforum.microsoft.com" data-m='{"cN":"CatNav_cta_Register: Research Forum_nav","id":"n11c8c3c1m1r1a1","sN":11,"aN":"c8c3c1m1r1a1"}'>Register: Research Forum</a> </li> </ul> </nav> <div class="c-uhfh-actions" data-m='{"cN":"Header actions_cont","cT":"Container","id":"c9c3c1m1r1a1","sN":9,"aN":"c3c1m1r1a1"}'> <div class="wf-menu"> <nav id="uhf-c-nav" aria-label="All Microsoft menu" data-m='{"cN":"GlobalNav_cont","cT":"Container","id":"c1c9c3c1m1r1a1","sN":1,"aN":"c9c3c1m1r1a1"}'> <ul class="js-paddle-items"> <li> <div class="c-uhf-menu js-nav-menu"> <button type="button" class="c-button-logo all-ms-nav" aria-expanded="false" data-m='{"cN":"GlobalNav_More_nonnav","id":"nn1c1c9c3c1m1r1a1","sN":1,"aN":"c1c9c3c1m1r1a1"}'> <span>All Microsoft</span></button> <ul class="f-multi-column f-multi-column-4" aria-hidden="true" data-m='{"cN":"More_cont","cT":"Container","id":"c2c1c9c3c1m1r1a1","sN":2,"aN":"c1c9c3c1m1r1a1"}'> <li class="c-w0-contr"> <h2 class="c-uhf-sronly">Global</h2> <ul class="c-w0"> <li class="js-nav-menu single-link" data-m='{"cN":"Microsoft Security_cont","cT":"Container","id":"c1c2c1c9c3c1m1r1a1","sN":1,"aN":"c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_0" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/security" data-m='{"cN":"W0Nav_Microsoft Security_nav","id":"n1c1c2c1c9c3c1m1r1a1","sN":1,"aN":"c1c2c1c9c3c1m1r1a1"}'>Microsoft Security</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Azure_cont","cT":"Container","id":"c2c2c1c9c3c1m1r1a1","sN":2,"aN":"c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_1" class="js-subm-uhf-nav-link" href="https://azure.microsoft.com/en-us/" data-m='{"cN":"W0Nav_Azure_nav","id":"n1c2c2c1c9c3c1m1r1a1","sN":1,"aN":"c2c2c1c9c3c1m1r1a1"}'>Azure</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Dynamics 365_cont","cT":"Container","id":"c3c2c1c9c3c1m1r1a1","sN":3,"aN":"c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_2" class="js-subm-uhf-nav-link" href="https://dynamics.microsoft.com/en-us/" data-m='{"cN":"W0Nav_Dynamics 365_nav","id":"n1c3c2c1c9c3c1m1r1a1","sN":1,"aN":"c3c2c1c9c3c1m1r1a1"}'>Dynamics 365</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Microsoft 365_cont","cT":"Container","id":"c4c2c1c9c3c1m1r1a1","sN":4,"aN":"c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_3" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/microsoft-365/business/" data-m='{"cN":"W0Nav_Microsoft 365_nav","id":"n1c4c2c1c9c3c1m1r1a1","sN":1,"aN":"c4c2c1c9c3c1m1r1a1"}'>Microsoft 365</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Microsoft Teams_cont","cT":"Container","id":"c5c2c1c9c3c1m1r1a1","sN":5,"aN":"c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_4" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/microsoft-teams/group-chat-software" data-m='{"cN":"W0Nav_Microsoft Teams_nav","id":"n1c5c2c1c9c3c1m1r1a1","sN":1,"aN":"c5c2c1c9c3c1m1r1a1"}'>Microsoft Teams</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Windows 365_cont","cT":"Container","id":"c6c2c1c9c3c1m1r1a1","sN":6,"aN":"c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_5" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/windows-365" data-m='{"cN":"W0Nav_Windows 365_nav","id":"n1c6c2c1c9c3c1m1r1a1","sN":1,"aN":"c6c2c1c9c3c1m1r1a1"}'>Windows 365</a> </li> </ul> </li> <li class="f-sub-menu js-nav-menu nested-menu" data-m='{"cT":"Container","id":"c7c2c1c9c3c1m1r1a1","sN":7,"aN":"c2c1c9c3c1m1r1a1"}'> <span id="uhf-navspn-shellmenu_7-span" style="display:none" f-multi-parent="true" aria-expanded="false" data-m='{"id":"nn1c7c2c1c9c3c1m1r1a1","sN":1,"aN":"c7c2c1c9c3c1m1r1a1"}'>Tech &amp; innovation</span> <button id="uhf-navbtn-shellmenu_7-button" type="button" f-multi-parent="true" aria-expanded="false" data-m='{"id":"nn2c7c2c1c9c3c1m1r1a1","sN":2,"aN":"c7c2c1c9c3c1m1r1a1"}'>Tech &amp; innovation</button> <ul aria-hidden="true" aria-labelledby="uhf-navspn-shellmenu_7-span"> <li class="js-nav-menu single-link" data-m='{"cN":"More_TechInnovation_MicrosoftCloud_cont","cT":"Container","id":"c3c7c2c1c9c3c1m1r1a1","sN":3,"aN":"c7c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_8" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/microsoft-cloud" data-m='{"cN":"GlobalNav_More_TechInnovation_MicrosoftCloud_nav","id":"n1c3c7c2c1c9c3c1m1r1a1","sN":1,"aN":"c3c7c2c1c9c3c1m1r1a1"}'>Microsoft Cloud</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_TechInnovation__AI_cont","cT":"Container","id":"c4c7c2c1c9c3c1m1r1a1","sN":4,"aN":"c7c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_9" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/ai" data-m='{"cN":"GlobalNav_More_TechInnovation__AI_nav","id":"n1c4c7c2c1c9c3c1m1r1a1","sN":1,"aN":"c4c7c2c1c9c3c1m1r1a1"}'>AI</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_TechInnovation_AzureSpace_cont","cT":"Container","id":"c5c7c2c1c9c3c1m1r1a1","sN":5,"aN":"c7c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_10" class="js-subm-uhf-nav-link" href="https://azure.microsoft.com/en-us/solutions/space/" data-m='{"cN":"GlobalNav_More_TechInnovation_AzureSpace_nav","id":"n1c5c7c2c1c9c3c1m1r1a1","sN":1,"aN":"c5c7c2c1c9c3c1m1r1a1"}'>Azure Space</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_TechInnovation_MixedReality_cont","cT":"Container","id":"c6c7c2c1c9c3c1m1r1a1","sN":6,"aN":"c7c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_11" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/mixed-reality/windows-mixed-reality" data-m='{"cN":"GlobalNav_More_TechInnovation_MixedReality_nav","id":"n1c6c7c2c1c9c3c1m1r1a1","sN":1,"aN":"c6c7c2c1c9c3c1m1r1a1"}'>Mixed reality</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_TechInnovation_MicrosoftHololens_cont","cT":"Container","id":"c7c7c2c1c9c3c1m1r1a1","sN":7,"aN":"c7c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_12" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/hololens" data-m='{"cN":"GlobalNav_More_TechInnovation_MicrosoftHololens_nav","id":"n1c7c7c2c1c9c3c1m1r1a1","sN":1,"aN":"c7c7c2c1c9c3c1m1r1a1"}'>Microsoft HoloLens</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_TechInnovation_Microsoft Viva_cont","cT":"Container","id":"c8c7c2c1c9c3c1m1r1a1","sN":8,"aN":"c7c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_13" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/microsoft-viva" data-m='{"cN":"GlobalNav_More_TechInnovation_Microsoft Viva_nav","id":"n1c8c7c2c1c9c3c1m1r1a1","sN":1,"aN":"c8c7c2c1c9c3c1m1r1a1"}'>Microsoft Viva</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_TechInnovation_QuantumComputing_cont","cT":"Container","id":"c9c7c2c1c9c3c1m1r1a1","sN":9,"aN":"c7c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_14" class="js-subm-uhf-nav-link" href="https://azure.microsoft.com/en-us/solutions/quantum-computing/" data-m='{"cN":"GlobalNav_More_TechInnovation_QuantumComputing_nav","id":"n1c9c7c2c1c9c3c1m1r1a1","sN":1,"aN":"c9c7c2c1c9c3c1m1r1a1"}'>Quantum computing</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_TechInnovation_Sustainability_cont","cT":"Container","id":"c10c7c2c1c9c3c1m1r1a1","sN":10,"aN":"c7c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_15" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/sustainability/" data-m='{"cN":"GlobalNav_More_TechInnovation_Sustainability_nav","id":"n1c10c7c2c1c9c3c1m1r1a1","sN":1,"aN":"c10c7c2c1c9c3c1m1r1a1"}'>Sustainability</a> </li> </ul> </li> <li class="f-sub-menu js-nav-menu nested-menu" data-m='{"cT":"Container","id":"c8c2c1c9c3c1m1r1a1","sN":8,"aN":"c2c1c9c3c1m1r1a1"}'> <span id="uhf-navspn-shellmenu_16-span" style="display:none" f-multi-parent="true" aria-expanded="false" data-m='{"id":"nn1c8c2c1c9c3c1m1r1a1","sN":1,"aN":"c8c2c1c9c3c1m1r1a1"}'>Industries</span> <button id="uhf-navbtn-shellmenu_16-button" type="button" f-multi-parent="true" aria-expanded="false" data-m='{"id":"nn2c8c2c1c9c3c1m1r1a1","sN":2,"aN":"c8c2c1c9c3c1m1r1a1"}'>Industries</button> <ul aria-hidden="true" aria-labelledby="uhf-navspn-shellmenu_16-span"> <li class="js-nav-menu single-link" data-m='{"cN":"More_Industries_Education_cont","cT":"Container","id":"c3c8c2c1c9c3c1m1r1a1","sN":3,"aN":"c8c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_17" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/education" data-m='{"cN":"GlobalNav_More_Industries_Education_nav","id":"n1c3c8c2c1c9c3c1m1r1a1","sN":1,"aN":"c3c8c2c1c9c3c1m1r1a1"}'>Education</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Industries_Automotive_cont","cT":"Container","id":"c4c8c2c1c9c3c1m1r1a1","sN":4,"aN":"c8c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_18" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/industry/automotive" data-m='{"cN":"GlobalNav_More_Industries_Automotive_nav","id":"n1c4c8c2c1c9c3c1m1r1a1","sN":1,"aN":"c4c8c2c1c9c3c1m1r1a1"}'>Automotive</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Industries_Financialservices_cont","cT":"Container","id":"c5c8c2c1c9c3c1m1r1a1","sN":5,"aN":"c8c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_19" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/industry/financial-services/banking" data-m='{"cN":"GlobalNav_More_Industries_Financialservices_nav","id":"n1c5c8c2c1c9c3c1m1r1a1","sN":1,"aN":"c5c8c2c1c9c3c1m1r1a1"}'>Financial services</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Industries_Government_cont","cT":"Container","id":"c6c8c2c1c9c3c1m1r1a1","sN":6,"aN":"c8c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_20" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/industry/government" data-m='{"cN":"GlobalNav_More_Industries_Government_nav","id":"n1c6c8c2c1c9c3c1m1r1a1","sN":1,"aN":"c6c8c2c1c9c3c1m1r1a1"}'>Government</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Industries_Health_cont","cT":"Container","id":"c7c8c2c1c9c3c1m1r1a1","sN":7,"aN":"c8c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_21" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/industry/health/microsoft-cloud-for-healthcare" data-m='{"cN":"GlobalNav_More_Industries_Health_nav","id":"n1c7c8c2c1c9c3c1m1r1a1","sN":1,"aN":"c7c8c2c1c9c3c1m1r1a1"}'>Healthcare</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Industries_Manufacturing_cont","cT":"Container","id":"c8c8c2c1c9c3c1m1r1a1","sN":8,"aN":"c8c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_22" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/industry/manufacturing/microsoft-cloud-for-manufacturing" data-m='{"cN":"GlobalNav_More_Industries_Manufacturing_nav","id":"n1c8c8c2c1c9c3c1m1r1a1","sN":1,"aN":"c8c8c2c1c9c3c1m1r1a1"}'>Manufacturing</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Industries_Retail_cont","cT":"Container","id":"c9c8c2c1c9c3c1m1r1a1","sN":9,"aN":"c8c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_23" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/industry/consumer-goods" data-m='{"cN":"GlobalNav_More_Industries_Retail_nav","id":"n1c9c8c2c1c9c3c1m1r1a1","sN":1,"aN":"c9c8c2c1c9c3c1m1r1a1"}'>Retail</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Industries_Allindustries_cont","cT":"Container","id":"c10c8c2c1c9c3c1m1r1a1","sN":10,"aN":"c8c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_24" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/industry" data-m='{"cN":"GlobalNav_More_Industries_Allindustries_nav","id":"n1c10c8c2c1c9c3c1m1r1a1","sN":1,"aN":"c10c8c2c1c9c3c1m1r1a1"}'>All industries</a> </li> </ul> </li> <li class="f-sub-menu js-nav-menu nested-menu" data-m='{"cT":"Container","id":"c9c2c1c9c3c1m1r1a1","sN":9,"aN":"c2c1c9c3c1m1r1a1"}'> <span id="uhf-navspn-shellmenu_25-span" style="display:none" f-multi-parent="true" aria-expanded="false" data-m='{"id":"nn1c9c2c1c9c3c1m1r1a1","sN":1,"aN":"c9c2c1c9c3c1m1r1a1"}'>Partners</span> <button id="uhf-navbtn-shellmenu_25-button" type="button" f-multi-parent="true" aria-expanded="false" data-m='{"id":"nn2c9c2c1c9c3c1m1r1a1","sN":2,"aN":"c9c2c1c9c3c1m1r1a1"}'>Partners</button> <ul aria-hidden="true" aria-labelledby="uhf-navspn-shellmenu_25-span"> <li class="js-nav-menu single-link" data-m='{"cN":"More_Partner_FindPartner_cont","cT":"Container","id":"c3c9c2c1c9c3c1m1r1a1","sN":3,"aN":"c9c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_26" class="js-subm-uhf-nav-link" href="https://partner.microsoft.com/en-US/" data-m='{"cN":"GlobalNav_More_Partner_FindPartner_nav","id":"n1c3c9c2c1c9c3c1m1r1a1","sN":1,"aN":"c3c9c2c1c9c3c1m1r1a1"}'>Find a partner</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Partner_BecomePartner_cont","cT":"Container","id":"c4c9c2c1c9c3c1m1r1a1","sN":4,"aN":"c9c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_27" class="js-subm-uhf-nav-link" href="https://partner.microsoft.com/en-US/membership/cloud-solution-provider" data-m='{"cN":"GlobalNav_More_Partner_BecomePartner_nav","id":"n1c4c9c2c1c9c3c1m1r1a1","sN":1,"aN":"c4c9c2c1c9c3c1m1r1a1"}'>Become a partner</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Partner_PartnerNetwork_cont","cT":"Container","id":"c5c9c2c1c9c3c1m1r1a1","sN":5,"aN":"c9c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_28" class="js-subm-uhf-nav-link" href="https://partner.microsoft.com/en-us/membership" data-m='{"cN":"GlobalNav_More_Partner_PartnerNetwork_nav","id":"n1c5c9c2c1c9c3c1m1r1a1","sN":1,"aN":"c5c9c2c1c9c3c1m1r1a1"}'>Partner Network</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Partner_AzureMarketplace_cont","cT":"Container","id":"c6c9c2c1c9c3c1m1r1a1","sN":6,"aN":"c9c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_29" class="js-subm-uhf-nav-link" href="https://azuremarketplace.microsoft.com/en-us/" data-m='{"cN":"GlobalNav_More_Partner_AzureMarketplace_nav","id":"n1c6c9c2c1c9c3c1m1r1a1","sN":1,"aN":"c6c9c2c1c9c3c1m1r1a1"}'>Azure Marketplace</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Partner_AppSource_cont","cT":"Container","id":"c7c9c2c1c9c3c1m1r1a1","sN":7,"aN":"c9c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_30" class="js-subm-uhf-nav-link" href="https://appsource.microsoft.com/en-us/" data-m='{"cN":"GlobalNav_More_Partner_AppSource_nav","id":"n1c7c9c2c1c9c3c1m1r1a1","sN":1,"aN":"c7c9c2c1c9c3c1m1r1a1"}'>AppSource</a> </li> </ul> </li> <li class="f-sub-menu js-nav-menu nested-menu" data-m='{"cT":"Container","id":"c10c2c1c9c3c1m1r1a1","sN":10,"aN":"c2c1c9c3c1m1r1a1"}'> <span id="uhf-navspn-shellmenu_31-span" style="display:none" f-multi-parent="true" aria-expanded="false" data-m='{"id":"nn1c10c2c1c9c3c1m1r1a1","sN":1,"aN":"c10c2c1c9c3c1m1r1a1"}'>Resources</span> <button id="uhf-navbtn-shellmenu_31-button" type="button" f-multi-parent="true" aria-expanded="false" data-m='{"id":"nn2c10c2c1c9c3c1m1r1a1","sN":2,"aN":"c10c2c1c9c3c1m1r1a1"}'>Resources</button> <ul aria-hidden="true" aria-labelledby="uhf-navspn-shellmenu_31-span"> <li class="js-nav-menu single-link" data-m='{"cN":"More_Resources_Blog_cont","cT":"Container","id":"c3c10c2c1c9c3c1m1r1a1","sN":3,"aN":"c10c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_32" class="js-subm-uhf-nav-link" href="https://blogs.microsoft.com/" data-m='{"cN":"GlobalNav_More_Resources_Blog_nav","id":"n1c3c10c2c1c9c3c1m1r1a1","sN":1,"aN":"c3c10c2c1c9c3c1m1r1a1"}'>Blog</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Resources_MicrosoftAdvertising_cont","cT":"Container","id":"c4c10c2c1c9c3c1m1r1a1","sN":4,"aN":"c10c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_33" class="js-subm-uhf-nav-link" href="https://about.ads.microsoft.com/en-us?s_cid=dig-src_uhfcomm" data-m='{"cN":"GlobalNav_More_Resources_MicrosoftAdvertising_nav","id":"n1c4c10c2c1c9c3c1m1r1a1","sN":1,"aN":"c4c10c2c1c9c3c1m1r1a1"}'>Microsoft Advertising</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Resources_DeveloperCenter_cont","cT":"Container","id":"c5c10c2c1c9c3c1m1r1a1","sN":5,"aN":"c10c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_34" class="js-subm-uhf-nav-link" href="https://developer.microsoft.com/en-us/" data-m='{"cN":"GlobalNav_More_Resources_DeveloperCenter_nav","id":"n1c5c10c2c1c9c3c1m1r1a1","sN":1,"aN":"c5c10c2c1c9c3c1m1r1a1"}'>Developer Center</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Resources_Documentation_cont","cT":"Container","id":"c6c10c2c1c9c3c1m1r1a1","sN":6,"aN":"c10c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_35" class="js-subm-uhf-nav-link" href="https://learn.microsoft.com/docs/" data-m='{"cN":"GlobalNav_More_Resources_Documentation_nav","id":"n1c6c10c2c1c9c3c1m1r1a1","sN":1,"aN":"c6c10c2c1c9c3c1m1r1a1"}'>Documentation</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Resources_Events_cont","cT":"Container","id":"c7c10c2c1c9c3c1m1r1a1","sN":7,"aN":"c10c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_36" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/events" data-m='{"cN":"GlobalNav_More_Resources_Events_nav","id":"n1c7c10c2c1c9c3c1m1r1a1","sN":1,"aN":"c7c10c2c1c9c3c1m1r1a1"}'>Events</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Resources_Licensing_cont","cT":"Container","id":"c8c10c2c1c9c3c1m1r1a1","sN":8,"aN":"c10c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_37" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/licensing/" data-m='{"cN":"GlobalNav_More_Resources_Licensing_nav","id":"n1c8c10c2c1c9c3c1m1r1a1","sN":1,"aN":"c8c10c2c1c9c3c1m1r1a1"}'>Licensing</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Resources_MicrosoftLearn_cont","cT":"Container","id":"c9c10c2c1c9c3c1m1r1a1","sN":9,"aN":"c10c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_38" class="js-subm-uhf-nav-link" href="https://learn.microsoft.com/" data-m='{"cN":"GlobalNav_More_Resources_MicrosoftLearn_nav","id":"n1c9c10c2c1c9c3c1m1r1a1","sN":1,"aN":"c9c10c2c1c9c3c1m1r1a1"}'>Microsoft Learn</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Resources_MicrosoftResearch_cont","cT":"Container","id":"c10c10c2c1c9c3c1m1r1a1","sN":10,"aN":"c10c2c1c9c3c1m1r1a1"}'> <a id="shellmenu_39" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/research/" data-m='{"cN":"GlobalNav_More_Resources_MicrosoftResearch_nav","id":"n1c10c10c2c1c9c3c1m1r1a1","sN":1,"aN":"c10c10c2c1c9c3c1m1r1a1"}'>Microsoft Research</a> </li> </ul> </li> <li class="f-multi-column-info"> <a data-m='{"id":"n11c2c1c9c3c1m1r1a1","sN":11,"aN":"c2c1c9c3c1m1r1a1"}' href="https://www.microsoft.com/en-us/sitemap" aria-label="" class="c-glyph">View Sitemap</a> </li> </ul> </div> </li> </ul> </nav> </div> <form class="c-search" autocomplete="off" id="searchForm" name="searchForm" role="search" action="/en-us/research/search/" method="GET" data-seAutoSuggest='' data-seautosuggestapi="https://www.microsoft.com/msstoreapiprod/api/autosuggest" data-m='{"cN":"GlobalNav_Search_cont","cT":"Container","id":"c3c1c9c3c1m1r1a1","sN":3,"aN":"c1c9c3c1m1r1a1"}' aria-expanded="false"> <input id="cli_shellHeaderSearchInput" aria-label="Search Expanded" aria-autocomplete="list" aria-expanded="false" aria-controls="universal-header-search-auto-suggest-transparent" aria-owns="universal-header-search-auto-suggest-ul" type="search" name="q" role="combobox" placeholder="Search Microsoft Research" data-m='{"cN":"SearchBox_nav","id":"n1c3c1c9c3c1m1r1a1","sN":1,"aN":"c3c1c9c3c1m1r1a1"}' data-toggle="tooltip" data-placement="right" title="Search Microsoft Research" /> <button id="search" aria-label="Search Microsoft Research" class="c-glyph" data-m='{"cN":"Search_nav","id":"n2c3c1c9c3c1m1r1a1","sN":2,"aN":"c3c1c9c3c1m1r1a1"}' data-bi-mto="true" aria-expanded="false" disabled="disabled"> <span role="presentation">Search</span> <span role="tooltip" class="c-uhf-tooltip c-uhf-search-tooltip">Search Microsoft Research</span> </button> <div class="m-auto-suggest" id="universal-header-search-auto-suggest-transparent" role="group"> <ul class="c-menu" id="universal-header-search-auto-suggest-ul" aria-label="Search Suggestions" aria-hidden="true" data-bi-dnt="true" data-bi-mto="true" data-js-auto-suggest-position="default" role="listbox" data-tel="jsll" data-m='{"cN":"search suggestions_cont","cT":"Container","id":"c3c3c1c9c3c1m1r1a1","sN":3,"aN":"c3c1c9c3c1m1r1a1"}'></ul> <ul class="c-menu f-auto-suggest-no-results" aria-hidden="true" data-js-auto-suggest-postion="default" data-js-auto-suggest-position="default" role="listbox"> <li class="c-menu-item"> <span tabindex="-1">No results</span></li> </ul> </div> </form> <button data-m='{"cN":"cancel-search","pid":"Cancel Search","id":"nn4c1c9c3c1m1r1a1","sN":4,"aN":"c1c9c3c1m1r1a1"}' id="cancel-search" class="cancel-search" aria-label="Cancel Search"> <span>Cancel</span> </button> </div> </div> </div> </header> </div> </div> </div> </uhf_header> </div> <main class="profile" data-bi-aN="body" awa-sitesection="people profile" id="main" role="main" > <section class="mb-3 moray-highlight" data-bi-aN="hero" data-bi-type="page-header"> <div class="card-img-overlay mx-lg-0"> <div class="card-background card-background--full-bleed"> <img src="https://www.microsoft.com/en-us/research/wp-content/themes/microsoft-research-theme/images/admin/profiles/banners-07.png" alt="" role="presentation"> </div> <!-- Foreground --> <div class="card-foreground d-flex mt-md-n5 my-lg-5 px-g px-lg-0"> <!-- Container --> <div class="container d-flex mt-n5 my-lg-5"> <!-- Card wrapper --> <div class="w-100 w-lg-col-6"> <!-- Card --> <div class="card depth-16 bg-white p-3 p-sm-4 p-md-5 "> <div class="card-body row align-items-center"> <div class="col-auto"> <div class="rounded-circle overflow-hidden mt-2"> <img alt='Portrait of Tarleton Gillespie' src='//www.microsoft.com/en-us/research/wp-content/uploads/2016/02/en-us-labs-newengland-people-tarletongillespie-e1460505972186.jpg' srcset='//www.microsoft.com/en-us/research/wp-content/uploads/2016/02/en-us-labs-newengland-people-tarletongillespie-e1460505972186.jpg 2x' class='avatar avatar-180 photo bg-center-cover' height='120' width='120' /> </div> </div> <div class="profile__header-content col"> <h1 class="h2 mt-2 mb-3">Tarleton Gillespie</h1> <p>Senior Principal Researcher</p> </div> </div> </div> </div> </div> </div> </div> </section> <div class="container mb-3"> <nav class="nav-container px-4 px-lg-0 m-auto" aria-label="Profile navigation" data-bi-aN="profileHeader"> <ul class="nav " data-bi-aN="ProfileMenuItems"> <li class="nav-item active"> <a href="https://www.microsoft.com/en-us/research/people/tarleton/" class="nav-link" data-bi-cN="About" class="current" aria-current="page" > About </a> </li> <li class="nav-item"> <a href="https://www.microsoft.com/en-us/research/people/tarleton/projects/" class="nav-link" data-bi-cN="Projects" > Projects </a> </li> <li class="nav-item"> <a href="https://www.microsoft.com/en-us/research/people/tarleton/publications/" class="nav-link" data-bi-cN="Publications" > Publications </a> </li> <li class="nav-item"> <a href="https://www.microsoft.com/en-us/research/people/tarleton/videos/" class="nav-link" data-bi-cN="Videos" > Videos </a> </li> <li class="nav-item"> <a href="https://www.microsoft.com/en-us/research/people/tarleton/news-and-awards/" class="nav-link" data-bi-cN="News &amp; features" > News &amp; features </a> </li> </ul> </nav> <div class="col-12 px-4 px-lg-0 py-4"> <div class="tab-pane fade pl-0 col-12 m-auto active show"> <div class="profile__content profile-sections profile-sections--overview"> <section id="about" data-bi-aN="about"> <h2 class="h3">About</h2> <p>Tarleton Gillespie is a Senior Principal Researcher at Microsoft Research New England, part of the <a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="http://socialmediacollective.org/">Social Media Collective<span class="sr-only"> (opens in new tab)</span></a>, Microsoft Research&#8217;s team of sociologists, anthropologists, and communication &amp; media scholars studying the impact of sociotechnical systems on social and political life. Tarleton also retains an affiliated Associate Professor position with Cornell University, where he has been on the faculty for nearly two decades.</p> <p>Tarleton&#8217;s current work investigates how social media platforms and other algorithmic information systems shape public discourse. His latest book, <a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://yalebooks.yale.edu/book/9780300173130/custodians-internet"><em>Custodians of the Internet: Platforms, Content Moderation, and the Hidden Decisions that Shape Social Media</em><span class="sr-only"> (opens in new tab)</span></a> (Yale University Press, 2018) examines how the content guidelines imposed by social media platforms set the terms for what counts as &#8216;appropriate&#8217; user contributions, and ask how this private governance of cultural values has broader implications for freedom of expression and the character of public discourse. The book was a finalist for the 2019 PROSE Award from Association of American Publishers (AAP).</p> <p style="text-align: center">&#8211;  &#8211;  &#8211;  &#8211;  &#8211;  &#8211;  &#8211;  &#8211;  &#8211;  &#8211;  &#8211;  &#8211;</p> <p>His widely cited 2010 essay, “The Politics of ‘Platforms’” helped focus critical, sociological attention on social media platforms as an emerging technical and symbolic figure in the new media landscape, highlighting the industry’s efforts to carefully craft their position in society and their responsibilities. His 2014 essay &#8220;The Relevance of Algorithms&#8221; provided an early map for the sociological analysis of algorithms; in it he asked how algorithms embedded in social media and search engines organize information based on implicit and unexamined assumptions about popularity, relevance, and value. His work offers a vocabulary for a society in which social media platforms and other algorithmic information providers are now deeply woven into the lives of users and into the public institutions on which they depend.</p> <p>His first book, <i><a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="http://mitpress.mit.edu/books/wired-shut" target="_self">Wired Shut: Copyright and the Shape of Digital Culture<span class="sr-only"> (opens in new tab)</span></a></i>, (2007, MIT Press) examined the controversies around digital copyright and DRM, revealing the political, economic, legal, and cultural arrangements it required. It won the Outstanding Book Award for 2009 from the International Communication Association (ICA) and from the CIT division of the American Sociological Association (CITASA). He is the co-editor (with Pablo Boczkowski and Kirsten Foot) of <em>Media Technologies: Essays on Communication, Materiality, and Society</em> (MIT, 2014). University Press. He also co-founded the scholarly blog Culture Digitally, that developed out of two NSF-funded workshops.</p> <p>His research has appeared in <em>New Media &amp; Society</em>; <em>Social Media &amp; Society</em>; <em>The International Journal of Communication</em>; <em>Big Data &amp; Society</em>, <em>Information, Communication, &amp; Society</em>; <em>American Behavioral Scientist</em>; <em>The Information Society</em>; <em>Internet Policy Review</em>; <em>Limn</em>; and <em>Social Studies of Science</em>. His writing has appeared in The Washington Post, Slate, Vox, Salon, the Neiman Journalism Lab, and The Atlantic online, and he has been quoted in Wired, The New York Times, The Wall Street Journal, Buzzfeed, BBC Radio, and NPR.</p> <p>Tarleton received his Ph.D. in Communication from the University of California, San Diego (2002); he also has a M.A. in Communication from UCSD (1997) and a B.A. with honors in English from Amherst College (1994). In 2011-12 he was awarded funding from the European Institutes for Advanced Study (EURIAS) to be a Residential Research Fellow at the Collegium de Lyon, at the Ecole Normale Supérieure de Lyon, France.</p> <span id="label-external-link" class="sr-only" aria-hidden="true">Opens in a new tab</span></section> </div> <aside class="profile__connections pt-4" data-bi-aN="profile__connections"> <div class="row pt-4"> <section data-bi-aN="research areas" class="profile__section profile__section-list col-12 col-md-6"> <h3 class="h5">Research areas</h3> <ul class="list-unstyled list-research-areas"> <li> <span class="pr-2"> <img width="40" height="40" src="https://www.microsoft.com/en-us/research/uploads/prod/2020/07/msr-human-computer-interaction-2x.png" class="icon small" alt="" decoding="async" /> </span> <a href="https://www.microsoft.com/en-us/research/research-area/human-computer-interaction/">Human-computer interaction</a> </li> <li> <span class="pr-2"> <img width="40" height="40" src="https://www.microsoft.com/en-us/research/uploads/prod/2020/07/msr-social-science-2x.png" class="icon small" alt="" decoding="async" /> </span> <a href="https://www.microsoft.com/en-us/research/research-area/social-sciences/">Social sciences</a> </li> </ul> </section> <section data-bi-aN="groups" class="profile__section profile__section-list col-12 col-md-6"> <h3 class="h5">Research groups</h3> <ul class="list-unstyled list-research-groups"> <li> <a href="https://www.microsoft.com/en-us/research/theme/sociotechnical-systems/">Sociotechnical Systems</a> </li> </ul> </section> </div><!-- .row --> </aside> </div><!--/.ms-row--> </div><!--/.ms-grid--> </div> <footer class="profile__footer bg-gray-100"> <div class="container py-xl-5 py-4 px-md-4"> <div class="row"> <div class="col-12 m-auto px-4 px-lg-0 py-4"> <div class="row"> <div class="col-12 col-md-6 px-4"> <section data-bi-aN="contact"> <h3 class="h5">Contact Tarleton Gillespie</h3> <ul class="profile__social list-unstyled"> <li> <span class="icon xsmall icon-mail position-relative top-1"></span> <a class="pl-2" href="mailto:&#116;a&#114;&#108;eton&#064;&#109;i&#099;&#114;o&#115;&#111;f&#116;&#046;&#099;o&#109;" aria-label="Email Link for Tarleton Gillespie">&#116;arl&#101;&#116;o&#110;&#064;&#109;i&#099;&#114;&#111;&#115;o&#102;t&#046;com</a> </li> </ul> </section> </div><!--/.col--> <div class="col-12 col-md-6"> <section class="location mb-4" data-bi-aN="location"> <h3 class="h5"> Microsoft Research Lab &#8211; New England</a> </h3> <address> One Memorial Drive, <br/> Cambridge, MA, 02142 <br/> USA </address> <p class="body-alt"> <span class="c-glyph glyph-phone position-relative top-1"></span> <a href="tel:(857) 453-6000" aria-label="Telephone Link for Microsoft Research Lab &#8211; New England: (857) 453-6000"> (857) 453-6000 </a> </p> <a class="cta" href="https://www.microsoft.com/en-us/research/lab/microsoft-research-new-england/" aria-label=" Learn more about Microsoft Research Lab &#8211; New England "> Learn more </a> </section> </div><!--/.col--> </div><!--/.row--> </div><!--/.row--> </div><!--/.col-12--> </div><!--/.container--> </footer> </main> <div ms.pgarea="social" data-moray> <section class="msr-social msr-social--footer py-3 bg-neutral-100" role="region" aria-label="Social media links" data-bi-aN="SocialMediaLinks"> <div class="ms-grid container"> <div class="row"> <div class="col-12 col-md-6 msr-social-col msr-social-col--follow"> <div class="d-flex flex-row flex-wrap align-items-center"> <p class="mr-2 mb-0" id="msr-follow-us-footer"> Follow us: </p> <ul class="list-unstyled d-inline-flex flex-row-auto gap-2 align-items-center mb-0" aria-labelledby="msr-follow-us-footer"> <li class="mr-0 mb-0 p-1"> <a href=" https://x.com/intent/follow?original_referrer&#038;screen_name=MSFTResearch " data-bi-slot="0" data-bi-cN="Follow on X" data-bi-type="social-link" data-bi-tN="social-follow" data-bi-bhvr="126" target="_blank" rel="noopener noreferrer" class="d-block" > <span class="sr-only">Follow on X</span> <svg width="22" height="19" viewBox="0 0 1200 1227" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M714.163 519.284L1160.89 0H1055.03L667.137 450.887L357.328 0H0L468.492 681.821L0 1226.37H105.866L515.491 750.218L842.672 1226.37H1200L714.137 519.284H714.163ZM569.165 687.828L521.697 619.934L144.011 79.6944H306.615L611.412 515.685L658.88 583.579L1055.08 1150.3H892.476L569.165 687.854V687.828Z" fill="currentColor"/> </svg> </a> </li> <li class="mr-0 mb-0 p-1"> <a href="https://www.facebook.com/microsoftresearch/" data-bi-slot="1" data-bi-cN="Like on Facebook" data-bi-type="social-link" data-bi-tN="social-follow" data-bi-bhvr="126" target="_blank" rel="noopener noreferrer" class="d-block" > <span class="sr-only">Like on Facebook</span> <svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" width="22" viewbox="0 0 32 32"> <path style="fill: currentColor;" d="M19 6h5V0h-5c-3.86 0-7 3.14-7 7v3H8v6h4v16h6V16h5l1-6h-6V7c0-.542.458-1 1-1z" class="block"/> </svg> </a> </li> <li class="mb-0 p-1"> <a href="https://www.linkedin.com/showcase/microsoftresearch/" data-bi-slot="5" data-bi-cN="Follow on LinkedIn" data-bi-type="social-link" data-bi-tN="social-follow" data-bi-bhvr="126" target="_blank" rel="noopener noreferrer" class="d-block" > <span class="sr-only">Follow on LinkedIn</span> <svg xmlns="http://www.w3.org/2000/svg" class=" preserveAspectRatio="xMidYMid meet" aria-hidden="true" width="24" viewbox="0 0 32 32"> <path style="fill: currentColor;" d="M12 12h5.535v2.837h.079c.77-1.381 2.655-2.837 5.464-2.837C28.92 12 30 15.637 30 20.367V30h-5.769v-8.54c0-2.037-.042-4.657-3.001-4.657-3.005 0-3.463 2.218-3.463 4.509V30H12V12zM2 12h6v18H2V12zM8 7a3 3 0 1 1-6 0 3 3 0 0 1 6 0z"/> </svg> </a> </li> <li class="mb-0 p-1"> <a href="https://www.youtube.com/user/MicrosoftResearch" data-bi-slot="2" data-bi-cN="Subscribe on Youtube" data-bi-type="social-link" data-bi-tN="social-follow" data-bi-bhvr="126" target="_blank" rel="noopener noreferrer" class="d-block" > <span class="sr-only">Subscribe on Youtube</span> <svg xmlns="http://www.w3.org/2000/svg" class=" aria-hidden="true" width="22" viewBox="0 0 32 32"> <path style="fill: currentColor;" d="M31.681 9.6s-.313-2.206-1.275-3.175C29.187 5.15 27.825 5.144 27.2 5.069c-4.475-.325-11.194-.325-11.194-.325h-.012s-6.719 0-11.194.325c-.625.075-1.987.081-3.206 1.356C.631 7.394.325 9.6.325 9.6s-.319 2.588-.319 5.181v2.425c0 2.587.319 5.181.319 5.181s.313 2.206 1.269 3.175c1.219 1.275 2.819 1.231 3.531 1.369 2.563.244 10.881.319 10.881.319s6.725-.012 11.2-.331c.625-.075 1.988-.081 3.206-1.356.962-.969 1.275-3.175 1.275-3.175s.319-2.587.319-5.181v-2.425c-.006-2.588-.325-5.181-.325-5.181zM12.694 20.15v-8.994l8.644 4.513-8.644 4.481z"/> </svg> </a> </li> <li class="mb-0 p-1"> <a href="https://www.instagram.com/msft_research/" data-bi-slot="3" data-bi-cN="Follow on Instagram" data-bi-type="social-link" data-bi-tN="social-follow" data-bi-bhvr="126" target="_blank" rel="noopener noreferrer" class="d-block" > <span class="sr-only">Follow on Instagram</span> <svg xmlns="http://www.w3.org/2000/svg" class=" aria-hidden="true" width="22" viewBox="0 0 32 32"> <path style="fill: currentColor;" d="M30 0H2C.895 0 0 .894 0 2v28c0 1.105.894 2 2 2h28a2 2 0 0 0 2-2V2a2 2 0 0 0-2-2zM12 16s.316-4 4-4 4 4 4 4 .115 4-4 4-4-4-4-4zm16 12H4V14h4.283C8.117 14.643 8 15.305 8 16a8 8 0 0 0 16 0c0-.695-.117-1.357-.283-2H28v14zm0-18h-6V4h6v6z"/> </svg> </a> </li> <li class="mb-0 p-1"> <a href="https://www.microsoft.com/en-us/research/feed/" data-bi-slot="4" data-bi-cN="Subscribe to our RSS feed" data-bi-type="social-link" data-bi-tN="social-follow" data-bi-bhvr="126" target="_blank" rel="noopener noreferrer" class="d-block" > <span class="sr-only">Subscribe to our RSS feed</span> <svg xmlns="http://www.w3.org/2000/svg" class=" aria-hidden="true" width="22" viewBox="0 0 32 32"> <path style="fill: currentColor;" d="M4.259 23.467A4.265 4.265 0 0 0 0 27.719a4.25 4.25 0 0 0 4.259 4.244 4.25 4.25 0 0 0 4.265-4.244 4.265 4.265 0 0 0-4.265-4.252zM.005 10.873v6.133c3.993 0 7.749 1.562 10.577 4.391A14.897 14.897 0 0 1 14.966 32h6.16c0-11.651-9.478-21.127-21.121-21.127zM.012 0v6.136C14.255 6.136 25.848 17.74 25.848 32H32C32 14.36 17.648 0 .012 0z"/> </svg> </a> </li> </ul> </div> </div><!--/.col--> <div class="col-12 col-md-6 msr-social-col msr-social-col--share mt-3 mt-md-0"> <div class="d-flex flex-row flex-wrap align-items-center"> <p class="mr-3 mb-0" id="msr-share-footer"> Share this page: </p> <ul class="list-unstyled d-flex gap-2 align-items-center mb-0" aria-labelledby="msr-share-footer"> <li class="mr-0 mb-0 p-1"> <a href=" https://x.com/intent/tweet?text&#038;url=https%3A%2F%2Fwww.microsoft.com%2Fen-us%2Fresearch%2Fpeople%2Ftarleton " data-bi-slot="5" data-bi-cN="Share on X" data-bi-type="social-link" data-bi-tN="social-share" data-bi-bhvr="120" target="_blank" rel="noopener noreferrer" class="d-block" > <span class="sr-only">Share on X</span> <svg width="22" height="19" viewBox="0 0 1200 1227" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M714.163 519.284L1160.89 0H1055.03L667.137 450.887L357.328 0H0L468.492 681.821L0 1226.37H105.866L515.491 750.218L842.672 1226.37H1200L714.137 519.284H714.163ZM569.165 687.828L521.697 619.934L144.011 79.6944H306.615L611.412 515.685L658.88 583.579L1055.08 1150.3H892.476L569.165 687.854V687.828Z" fill="currentColor"/> </svg> </a> </li> <li class="mr-0 mb-0 p-1"> <a href=" https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Fwww.microsoft.com%2Fen-us%2Fresearch%2Fpeople%2Ftarleton " data-bi-slot="6" data-bi-cN="Share on Facebook" data-bi-type="social-link" data-bi-tN="social-share" data-bi-bhvr="120" target="_blank" rel="noopener noreferrer" class="d-block"> <span class="sr-only">Share on Facebook</span> <svg xmlns="http://www.w3.org/2000/svg" class=" aria-hidden="true" width="22" viewbox="0 0 32 32"> <path style="fill: currentColor;" d="M19 6h5V0h-5c-3.86 0-7 3.14-7 7v3H8v6h4v16h6V16h5l1-6h-6V7c0-.542.458-1 1-1z" class="block"/> </svg> </a> </li> <li class="mb-0 p-1"> <a href=" https://www.linkedin.com/shareArticle?mini=true&#038;url=https%3A%2F%2Fwww.microsoft.com%2Fen-us%2Fresearch%2Fpeople%2Ftarleton&#038;title&#038;summary&#038;source=Microsoft%20Research " data-bi-slot="7" data-bi-cN="Share on LinkedIn" data-bi-type="social-link" data-bi-tN="social-share" data-bi-bhvr="120" target="_blank" rel="noopener noreferrer" class="d-block" > <span class="sr-only">Share on LinkedIn</span> <svg xmlns="http://www.w3.org/2000/svg" class=" preserveAspectRatio="xMidYMid meet" aria-hidden="true" width="24" viewbox="0 0 32 32"> <path style="fill: currentColor;" d="M12 12h5.535v2.837h.079c.77-1.381 2.655-2.837 5.464-2.837C28.92 12 30 15.637 30 20.367V30h-5.769v-8.54c0-2.037-.042-4.657-3.001-4.657-3.005 0-3.463 2.218-3.463 4.509V30H12V12zM2 12h6v18H2V12zM8 7a3 3 0 1 1-6 0 3 3 0 0 1 6 0z"/> </svg> </a> </li> <li class="mb-0 p-1"> <a href=" http://www.reddit.com/submit?title&#038;url=https%3A%2F%2Fwww.microsoft.com%2Fen-us%2Fresearch%2Fpeople%2Ftarleton " data-bi-slot="8" data-bi-cN="Share on Reddit" data-bi-type="social-link" data-bi-tN="social-share" data-bi-bhvr="120" target="_blank" rel="noopener noreferrer" class="d-block" > <span class="sr-only">Share on Reddit</span> <svg xmlns="http://www.w3.org/2000/svg" class="block" aria-hidden="true" width="22" viewBox="0 0 32 32"> <path style="fill: currentColor;" d="M8 20a2 2 0 1 1 3.999-.001A2 2 0 0 1 8 20zm12 0a2 2 0 1 1 3.999-.001A2 2 0 0 1 20 20zm.097 4.274a1.188 1.188 0 0 1 1.47 1.866C20.133 27.27 17.948 28 16 28s-4.133-.73-5.567-1.86a1.188 1.188 0 0 1 1.47-1.866c.826.651 2.46 1.351 4.097 1.351s3.271-.7 4.097-1.351zM32 16a4 4 0 0 0-7.495-1.943c-2.056-1.125-4.561-1.851-7.29-2.019l2.387-5.36 4.569 1.319a3 3 0 1 0 .188-2.417l-5.091-1.47a1.187 1.187 0 0 0-1.414.658l-3.243 7.282c-2.661.187-5.102.907-7.114 2.007a4 4 0 1 0-5.109 5.603 7.334 7.334 0 0 0-.387 2.341c0 5.523 6.268 10 14 10s14-4.477 14-10a7.3 7.3 0 0 0-.387-2.34 4 4 0 0 0 2.387-3.66zM27 5.875a1.125 1.125 0 1 1 0 2.25 1.125 1.125 0 0 1 0-2.25zM2 16c0-1.103.897-2 2-2 .797 0 1.487.469 1.808 1.145-1.045.793-1.911 1.707-2.552 2.711A2.003 2.003 0 0 1 2 16zm14 13.625c-6.42 0-11.625-3.414-11.625-7.625S9.58 14.375 16 14.375 27.625 17.789 27.625 22 22.42 29.625 16 29.625zm12.744-11.769c-.641-1.003-1.507-1.918-2.552-2.711A2.003 2.003 0 0 1 28 14c1.103 0 2 .897 2 2 0 .84-.52 1.56-1.256 1.856z"/> </svg> </a> </li> </ul> </div> </div><!--/.col--> </div><!--/.ms-row--> </div><!--/.ms-grid--> </section><!--/.ms-social--> </div> <div id="playerModal" class="mfp-hide"> <div id="player"></div> </div> <div id="mq"></div> <span data-no-translation> <div id="footerArea" class="uhf" data-m='{"cN":"footerArea","cT":"Area_coreuiArea","id":"a2Body","sN":2,"aN":"Body"}'> <div id="footerRegion" data-region-key="footerregion" data-m='{"cN":"footerRegion","cT":"Region_coreui-region","id":"r1a2","sN":1,"aN":"a2"}' > <div id="footerUniversalFooter" data-m='{"cN":"footerUniversalFooter","cT":"Module_coreui-universalfooter","id":"m1r1a2","sN":1,"aN":"r1a2"}' data-module-id="Category|footerRegion|coreui-region|footerUniversalFooter|coreui-universalfooter"> <footer id="uhf-footer" class="c-uhff context-uhf" data-uhf-mscc-rq="false" data-footer-footprint="/MSRESEARCH/global-default-footer, fromService: True" data-m='{"cN":"Uhf footer_cont","cT":"Container","id":"c1m1r1a2","sN":1,"aN":"m1r1a2"}'> <nav class="c-uhff-nav" aria-label="Footer Resource links" data-m='{"cN":"Footer nav_cont","cT":"Container","id":"c1c1m1r1a2","sN":1,"aN":"c1m1r1a2"}'> <div class="c-uhff-nav-row"> <div class="c-uhff-nav-group" data-m='{"cN":"footerNavColumn1_cont","cT":"Container","id":"c1c1c1m1r1a2","sN":1,"aN":"c1c1m1r1a2"}'> <div class="c-heading-4" role="heading" aria-level="2">What&#39;s new</div> <ul class="c-list f-bare"> <li> <a aria-label="Surface Pro What&#39;s new" class="c-uhff-link" href="https://www.microsoft.com/en-us/surface/devices/surface-pro-11th-edition" data-m='{"cN":"Footer_WhatsNew_NewSurfacePro_nav","id":"n1c1c1c1m1r1a2","sN":1,"aN":"c1c1c1m1r1a2"}'>Surface Pro</a> </li> <li> <a aria-label="Surface Laptop What&#39;s new" class="c-uhff-link" href="https://www.microsoft.com/en-us/surface/devices/surface-laptop-7th-edition" data-m='{"cN":"Footer_WhatsNew_SurfaceLaptop_nav","id":"n2c1c1c1m1r1a2","sN":2,"aN":"c1c1c1m1r1a2"}'>Surface Laptop</a> </li> <li> <a aria-label="Surface Laptop Studio 2 What&#39;s new" class="c-uhff-link" href="https://www.microsoft.com/en-us/d/Surface-Laptop-Studio-2/8rqr54krf1dz" data-m='{"cN":"Footer_WhatsNew_SurfaceLaptopStudio2_nav","id":"n3c1c1c1m1r1a2","sN":3,"aN":"c1c1c1m1r1a2"}'>Surface Laptop Studio 2</a> </li> <li> <a aria-label="Surface Laptop Go 3 What&#39;s new" class="c-uhff-link" href="https://www.microsoft.com/en-us/d/Surface-Laptop-Go-3/8p0wwgj6c6l2" data-m='{"cN":"Footer_WhatsNew_SurfaceLaptopGo3_nav","id":"n4c1c1c1m1r1a2","sN":4,"aN":"c1c1c1m1r1a2"}'>Surface Laptop Go 3</a> </li> <li> <a aria-label="Microsoft Copilot What&#39;s new" class="c-uhff-link" href="https://www.microsoft.com/en-us/microsoft-copilot" data-m='{"cN":"Footer_WhatsNew_CopilotMicrosoft_nav","id":"n5c1c1c1m1r1a2","sN":5,"aN":"c1c1c1m1r1a2"}'>Microsoft Copilot</a> </li> <li> <a aria-label="AI in Windows What&#39;s new" class="c-uhff-link" href="https://www.microsoft.com/en-us/windows/copilot-ai-features" data-m='{"cN":"Whatsnew_AIinWindows_nav","id":"n6c1c1c1m1r1a2","sN":6,"aN":"c1c1c1m1r1a2"}'>AI in Windows</a> </li> <li> <a aria-label="Explore Microsoft products What&#39;s new" class="c-uhff-link" href="https://www.microsoft.com/en-us/microsoft-products-and-apps" data-m='{"cN":"Footer_WhatsNew_ExploreMicrosoftProducts_nav","id":"n7c1c1c1m1r1a2","sN":7,"aN":"c1c1c1m1r1a2"}'>Explore Microsoft products</a> </li> <li> <a aria-label="Windows 11 apps What&#39;s new" class="c-uhff-link" href="https://www.microsoft.com/windows/windows-11-apps" data-m='{"cN":"Footer_WhatsNew_Windows_11_apps_nav","id":"n8c1c1c1m1r1a2","sN":8,"aN":"c1c1c1m1r1a2"}'>Windows 11 apps</a> </li> </ul> </div> <div class="c-uhff-nav-group" data-m='{"cN":"footerNavColumn2_cont","cT":"Container","id":"c2c1c1m1r1a2","sN":2,"aN":"c1c1m1r1a2"}'> <div class="c-heading-4" role="heading" aria-level="2">Microsoft Store</div> <ul class="c-list f-bare"> <li> <a aria-label="Account profile Microsoft Store" class="c-uhff-link" href="https://account.microsoft.com/" data-m='{"cN":"Footer_StoreandSupport_AccountProfile_nav","id":"n1c2c1c1m1r1a2","sN":1,"aN":"c2c1c1m1r1a2"}'>Account profile</a> </li> <li> <a aria-label="Download Center Microsoft Store" class="c-uhff-link" href="https://www.microsoft.com/en-us/download" data-m='{"cN":"Footer_StoreandSupport_DownloadCenter_nav","id":"n2c2c1c1m1r1a2","sN":2,"aN":"c2c1c1m1r1a2"}'>Download Center</a> </li> <li> <a aria-label="Microsoft Store support Microsoft Store" class="c-uhff-link" href="https://go.microsoft.com/fwlink/?linkid=2139749" data-m='{"cN":"Footer_StoreandSupport_SalesAndSupport_nav","id":"n3c2c1c1m1r1a2","sN":3,"aN":"c2c1c1m1r1a2"}'>Microsoft Store support</a> </li> <li> <a aria-label="Returns Microsoft Store" class="c-uhff-link" href="https://www.microsoft.com/en-us/store/b/returns" data-m='{"cN":"Footer_StoreandSupport_Returns_nav","id":"n4c2c1c1m1r1a2","sN":4,"aN":"c2c1c1m1r1a2"}'>Returns</a> </li> <li> <a aria-label="Order tracking Microsoft Store" class="c-uhff-link" href="https://www.microsoft.com/en-us/store/b/order-tracking" data-m='{"cN":"Footer_StoreandSupport_OrderTracking_nav","id":"n5c2c1c1m1r1a2","sN":5,"aN":"c2c1c1m1r1a2"}'>Order tracking</a> </li> <li> <a aria-label="Certified Refurbished Microsoft Store" class="c-uhff-link" href="https://www.microsoft.com/en-us/store/b/certified-refurbished-products" data-m='{"cN":"Footer_StoreandSupport_StoreLocations_nav","id":"n6c2c1c1m1r1a2","sN":6,"aN":"c2c1c1m1r1a2"}'>Certified Refurbished</a> </li> <li> <a aria-label="Microsoft Store Promise Microsoft Store" class="c-uhff-link" href="https://www.microsoft.com/en-us/store/b/why-microsoft-store?icid=footer_why-msft-store_7102020" data-m='{"cN":"Footer_StoreandSupport_MicrosoftPromise_nav","id":"n7c2c1c1m1r1a2","sN":7,"aN":"c2c1c1m1r1a2"}'>Microsoft Store Promise</a> </li> <li> <a aria-label="Flexible Payments Microsoft Store" class="c-uhff-link" href="https://www.microsoft.com/en-us/store/b/payment-financing-options?icid=footer_financing_vcc" data-m='{"cN":"Footer_StoreandSupport_Financing_nav","id":"n8c2c1c1m1r1a2","sN":8,"aN":"c2c1c1m1r1a2"}'>Flexible Payments</a> </li> </ul> </div> <div class="c-uhff-nav-group" data-m='{"cN":"footerNavColumn3_cont","cT":"Container","id":"c3c1c1m1r1a2","sN":3,"aN":"c1c1m1r1a2"}'> <div class="c-heading-4" role="heading" aria-level="2">Education</div> <ul class="c-list f-bare"> <li> <a aria-label="Microsoft in education Education" class="c-uhff-link" href="https://www.microsoft.com/en-us/education" data-m='{"cN":"Footer_Education_MicrosoftInEducation_nav","id":"n1c3c1c1m1r1a2","sN":1,"aN":"c3c1c1m1r1a2"}'>Microsoft in education</a> </li> <li> <a aria-label="Devices for education Education" class="c-uhff-link" href="https://www.microsoft.com/en-us/education/devices/overview" data-m='{"cN":"Footer_Education_DevicesforEducation_nav","id":"n2c3c1c1m1r1a2","sN":2,"aN":"c3c1c1m1r1a2"}'>Devices for education</a> </li> <li> <a aria-label="Microsoft Teams for Education Education" class="c-uhff-link" href="https://www.microsoft.com/en-us/education/products/teams" data-m='{"cN":"Footer_Education_MicrosoftTeamsforEducation_nav","id":"n3c3c1c1m1r1a2","sN":3,"aN":"c3c1c1m1r1a2"}'>Microsoft Teams for Education</a> </li> <li> <a aria-label="Microsoft 365 Education Education" class="c-uhff-link" href="https://www.microsoft.com/en-us/education/products/microsoft-365" data-m='{"cN":"Footer_Education_Microsoft365Education_nav","id":"n4c3c1c1m1r1a2","sN":4,"aN":"c3c1c1m1r1a2"}'>Microsoft 365 Education</a> </li> <li> <a aria-label="How to buy for your school Education" class="c-uhff-link" href="https://www.microsoft.com/education/how-to-buy" data-m='{"cN":"Footer_Howtobuyforyourschool_nav","id":"n5c3c1c1m1r1a2","sN":5,"aN":"c3c1c1m1r1a2"}'>How to buy for your school</a> </li> <li> <a aria-label="Educator training and development Education" class="c-uhff-link" href="https://education.microsoft.com/" data-m='{"cN":"Footer_Education_EducatorTrainingDevelopment_nav","id":"n6c3c1c1m1r1a2","sN":6,"aN":"c3c1c1m1r1a2"}'>Educator training and development</a> </li> <li> <a aria-label="Deals for students and parents Education" class="c-uhff-link" href="https://www.microsoft.com/en-us/store/b/education" data-m='{"cN":"Footer_Education_DealsForStudentsandParents_nav","id":"n7c3c1c1m1r1a2","sN":7,"aN":"c3c1c1m1r1a2"}'>Deals for students and parents</a> </li> <li> <a aria-label="Azure for students Education" class="c-uhff-link" href="https://azure.microsoft.com/en-us/free/students/" data-m='{"cN":"Footer_Education_Azureforstudents_nav","id":"n8c3c1c1m1r1a2","sN":8,"aN":"c3c1c1m1r1a2"}'>Azure for students</a> </li> </ul> </div> </div> <div class="c-uhff-nav-row"> <div class="c-uhff-nav-group" data-m='{"cN":"footerNavColumn4_cont","cT":"Container","id":"c4c1c1m1r1a2","sN":4,"aN":"c1c1m1r1a2"}'> <div class="c-heading-4" role="heading" aria-level="2">Business</div> <ul class="c-list f-bare"> <li> <a aria-label="Microsoft Cloud Business" class="c-uhff-link" href="https://www.microsoft.com/en-us/microsoft-cloud" data-m='{"cN":"Footer_Business_Microsoft_Cloud_nav","id":"n1c4c1c1m1r1a2","sN":1,"aN":"c4c1c1m1r1a2"}'>Microsoft Cloud</a> </li> <li> <a aria-label="Microsoft Security Business" class="c-uhff-link" href="https://www.microsoft.com/en-us/security" data-m='{"cN":"Footer_Business_Microsoft Security_nav","id":"n2c4c1c1m1r1a2","sN":2,"aN":"c4c1c1m1r1a2"}'>Microsoft Security</a> </li> <li> <a aria-label="Dynamics 365 Business" class="c-uhff-link" href="https://www.microsoft.com/en-us/dynamics-365" data-m='{"cN":"Footer_Business_MicrosoftDynamics365_nav","id":"n3c4c1c1m1r1a2","sN":3,"aN":"c4c1c1m1r1a2"}'>Dynamics 365</a> </li> <li> <a aria-label="Microsoft 365 Business" class="c-uhff-link" href="https://www.microsoft.com/en-us/microsoft-365/business" data-m='{"cN":"Footer_Business_M365_nav","id":"n4c4c1c1m1r1a2","sN":4,"aN":"c4c1c1m1r1a2"}'>Microsoft 365</a> </li> <li> <a aria-label="Microsoft Power Platform Business" class="c-uhff-link" href="https://www.microsoft.com/en-us/power-platform" data-m='{"cN":"Footer_DeveloperAndIT_Power Platform_nav","id":"n5c4c1c1m1r1a2","sN":5,"aN":"c4c1c1m1r1a2"}'>Microsoft Power Platform</a> </li> <li> <a aria-label="Microsoft Teams Business" class="c-uhff-link" href="https://www.microsoft.com/en-us/microsoft-teams/group-chat-software" data-m='{"cN":"Footer_Business_Microsoft365_nav","id":"n6c4c1c1m1r1a2","sN":6,"aN":"c4c1c1m1r1a2"}'>Microsoft Teams</a> </li> <li> <a aria-label="Microsoft 365 Copilot Business" class="c-uhff-link" href="https://www.microsoft.com/en-us/microsoft-365/copilot/copilot-for-work" data-m='{"cN":"Footer_CopilotMicrosoft365_nav","id":"n7c4c1c1m1r1a2","sN":7,"aN":"c4c1c1m1r1a2"}'>Microsoft 365 Copilot</a> </li> <li> <a aria-label="Small Business Business" class="c-uhff-link" href="https://www.microsoft.com/en-us/store/b/business?icid=CNavBusinessStore" data-m='{"cN":"Footer_Business-SmallBusiness_nav","id":"n8c4c1c1m1r1a2","sN":8,"aN":"c4c1c1m1r1a2"}'>Small Business</a> </li> </ul> </div> <div class="c-uhff-nav-group" data-m='{"cN":"footerNavColumn5_cont","cT":"Container","id":"c5c1c1m1r1a2","sN":5,"aN":"c1c1m1r1a2"}'> <div class="c-heading-4" role="heading" aria-level="2">Developer &amp; IT</div> <ul class="c-list f-bare"> <li> <a aria-label="Azure Developer &amp; IT" class="c-uhff-link" href="https://azure.microsoft.com/en-us/" data-m='{"cN":"Footer_DeveloperAndIT_MicrosoftAzure_nav","id":"n1c5c1c1m1r1a2","sN":1,"aN":"c5c1c1m1r1a2"}'>Azure</a> </li> <li> <a aria-label="Developer Center Developer &amp; IT" class="c-uhff-link" href="https://developer.microsoft.com/en-us/" data-m='{"cN":"Footer_DeveloperAndIT_DeveloperCenter_nav","id":"n2c5c1c1m1r1a2","sN":2,"aN":"c5c1c1m1r1a2"}'>Developer Center</a> </li> <li> <a aria-label="Documentation Developer &amp; IT" class="c-uhff-link" href="https://learn.microsoft.com/docs/" data-m='{"cN":"Footer_DeveloperAndIT_Documentation_nav","id":"n3c5c1c1m1r1a2","sN":3,"aN":"c5c1c1m1r1a2"}'>Documentation</a> </li> <li> <a aria-label="Microsoft Learn Developer &amp; IT" class="c-uhff-link" href="https://learn.microsoft.com/" data-m='{"cN":"Footer_DeveloperAndIT_MicrosoftLearn_nav","id":"n4c5c1c1m1r1a2","sN":4,"aN":"c5c1c1m1r1a2"}'>Microsoft Learn</a> </li> <li> <a aria-label="Microsoft Tech Community Developer &amp; IT" class="c-uhff-link" href="https://techcommunity.microsoft.com/" data-m='{"cN":"Footer_DeveloperAndIT_MicrosoftTechCommunity_nav","id":"n5c5c1c1m1r1a2","sN":5,"aN":"c5c1c1m1r1a2"}'>Microsoft Tech Community</a> </li> <li> <a aria-label="Azure Marketplace Developer &amp; IT" class="c-uhff-link" href="https://azuremarketplace.microsoft.com/en-us/" data-m='{"cN":"Footer_DeveloperAndIT_AzureMarketplace_nav","id":"n6c5c1c1m1r1a2","sN":6,"aN":"c5c1c1m1r1a2"}'>Azure Marketplace</a> </li> <li> <a aria-label="AppSource Developer &amp; IT" class="c-uhff-link" href="https://appsource.microsoft.com/en-us/" data-m='{"cN":"Footer_DeveloperAndIT_AppSource_nav","id":"n7c5c1c1m1r1a2","sN":7,"aN":"c5c1c1m1r1a2"}'>AppSource</a> </li> <li> <a aria-label="Visual Studio Developer &amp; IT" class="c-uhff-link" href="https://visualstudio.microsoft.com/" data-m='{"cN":"Footer_DeveloperAndIT_MicrosoftVisualStudio_nav","id":"n8c5c1c1m1r1a2","sN":8,"aN":"c5c1c1m1r1a2"}'>Visual Studio</a> </li> </ul> </div> <div class="c-uhff-nav-group" data-m='{"cN":"footerNavColumn6_cont","cT":"Container","id":"c6c1c1m1r1a2","sN":6,"aN":"c1c1m1r1a2"}'> <div class="c-heading-4" role="heading" aria-level="2">Company</div> <ul class="c-list f-bare"> <li> <a aria-label="Careers Company" class="c-uhff-link" href="https://careers.microsoft.com/" data-m='{"cN":"Footer_Company_Careers_nav","id":"n1c6c1c1m1r1a2","sN":1,"aN":"c6c1c1m1r1a2"}'>Careers</a> </li> <li> <a aria-label="About Microsoft Company" class="c-uhff-link" href="https://www.microsoft.com/about" data-m='{"cN":"Footer_Company_AboutMicrosoft_nav","id":"n2c6c1c1m1r1a2","sN":2,"aN":"c6c1c1m1r1a2"}'>About Microsoft</a> </li> <li> <a aria-label="Company news Company" class="c-uhff-link" href="https://news.microsoft.com/" data-m='{"cN":"Footer_Company_CompanyNews_nav","id":"n3c6c1c1m1r1a2","sN":3,"aN":"c6c1c1m1r1a2"}'>Company news</a> </li> <li> <a aria-label="Privacy at Microsoft Company" class="c-uhff-link" href="https://privacy.microsoft.com/en-us" data-m='{"cN":"Footer_Company_PrivacyAtMicrosoft_nav","id":"n4c6c1c1m1r1a2","sN":4,"aN":"c6c1c1m1r1a2"}'>Privacy at Microsoft</a> </li> <li> <a aria-label="Investors Company" class="c-uhff-link" href="https://www.microsoft.com/investor/default.aspx" data-m='{"cN":"Footer_Company_Investors_nav","id":"n5c6c1c1m1r1a2","sN":5,"aN":"c6c1c1m1r1a2"}'>Investors</a> </li> <li> <a aria-label="Diversity and inclusion Company" class="c-uhff-link" href="https://www.microsoft.com/en-us/diversity/" data-m='{"cN":"Footer_Company_DiversityAndInclusion_nav","id":"n6c6c1c1m1r1a2","sN":6,"aN":"c6c1c1m1r1a2"}'>Diversity and inclusion</a> </li> <li> <a aria-label="Accessibility Company" class="c-uhff-link" href="https://www.microsoft.com/en-us/accessibility" data-m='{"cN":"Footer_Company_Accessibility_nav","id":"n7c6c1c1m1r1a2","sN":7,"aN":"c6c1c1m1r1a2"}'>Accessibility</a> </li> <li> <a aria-label="Sustainability Company" class="c-uhff-link" href="https://www.microsoft.com/en-us/sustainability/" data-m='{"cN":"Footer_Company_Sustainability_nav","id":"n8c6c1c1m1r1a2","sN":8,"aN":"c6c1c1m1r1a2"}'>Sustainability</a> </li> </ul> </div> </div> </nav> <div class="c-uhff-base"> <a data-m='{"id":"n7c1c1m1r1a2","sN":7,"aN":"c1c1m1r1a2"}' href="https://aka.ms/yourcaliforniaprivacychoices" class='c-uhff-link c-uhff-ccpa'> <svg role="img" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 30 14" xml:space="preserve" height="16" width="43"> <title>Your Privacy Choices Opt-Out Icon</title> <path d="M7.4 12.8h6.8l3.1-11.6H7.4C4.2 1.2 1.6 3.8 1.6 7s2.6 5.8 5.8 5.8z" style="fill-rule:evenodd;clip-rule:evenodd;fill:#fff"/> <path d="M22.6 0H7.4c-3.9 0-7 3.1-7 7s3.1 7 7 7h15.2c3.9 0 7-3.1 7-7s-3.2-7-7-7zm-21 7c0-3.2 2.6-5.8 5.8-5.8h9.9l-3.1 11.6H7.4c-3.2 0-5.8-2.6-5.8-5.8z" style="fill-rule:evenodd;clip-rule:evenodd;fill:#06f"/> <path d="M24.6 4c.2.2.2.6 0 .8L22.5 7l2.2 2.2c.2.2.2.6 0 .8-.2.2-.6.2-.8 0l-2.2-2.2-2.2 2.2c-.2.2-.6.2-.8 0-.2-.2-.2-.6 0-.8L20.8 7l-2.2-2.2c-.2-.2-.2-.6 0-.8.2-.2.6-.2.8 0l2.2 2.2L23.8 4c.2-.2.6-.2.8 0z" style="fill:#fff"/> <path d="M12.7 4.1c.2.2.3.6.1.8L8.6 9.8c-.1.1-.2.2-.3.2-.2.1-.5.1-.7-.1L5.4 7.7c-.2-.2-.2-.6 0-.8.2-.2.6-.2.8 0L8 8.6l3.8-4.5c.2-.2.6-.2.9 0z" style="fill:#06f"/> </svg> <span>Your Privacy Choices</span> </a> <noscript> <a data-m='{"id":"n8c1c1m1r1a2","sN":8,"aN":"c1c1m1r1a2"}' href="https://aka.ms/yourcaliforniaprivacychoices" class='c-uhff-link c-uhff-ccpa'> <svg role="img" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 30 14" xml:space="preserve" height="16" width="43"> <title>Your Privacy Choices Opt-Out Icon</title> <path d="M7.4 12.8h6.8l3.1-11.6H7.4C4.2 1.2 1.6 3.8 1.6 7s2.6 5.8 5.8 5.8z" style="fill-rule:evenodd;clip-rule:evenodd;fill:#fff"/> <path d="M22.6 0H7.4c-3.9 0-7 3.1-7 7s3.1 7 7 7h15.2c3.9 0 7-3.1 7-7s-3.2-7-7-7zm-21 7c0-3.2 2.6-5.8 5.8-5.8h9.9l-3.1 11.6H7.4c-3.2 0-5.8-2.6-5.8-5.8z" style="fill-rule:evenodd;clip-rule:evenodd;fill:#06f"/> <path d="M24.6 4c.2.2.2.6 0 .8L22.5 7l2.2 2.2c.2.2.2.6 0 .8-.2.2-.6.2-.8 0l-2.2-2.2-2.2 2.2c-.2.2-.6.2-.8 0-.2-.2-.2-.6 0-.8L20.8 7l-2.2-2.2c-.2-.2-.2-.6 0-.8.2-.2.6-.2.8 0l2.2 2.2L23.8 4c.2-.2.6-.2.8 0z" style="fill:#fff"/> <path d="M12.7 4.1c.2.2.3.6.1.8L8.6 9.8c-.1.1-.2.2-.3.2-.2.1-.5.1-.7-.1L5.4 7.7c-.2-.2-.2-.6 0-.8.2-.2.6-.2.8 0L8 8.6l3.8-4.5c.2-.2.6-.2.9 0z" style="fill:#06f"/> </svg> <span>Your Privacy Choices</span> </a> </noscript> <a data-m='{"id":"n9c1c1m1r1a2","sN":9,"aN":"c1c1m1r1a2"}' href="https://go.microsoft.com/fwlink/?linkid=2259814" class="c-uhff-link c-uhff-consumer"> <span>Consumer Health Privacy</span> </a> <nav aria-label="Microsoft corporate links"> <ul class="c-list f-bare" data-m='{"cN":"Corp links_cont","cT":"Container","id":"c10c1c1m1r1a2","sN":10,"aN":"c1c1m1r1a2"}'> <li id="c-uhff-footer_sitemap"> <a class="c-uhff-link" href="https://www.microsoft.com/en-us/sitemap1.aspx" data-mscc-ic="false" data-m='{"cN":"Footer_Sitemap_nav","id":"n1c10c1c1m1r1a2","sN":1,"aN":"c10c1c1m1r1a2"}'>Sitemap</a> </li> <li id="c-uhff-footer_contactus"> <a class="c-uhff-link" href="https://support.microsoft.com/contactus" data-mscc-ic="false" data-m='{"cN":"Footer_ContactUs_nav","id":"n2c10c1c1m1r1a2","sN":2,"aN":"c10c1c1m1r1a2"}'>Contact Microsoft</a> </li> <li id="c-uhff-footer_privacyandcookies"> <a class="c-uhff-link" href="https://go.microsoft.com/fwlink/?LinkId=521839" data-mscc-ic="false" data-m='{"cN":"Footer_PrivacyandCookies_nav","id":"n3c10c1c1m1r1a2","sN":3,"aN":"c10c1c1m1r1a2"}'>Privacy </a> </li> <li class=" x-hidden" id="c-uhff-footer_managecookies"> <a class="c-uhff-link" href="#" data-mscc-ic="false" data-m='{"cN":"Footer_ManageCookies_nav","id":"n4c10c1c1m1r1a2","sN":4,"aN":"c10c1c1m1r1a2"}'>Manage cookies</a> </li> <li id="c-uhff-footer_termsofuse"> <a class="c-uhff-link" href="https://go.microsoft.com/fwlink/?LinkID=206977" data-mscc-ic="false" data-m='{"cN":"Footer_TermsOfUse_nav","id":"n5c10c1c1m1r1a2","sN":5,"aN":"c10c1c1m1r1a2"}'>Terms of use</a> </li> <li id="c-uhff-footer_trademarks"> <a class="c-uhff-link" href="https://go.microsoft.com/fwlink/?linkid=2196228" data-mscc-ic="false" data-m='{"cN":"Footer_Trademarks_nav","id":"n6c10c1c1m1r1a2","sN":6,"aN":"c10c1c1m1r1a2"}'>Trademarks</a> </li> <li id="c-uhff-footer_safetyandeco"> <a class="c-uhff-link" href="https://go.microsoft.com/fwlink/?linkid=2196227" data-mscc-ic="false" data-m='{"cN":"Footer_SafetyAndEco_nav","id":"n7c10c1c1m1r1a2","sN":7,"aN":"c10c1c1m1r1a2"}'>Safety &amp; eco</a> </li> <li id="c-uhff-recycling"> <a class="c-uhff-link" href="https://www.microsoft.com/en-us/legal/compliance/recycling" data-mscc-ic="false" data-m='{"cN":"Recycling_nav","id":"n8c10c1c1m1r1a2","sN":8,"aN":"c10c1c1m1r1a2"}'>Recycling</a> </li> <li id="c-uhff-footer_aboutourads"> <a class="c-uhff-link" href="https://choice.microsoft.com" data-mscc-ic="false" data-m='{"cN":"Footer_AboutourAds_nav","id":"n9c10c1c1m1r1a2","sN":9,"aN":"c10c1c1m1r1a2"}'>About our ads</a> </li> <li>&#169; Microsoft 2024</li> </ul> </nav> </div> </footer> <script id="uhf-footer-ccpa"> const globalPrivacyControlEnabled = navigator.globalPrivacyControl; const GPC_DataSharingOptIn = (globalPrivacyControlEnabled) ? false : checkThirdPartyAdsOptOutCookie(); function checkThirdPartyAdsOptOutCookie() { try { const ThirdPartyAdsOptOutCookieName = '3PAdsOptOut'; var cookieValue = getCookie(ThirdPartyAdsOptOutCookieName); return cookieValue != 1; } catch { return true; } } function getCookie(cookieName) { var cookieValue = document.cookie.match('(^|;)\\s*' + cookieName + '\\s*=\\s*([^;]+)'); return (cookieValue) ? cookieValue[2] : ''; } </script> </div> </div> </div> </span> <script type="text/javascript"> var varAutoFirePV = 1; var varClickTracking = 0; var varCustomerTracking = 1; var Route = "route_id"; var Ctrl = "control_id"; </script> <template id="tp-language" data-tp-language="en_US"></template> <script> function onConsentChanged( categoryPreferences ) { Metrics_3P_Scripts(); // If any categories are disabled, clear all cookies if ( ! siteConsent.getConsentFor( WcpConsent.consentCategories.Analytics ) ) { Metrics_Clear_Cookies( 'Analytics' ); } if ( ! siteConsent.getConsentFor( WcpConsent.consentCategories.Advertising ) ) { Metrics_Clear_Cookies( 'Advertising' ); } if ( ! siteConsent.getConsentFor( WcpConsent.consentCategories.SocialMedia ) ) { Metrics_Clear_Cookies( 'SocialMedia' ); } } function Metrics_Clear_Cookies( category ) { var all_cookies = document.cookie.split(";"); // array of cookie names to clear const cookie_names = [ '_clck', '_clsk', '_fbp', '_uetvid', 'mbox', 'AnalyticsSyncHistory', 'bcookie', 'bscookie', 'li_sugr', 'lidc', 'li_gc', 'UserMatchHistory', ]; for ( var i = 0; i < all_cookies.length; i++ ) { var cookie_name = all_cookies[i].split("=")[0].trim(); if ( cookie_names.includes( cookie_name ) ) { document.cookie = cookie_name + '=;expires=Thu, 01 Jan 1970 00:00:01 GMT;'; } } } function Metrics_3P_Scripts(){ // if GPC_DataSharingOptIn is set and true set Metrics_3POptIn var Metrics_3P_OptIn = false; if ( typeof GPC_DataSharingOptIn !== 'undefined' && GPC_DataSharingOptIn ) { Metrics_3P_OptIn = true; } else { Metrics_3P_OptIn = false; Metrics_Clear_Cookies(); } if ( siteConsent.getConsentFor( WcpConsent.consentCategories.Analytics ) && Metrics_3P_OptIn ) { if ( typeof clicktaleTracking === "function" ) { clicktaleTracking(); } if ( siteConsent.getConsentFor( WcpConsent.consentCategories.Advertising ) ) { if ( typeof clarityTracking === "function" ) { clarityTracking(); } if ( siteConsent.getConsentFor( WcpConsent.consentCategories.SocialMedia ) ) { if ( typeof facebookTracking === "function" ) { facebookTracking(); } } } if ( siteConsent.getConsentFor( WcpConsent.consentCategories.SocialMedia ) ) { } } if ( siteConsent.getConsentFor( WcpConsent.consentCategories.Advertising ) && Metrics_3P_OptIn ) { if ( siteConsent.getConsentFor( WcpConsent.consentCategories.SocialMedia ) ) { } } if ( siteConsent.getConsentFor( WcpConsent.consentCategories.SocialMedia ) && Metrics_3P_OptIn ) { } } window.WcpConsent && WcpConsent.init( "en-US", "ms-cookie-banner", function (err, _siteConsent) { if ( ! err ) { siteConsent = _siteConsent; //siteConsent is used to get the current consent var consentRequiredElementExists = document.getElementById( "c-uhff-footer_managecookies" ) && siteConsent.isConsentRequired; if ( consentRequiredElementExists ) { document.getElementById( "c-uhff-footer_managecookies" ).classList.remove("x-hidden"); document.getElementById( "c-uhff-footer_managecookies" ).onclick = function() { siteConsent.manageConsent(); }; } Metrics_3P_Scripts(); } else { console.log( "Error initializing WcpConsent: " + err ); } }, onConsentChanged ); </script> <div id="trp-floater-ls" onclick="" role="menu" data-no-translation class="trp-language-switcher-container trp-floater-ls-names trp-bottom-right trp-color-dark full-names" > <div id="trp-floater-ls-current-language" class=""> <a href="#" class="trp-floater-ls-disabled-language trp-ls-disabled-language" role="menuitem" onclick="event.preventDefault()"> English </a> </div> <div id="trp-floater-ls-language-list" class="" > <div class="trp-language-wrap trp-language-wrap-bottom"> <a role="menuitem" href="https://www.microsoft.com/en-us/research/people/tarleton/?lang=fr_ca" title="Français" rel="nofollow"> Français </a> <a href="#" class="trp-floater-ls-disabled-language trp-ls-disabled-language" role="menuitem" onclick="event.preventDefault()">English</a></div> </div> </div> <script type="text/javascript" src="https://www.microsoft.com/en-us/research/wp-content/plugins/moray-blocks/dist/js/shared.js?ver=0.1.4" id="moray_blocks_shared_script-js"></script> <script type="text/javascript" src="https://www.microsoft.com/en-us/research/wp-content/plugins/moray-blocks/dist/js/frontend.js?ver=0.1.4" id="moray_blocks_frontend_script-js"></script> <script type="text/javascript" src="https://www.microsoft.com/en-us/research/wp-content/themes/microsoft-research-theme/assets/js/mwf/bundle.min.js?ver=8d8e1e23" id="mwf-moray-js"></script> <script type="text/javascript" src="https://www.microsoft.com/en-us/research/wp-content/plugins/msr-blocks-library/dist/js/shared.js?ver=0.1.3" id="msr_block_library_plugin_shared-js"></script> <script type="text/javascript" src="https://www.microsoft.com/en-us/research/wp-content/plugins/msr-blocks-library/dist/js/frontend.js?ver=6a6a0f1569cdfedd9490" id="msr_block_library_plugin_frontend-js"></script> <script type="text/javascript" id="ms-oembed-gif-script-js-extra"> /* <![CDATA[ */ var msgifs = {"play":"Play animated gif","pause":"Pause animated gif"}; /* ]]> */ </script> <script type="text/javascript" src="https://www.microsoft.com/en-us/research/wp-content/themes/microsoft-research-theme/assets/js/gifplayer.min.js?ver=8d8e1e23" id="ms-oembed-gif-script-js"></script> <script type="text/javascript" id="1DS-init-script-js-after"> /* <![CDATA[ */ <!-- JSLL tracking --> // 1DS initialization const analytics = new oneDS.ApplicationInsights(); var config = { instrumentationKey: "9ec747153cf446f7b4e129dc7eaa8227-f83e8b36-9a56-4437-8103-9010c8e1e72a-6756", propertyConfiguration: { gpcDataSharingOptIn: ( typeof GPC_DataSharingOptIn !== "undefined" ) ? GPC_DataSharingOptIn : true, callback: { userConsentDetails: ( typeof siteConsent !== "undefined" ) ? siteConsent.getConsent : WcpConsent.siteConsent }, }, webAnalyticsConfiguration:{ coreData: {"pageName":"Tarleton Gillespie","pageType":"People"}, urlCollectQuery: true, urlCollectHash: true, autoCapture: { scroll: true, pageView: true, onLoad: true, onUnload: true, click: true, scroll: true, resize: true, jsError: true } } }; // Initialize OneDS SDK analytics.initialize( config, [] ); /* ]]> */ </script> <script type="text/javascript" id="microsoft-uhf-js-extra"> /* <![CDATA[ */ var microsoftUhfSettings = {"homePath":"\/en-us\/research\/","loginUrl":"http:\/\/www.microsoft.com\/en-us\/research\/wp-login.php","logoutUrl":"","scripts":[],"inline":["linkedin","youtube","youTubeVideo"]}; /* ]]> */ </script> <script type="text/javascript" src="https://www.microsoft.com/en-us/research/wp-content/plugins/microsoft-uhf/assets/microsoft-uhf.js?ver=0.6.1" id="microsoft-uhf-js"></script> <script type="text/javascript" src="https://www.microsoft.com/en-us/research/wp-content/themes/microsoft-research-theme/assets/js/plugins.min.js?ver=8d8e1e23" id="msr-plugins-js"></script> <script type="text/javascript" src="https://www.microsoft.com/en-us/research/wp-includes/js/dist/dom-ready.min.js?ver=f77871ff7694fffea381" id="wp-dom-ready-js"></script> <script type="text/javascript" src="https://www.microsoft.com/en-us/research/wp-includes/js/dist/hooks.min.js?ver=2810c76e705dd1a53b18" id="wp-hooks-js"></script> <script type="text/javascript" src="https://www.microsoft.com/en-us/research/wp-includes/js/dist/i18n.min.js?ver=5e580eb46a90c2b997e6" id="wp-i18n-js"></script> <script type="text/javascript" id="wp-i18n-js-after"> /* <![CDATA[ */ wp.i18n.setLocaleData( { 'text direction\u0004ltr': [ 'ltr' ] } ); /* ]]> */ </script> <script type="text/javascript" src="https://www.microsoft.com/en-us/research/wp-includes/js/dist/a11y.min.js?ver=d90eebea464f6c09bfd5" id="wp-a11y-js"></script> <script type="text/javascript" src="https://www.microsoft.com/en-us/research/wp-includes/js/dist/url.min.js?ver=36ae0e4dd9043bb8749b" id="wp-url-js"></script> <script type="text/javascript" src="https://www.microsoft.com/en-us/research/wp-includes/js/dist/api-fetch.min.js?ver=4c185334c5ec26e149cc" id="wp-api-fetch-js"></script> <script type="text/javascript" id="wp-api-fetch-js-after"> /* <![CDATA[ */ wp.apiFetch.use( wp.apiFetch.createRootURLMiddleware( "https://www.microsoft.com/en-us/research/wp-json/" ) ); wp.apiFetch.nonceMiddleware = wp.apiFetch.createNonceMiddleware( "7da72dbf57" ); wp.apiFetch.use( wp.apiFetch.nonceMiddleware ); wp.apiFetch.use( wp.apiFetch.mediaUploadMiddleware ); wp.apiFetch.nonceEndpoint = "https://www.microsoft.com/en-us/research/wp-admin/admin-ajax.php?action=rest-nonce"; /* ]]> */ </script> <script type="text/javascript" id="ms-research-js-extra"> /* <![CDATA[ */ var MSR_i18n = {"currentPageText":"Current Page","pageText":"Page","currentSelections":"Current Selections","currentRemove":"Remove filter for: ","facetSearchUpdate":"Filtering results\u2026","facetSearchDone":"Result filtering completed.","facetErrors":{"dateRange":"Your end date is before your start date. Please check your date range.","dateFormat":"Sorry, we can\u2019t figure out the date range. Try using YYYY-MM-DD formats.","loading":"There was a problem getting the results. You might be offline, or something went wrong in the system. ","autocomplete":"This term has no results and it isn\u2019t in our system."},"expanded":"Expanded","collapsed":"Collapsed","onDemand":{"noResults":"Sorry, there are no items to show with your filters."}}; var MSR_content_refs = {"msr-podcast":"240054"}; var MSRData = {"blogNavigation":{"wrapper":"post-archive-grid","templateId":"post-archive-card","basePaginationUrl":"https:\/\/www.microsoft.com\/en-us\/research\/blog\/page\/","endpointUrl":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/posts\/","search":null,"eventTypeTaxonomy":"msr-event-type"}}; var epAutosuggest = {"endpoint":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/microsoft-research\/v1\/autosuggest","action":"navigate","locale":"en_US"}; /* ]]> */ </script> <script type="text/javascript" src="https://www.microsoft.com/en-us/research/wp-content/themes/microsoft-research-theme/assets/js/microsoft-research.min.js?ver=8d8e1e23" id="ms-research-js"></script> </body> </html> <!-- Performance optimized by Redis Object Cache. Learn more: https://wprediscache.com -->

Pages: 1 2 3 4 5 6 7 8 9 10