CINXE.COM

<!doctype html><html lang="en"><head><title data-rh="true">AI &amp; Human Collaboration. “AI is changing the future of work… | by Brandeis Marshall | Nov, 2024 | Medium</title><meta data-rh="true" charset="utf-8"/><meta data-rh="true" name="viewport" content="width=device-width,minimum-scale=1,initial-scale=1,maximum-scale=1"/><meta data-rh="true" name="theme-color" content="#000000"/><meta data-rh="true" name="twitter:app:name:iphone" content="Medium"/><meta data-rh="true" name="twitter:app:id:iphone" content="828256236"/><meta data-rh="true" property="al:ios:app_name" content="Medium"/><meta data-rh="true" property="al:ios:app_store_id" content="828256236"/><meta data-rh="true" property="al:android:package" content="com.medium.reader"/><meta data-rh="true" property="fb:app_id" content="542599432471018"/><meta data-rh="true" property="og:site_name" content="Medium"/><meta data-rh="true" property="og:type" content="article"/><meta data-rh="true" property="article:published_time" content="2024-11-20T20:55:19.283Z"/><meta data-rh="true" name="title" content="AI &amp; Human Collaboration. “AI is changing the future of work… | by Brandeis Marshall | Nov, 2024 | Medium"/><meta data-rh="true" property="og:title" content="AI &amp; Human Collaboration"/><meta data-rh="true" property="al:android:url" content="medium://p/d1a972fcfbc2"/><meta data-rh="true" property="al:ios:url" content="medium://p/d1a972fcfbc2"/><meta data-rh="true" property="al:android:app_name" content="Medium"/><meta data-rh="true" name="description" content="“AI is changing the future of work. Leaders and employees need to think of AI as just one tool in the toolbox. To stay competitive, break down your role into tasks that AI can fully take on, tasks…"/><meta data-rh="true" property="og:description" content="“AI is changing the future of work. Leaders and employees need to think of AI as just one tool in the toolbox. To stay competitive, break…"/><meta data-rh="true" property="og:url" content="https://medium.com/@brandeismarshall/ai-human-collaboration-d1a972fcfbc2"/><meta data-rh="true" property="al:web:url" content="https://medium.com/@brandeismarshall/ai-human-collaboration-d1a972fcfbc2"/><meta data-rh="true" property="og:image" content="https://miro.medium.com/v2/resize:fit:1200/1*fu70_nrNNRTAtmHgnW7vSA.jpeg"/><meta data-rh="true" property="article:author" content="https://medium.com/@brandeismarshall"/><meta data-rh="true" name="author" content="Brandeis Marshall"/><meta data-rh="true" name="robots" content="index,noarchive,follow,max-image-preview:large"/><meta data-rh="true" name="referrer" content="unsafe-url"/><meta data-rh="true" property="twitter:title" content="AI &amp; Human Collaboration"/><meta data-rh="true" name="twitter:site" content="@Medium"/><meta data-rh="true" name="twitter:app:url:iphone" content="medium://p/d1a972fcfbc2"/><meta data-rh="true" property="twitter:description" content="“AI is changing the future of work. Leaders and employees need to think of AI as just one tool in the toolbox. To stay competitive, break…"/><meta data-rh="true" name="twitter:image:src" content="https://miro.medium.com/v2/resize:fit:1200/1*fu70_nrNNRTAtmHgnW7vSA.jpeg"/><meta data-rh="true" name="twitter:card" content="summary_large_image"/><meta data-rh="true" name="twitter:label1" content="Reading time"/><meta data-rh="true" name="twitter:data1" content="2 min read"/><link data-rh="true" rel="icon" href="https://miro.medium.com/v2/5d8de952517e8160e40ef9841c781cdc14a5db313057fa3c3de41c6f5b494b19"/><link data-rh="true" rel="search" type="application/opensearchdescription+xml" title="Medium" href="/osd.xml"/><link data-rh="true" rel="apple-touch-icon" sizes="152x152" href="https://miro.medium.com/v2/resize:fill:304:304/10fd5c419ac61637245384e7099e131627900034828f4f386bdaa47a74eae156"/><link data-rh="true" rel="apple-touch-icon" sizes="120x120" href="https://miro.medium.com/v2/resize:fill:240:240/10fd5c419ac61637245384e7099e131627900034828f4f386bdaa47a74eae156"/><link data-rh="true" rel="apple-touch-icon" sizes="76x76" href="https://miro.medium.com/v2/resize:fill:152:152/10fd5c419ac61637245384e7099e131627900034828f4f386bdaa47a74eae156"/><link data-rh="true" rel="apple-touch-icon" sizes="60x60" href="https://miro.medium.com/v2/resize:fill:120:120/10fd5c419ac61637245384e7099e131627900034828f4f386bdaa47a74eae156"/><link data-rh="true" rel="mask-icon" href="https://miro.medium.com/v2/resize:fill:1000:1000/7*GAOKVe--MXbEJmV9230oOQ.png" color="#171717"/><link data-rh="true" rel="preconnect" href="https://glyph.medium.com" crossOrigin=""/><link data-rh="true" id="glyph_preload_link" rel="preload" as="style" type="text/css" href="https://glyph.medium.com/css/unbound.css"/><link data-rh="true" id="glyph_link" rel="stylesheet" type="text/css" href="https://glyph.medium.com/css/unbound.css"/><link data-rh="true" rel="author" href="https://medium.com/@brandeismarshall"/><link data-rh="true" rel="canonical" href="https://medium.com/@brandeismarshall/ai-human-collaboration-d1a972fcfbc2"/><link data-rh="true" rel="alternate" href="android-app://com.medium.reader/https/medium.com/p/d1a972fcfbc2"/><script data-rh="true" type="application/ld+json">{"@context":"http:\u002F\u002Fschema.org","@type":"NewsArticle","image":["https:\u002F\u002Fmiro.medium.com\u002Fv2\u002Fresize:fit:1200\u002F1*fu70_nrNNRTAtmHgnW7vSA.jpeg"],"url":"https:\u002F\u002Fmedium.com\u002F@brandeismarshall\u002Fai-human-collaboration-d1a972fcfbc2","dateCreated":"2024-11-18T19:14:19.532Z","datePublished":"2024-11-18T19:14:19.532Z","dateModified":"2024-11-20T20:55:19.283Z","headline":"AI & Human Collaboration - Brandeis Marshall - Medium","name":"AI & Human Collaboration - Brandeis Marshall - Medium","description":"“AI is changing the future of work. Leaders and employees need to think of AI as just one tool in the toolbox. To stay competitive, break down your role into tasks that AI can fully take on, tasks…","identifier":"d1a972fcfbc2","author":{"@type":"Person","name":"Brandeis Marshall","url":"https:\u002F\u002Fmedium.com\u002F@brandeismarshall"},"creator":["Brandeis Marshall"],"publisher":{"@type":"Organization","name":"Medium","url":"https:\u002F\u002Fmedium.com\u002F","logo":{"@type":"ImageObject","width":272,"height":60,"url":"https:\u002F\u002Fmiro.medium.com\u002Fv2\u002Fresize:fit:544\u002F7*V1_7XP4snlmqrc_0Njontw.png"}},"mainEntityOfPage":"https:\u002F\u002Fmedium.com\u002F@brandeismarshall\u002Fai-human-collaboration-d1a972fcfbc2","isAccessibleForFree":"False","hasPart":{"@type":"WebPageElement","isAccessibleForFree":"False","cssSelector":".meteredContent"}}</script><style type="text/css" data-fela-rehydration="492" data-fela-type="STATIC">html{box-sizing:border-box;-webkit-text-size-adjust:100%}*, *:before, *:after{box-sizing:inherit}body{margin:0;padding:0;text-rendering:optimizeLegibility;-webkit-font-smoothing:antialiased;color:rgba(0,0,0,0.8);position:relative;min-height:100vh}h1, h2, h3, h4, h5, h6, dl, dd, ol, ul, menu, figure, blockquote, p, pre, form{margin:0}menu, ol, ul{padding:0;list-style:none;list-style-image:none}main{display:block}a{color:inherit;text-decoration:none}a, button, input{-webkit-tap-highlight-color:transparent}img, svg{vertical-align:middle}button{background:transparent;overflow:visible}button, input, optgroup, select, textarea{margin:0}:root{--reach-tabs:1;--reach-menu-button:1}#speechify-root{font-family:Sohne, sans-serif}div[data-popper-reference-hidden="true"]{visibility:hidden;pointer-events:none}.grecaptcha-badge{visibility:hidden} /*XCode style (c) Angel Garcia <angelgarcia.mail@gmail.com>*/.hljs {background: #fff;color: black; }/* Gray DOCTYPE selectors like WebKit */ .xml .hljs-meta {color: #c0c0c0; }.hljs-comment, .hljs-quote {color: #007400; }.hljs-tag, .hljs-attribute, .hljs-keyword, .hljs-selector-tag, .hljs-literal, .hljs-name {color: #aa0d91; }.hljs-variable, .hljs-template-variable {color: #3F6E74; }.hljs-code, .hljs-string, .hljs-meta .hljs-string {color: #c41a16; }.hljs-regexp, .hljs-link {color: #0E0EFF; }.hljs-title, .hljs-symbol, .hljs-bullet, .hljs-number {color: #1c00cf; }.hljs-section, .hljs-meta {color: #643820; }.hljs-title.class_, .hljs-class .hljs-title, .hljs-type, .hljs-built_in, .hljs-params {color: #5c2699; }.hljs-attr {color: #836C28; }.hljs-subst {color: #000; }.hljs-formula {background-color: #eee;font-style: italic; }.hljs-addition {background-color: #baeeba; }.hljs-deletion {background-color: #ffc8bd; }.hljs-selector-id, .hljs-selector-class {color: #9b703f; }.hljs-doctag, .hljs-strong {font-weight: bold; }.hljs-emphasis {font-style: italic; } </style><style type="text/css" data-fela-rehydration="492" data-fela-type="KEYFRAME">@-webkit-keyframes k1{0%{opacity:0.8}50%{opacity:0.5}100%{opacity:0.8}}@-moz-keyframes k1{0%{opacity:0.8}50%{opacity:0.5}100%{opacity:0.8}}@keyframes k1{0%{opacity:0.8}50%{opacity:0.5}100%{opacity:0.8}}</style><style type="text/css" data-fela-rehydration="492" data-fela-type="RULE">.a{font-family:medium-content-sans-serif-font, -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Oxygen, Ubuntu, Cantarell, "Open Sans", "Helvetica Neue", sans-serif}.b{font-weight:400}.c{background-color:rgba(255, 255, 255, 1)}.l{display:block}.m{position:sticky}.n{top:0}.o{z-index:500}.p{padding:0 24px}.q{align-items:center}.r{border-bottom:solid 1px #F2F2F2}.y{height:41px}.z{line-height:20px}.ab{display:flex}.ac{height:57px}.ae{flex:1 0 auto}.af{color:inherit}.ag{fill:inherit}.ah{font-size:inherit}.ai{border:inherit}.aj{font-family:inherit}.ak{letter-spacing:inherit}.al{font-weight:inherit}.am{padding:0}.an{margin:0}.ao{cursor:pointer}.ap:disabled{cursor:not-allowed}.aq:disabled{color:#6B6B6B}.ar:disabled{fill:#6B6B6B}.au{width:auto}.av path{fill:#242424}.aw{height:25px}.ax{margin-left:16px}.ay{border:none}.az{border-radius:20px}.ba{width:240px}.bb{background:#F9F9F9}.bc path{fill:#6B6B6B}.be{outline:none}.bf{font-family:sohne, "Helvetica Neue", Helvetica, Arial, sans-serif}.bg{font-size:14px}.bh{width:100%}.bi{padding:10px 20px 10px 0}.bj{background-color:transparent}.bk{color:#242424}.bl::placeholder{color:#6B6B6B}.bm{display:inline-block}.bn{margin-left:12px}.bo{margin-right:12px}.bp{border-radius:4px}.bq{margin-left:24px}.br{height:24px}.bx{background-color:#F9F9F9}.by{border-radius:50%}.bz{height:32px}.ca{width:32px}.cb{justify-content:center}.ch{max-width:680px}.ci{min-width:0}.cj{animation:k1 1.2s ease-in-out infinite}.ck{height:100vh}.cl{margin-bottom:16px}.cm{margin-top:48px}.cn{align-items:flex-start}.co{flex-direction:column}.cp{justify-content:space-between}.cq{margin-bottom:24px}.cw{width:80%}.cx{background-color:#F2F2F2}.dd{height:44px}.de{width:44px}.df{margin:auto 0}.dg{margin-bottom:4px}.dh{height:16px}.di{width:120px}.dj{width:80px}.dp{margin-bottom:8px}.dq{width:96%}.dr{width:98%}.ds{width:81%}.dt{margin-left:8px}.du{color:#6B6B6B}.dv{font-size:13px}.dw{height:100%}.ep{color:#FFFFFF}.eq{fill:#FFFFFF}.er{background:#1A8917}.es{border-color:#1A8917}.ew:disabled{cursor:inherit !important}.ex:disabled{opacity:0.3}.ey:disabled:hover{background:#1A8917}.ez:disabled:hover{border-color:#1A8917}.fa{border-radius:99em}.fb{border-width:1px}.fc{border-style:solid}.fd{box-sizing:border-box}.fe{text-decoration:none}.ff{text-align:center}.fi{margin-right:32px}.fj{position:relative}.fk{fill:#6B6B6B}.fn{background:transparent}.fo svg{margin-left:4px}.fp svg{fill:#6B6B6B}.fr{box-shadow:inset 0 0 0 1px rgba(0, 0, 0, 0.05)}.fs{position:absolute}.fz{margin:0 24px}.gd{background:rgba(255, 255, 255, 1)}.ge{border:1px solid #F2F2F2}.gf{box-shadow:0 1px 4px #F2F2F2}.gg{max-height:100vh}.gh{overflow-y:auto}.gi{left:0}.gj{top:calc(100vh + 100px)}.gk{bottom:calc(100vh + 100px)}.gl{width:10px}.gm{pointer-events:none}.gs{gap:12px}.gt{margin-right:4px}.gu{margin-top:2px}.gv{box-sizing:content-box}.gw{word-break:break-word}.gx{word-wrap:break-word}.gy:after{display:block}.gz:after{content:""}.ha:after{clear:both}.hb{line-height:1.23}.hc{letter-spacing:0}.hd{font-style:normal}.he{font-weight:700}.hz{margin-top:0px}.if{align-items:baseline}.ig{width:48px}.ih{height:48px}.ii{border:2px solid rgba(255, 255, 255, 1)}.ij{z-index:0}.ik{box-shadow:none}.il{border:1px solid rgba(0, 0, 0, 0.05)}.im{margin-bottom:2px}.in{flex-wrap:nowrap}.io{font-size:16px}.ip{line-height:24px}.ir{margin-left:2px}.is{margin-top:1px}.it{cursor:initial}.iu{margin:0 8px}.iv{display:inline}.iw{color:#1A8917}.ix{fill:#1A8917}.ja{flex:0 0 auto}.jd{flex-wrap:wrap}.je{padding-left:8px}.jf{padding-right:8px}.kg> *{flex-shrink:0}.kh{overflow-x:scroll}.ki::-webkit-scrollbar{display:none}.kj{scrollbar-width:none}.kk{-ms-overflow-style:none}.kl{width:74px}.km{flex-direction:row}.kn{z-index:2}.kq{-webkit-user-select:none}.kr{border:0}.ks{fill:rgba(117, 117, 117, 1)}.kv{outline:0}.kw{user-select:none}.kx> svg{pointer-events:none}.lg{cursor:progress}.lh{opacity:1}.li{padding:4px 0}.ll{width:16px}.ln{display:inline-flex}.lt{max-width:100%}.lu{padding:8px 2px}.lv svg{color:#6B6B6B}.mm{margin-left:auto}.mn{margin-right:auto}.mo{max-width:2240px}.mp{clear:both}.mr{cursor:zoom-in}.ms{z-index:auto}.mu{height:auto}.mv{margin-top:10px}.mw{max-width:728px}.mz{line-height:1.58}.na{letter-spacing:-0.004em}.nb{font-family:source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif}.nw{margin-bottom:-0.46em}.nx{text-decoration:underline}.ny{border-top:none}.nz{margin-bottom:14px}.oa{height:52px}.ob{max-height:52px}.oc{position:static}.od{z-index:1}.of{max-width:155px}.ol{margin-right:20px}.or{height:0px}.os{margin-bottom:40px}.ph{height:64px}.pi{width:64px}.pj{align-self:flex-end}.pk{color:rgba(255, 255, 255, 1)}.pl{padding:8px 16px}.pm{fill:rgba(255, 255, 255, 1)}.pn{background:rgba(25, 25, 25, 1)}.po{border-color:rgba(25, 25, 25, 1)}.pr:disabled{opacity:0.1}.ps:disabled:hover{background:rgba(25, 25, 25, 1)}.pt:disabled:hover{border-color:rgba(25, 25, 25, 1)}.pu{flex:1 1 auto}.qa{padding-right:4px}.qb{font-weight:500}.qo{margin-top:8px}.qp{white-space:pre-wrap}.qq{margin-top:16px}.qr{margin-bottom:54px}.rm{gap:18px}.rn{fill:rgba(61, 61, 61, 1)}.ru{border-bottom:solid 1px #E5E5E5}.rv{margin-top:72px}.rw{padding:24px 0}.rx{margin-bottom:0px}.ry{margin-right:16px}.as:hover:not(:disabled){color:rgba(25, 25, 25, 1)}.at:hover:not(:disabled){fill:rgba(25, 25, 25, 1)}.et:hover{background:#156D12}.eu:hover{border-color:#156D12}.ev:hover{cursor:pointer}.fl:hover{color:#242424}.fm:hover{fill:#242424}.fq:hover svg{fill:#242424}.ft:hover{background-color:rgba(0, 0, 0, 0.1)}.iq:hover{text-decoration:underline}.iy:hover:not(:disabled){color:#156D12}.iz:hover:not(:disabled){fill:#156D12}.ku:hover{fill:rgba(8, 8, 8, 1)}.lj:hover{fill:#000000}.lk:hover p{color:#000000}.lm:hover{color:#000000}.lw:hover svg{color:#000000}.pg:hover{background-color:none}.pp:hover{background:#000000}.pq:hover{border-color:#242424}.ro:hover{fill:rgba(25, 25, 25, 1)}.bd:focus-within path{fill:#242424}.kt:focus{fill:rgba(8, 8, 8, 1)}.lx:focus svg{color:#000000}.mt:focus{transform:scale(1.01)}.ky:active{border-style:none}</style><style type="text/css" data-fela-rehydration="492" data-fela-type="RULE" media="all and (min-width: 1080px)">.d{display:none}.bw{width:64px}.cg{margin:0 64px}.cv{height:48px}.dc{margin-bottom:52px}.do{margin-bottom:48px}.ef{font-size:14px}.eg{line-height:20px}.em{font-size:13px}.eo{padding:5px 12px}.fh{display:flex}.fy{margin-bottom:68px}.gc{max-width:680px}.gr{margin-top:40px}.hv{font-size:42px}.hw{margin-bottom:32px}.hx{line-height:52px}.hy{letter-spacing:-0.011em}.ie{align-items:center}.js{border-top:solid 1px #F2F2F2}.jt{border-bottom:solid 1px #F2F2F2}.ju{margin:32px 0 0}.jv{padding:3px 8px}.ke> *{margin-right:24px}.kf> :last-child{margin-right:0}.lf{margin-top:0px}.ls{margin:0}.ns{font-size:20px}.nt{margin-top:2.14em}.nu{line-height:32px}.nv{letter-spacing:-0.003em}.ok{display:inline-block}.oq{margin-bottom:104px}.ot{flex-direction:row}.ow{margin-bottom:0}.ox{margin-right:20px}.pv{max-width:500px}.qm{line-height:24px}.qn{letter-spacing:0}.qw{margin-bottom:72px}.rj{font-size:24px}.rk{line-height:30px}.rl{letter-spacing:-0.016em}.rt{padding-top:72px}</style><style type="text/css" data-fela-rehydration="492" data-fela-type="RULE" media="all and (max-width: 1079.98px)">.e{display:none}.le{margin-top:0px}.mx{margin-left:auto}.my{text-align:center}.oj{display:inline-block}</style><style type="text/css" data-fela-rehydration="492" data-fela-type="RULE" media="all and (max-width: 903.98px)">.f{display:none}.ld{margin-top:0px}.oi{display:inline-block}</style><style type="text/css" data-fela-rehydration="492" data-fela-type="RULE" media="all and (max-width: 727.98px)">.g{display:none}.lb{margin-top:0px}.lc{margin-right:0px}.oh{display:inline-block}</style><style type="text/css" data-fela-rehydration="492" data-fela-type="RULE" media="all and (max-width: 551.98px)">.h{display:none}.s{display:flex}.t{justify-content:space-between}.bs{width:24px}.cc{margin:0 24px}.cr{height:40px}.cy{margin-bottom:44px}.dk{margin-bottom:32px}.dx{font-size:13px}.dy{line-height:20px}.eh{padding:0px 8px 1px}.fu{margin-bottom:4px}.gn{margin-top:32px}.hf{font-size:32px}.hg{margin-bottom:24px}.hh{line-height:38px}.hi{letter-spacing:-0.014em}.ia{align-items:flex-start}.jb{flex-direction:column}.jg{margin:24px -24px 0}.jh{padding:0}.jw> *{margin-right:8px}.jx> :last-child{margin-right:24px}.ko{margin-left:0px}.kz{margin-top:0px}.la{margin-right:0px}.lo{margin:0}.ly{border:1px solid #F2F2F2}.lz{border-radius:99em}.ma{padding:0px 16px 0px 12px}.mb{height:38px}.mc{align-items:center}.me svg{margin-right:8px}.nc{font-size:18px}.nd{margin-top:1.56em}.ne{line-height:28px}.nf{letter-spacing:-0.003em}.og{display:inline-block}.om{margin-bottom:96px}.pe{margin-bottom:20px}.pf{margin-right:0}.pz{max-width:100%}.qc{font-size:24px}.qd{line-height:30px}.qe{letter-spacing:-0.016em}.qs{margin-bottom:64px}.qx{font-size:20px}.qy{line-height:24px}.qz{letter-spacing:0}.rp{padding-top:48px}.md:hover{border-color:#E5E5E5}</style><style type="text/css" data-fela-rehydration="492" data-fela-type="RULE" media="all and (min-width: 904px) and (max-width: 1079.98px)">.i{display:none}.bv{width:64px}.cf{margin:0 64px}.cu{height:48px}.db{margin-bottom:52px}.dn{margin-bottom:48px}.ed{font-size:14px}.ee{line-height:20px}.ek{font-size:13px}.el{padding:5px 12px}.fg{display:flex}.fx{margin-bottom:68px}.gb{max-width:680px}.gq{margin-top:40px}.hr{font-size:42px}.hs{margin-bottom:32px}.ht{line-height:52px}.hu{letter-spacing:-0.011em}.id{align-items:center}.jo{border-top:solid 1px #F2F2F2}.jp{border-bottom:solid 1px #F2F2F2}.jq{margin:32px 0 0}.jr{padding:3px 8px}.kc> *{margin-right:24px}.kd> :last-child{margin-right:0}.lr{margin:0}.no{font-size:20px}.np{margin-top:2.14em}.nq{line-height:32px}.nr{letter-spacing:-0.003em}.op{margin-bottom:104px}.ou{flex-direction:row}.oy{margin-bottom:0}.oz{margin-right:20px}.pw{max-width:500px}.qk{line-height:24px}.ql{letter-spacing:0}.qv{margin-bottom:72px}.rg{font-size:24px}.rh{line-height:30px}.ri{letter-spacing:-0.016em}.rs{padding-top:72px}</style><style type="text/css" data-fela-rehydration="492" data-fela-type="RULE" media="all and (min-width: 728px) and (max-width: 903.98px)">.j{display:none}.w{display:flex}.x{justify-content:space-between}.bu{width:64px}.ce{margin:0 48px}.ct{height:48px}.da{margin-bottom:52px}.dm{margin-bottom:48px}.eb{font-size:13px}.ec{line-height:20px}.ej{padding:0px 8px 1px}.fw{margin-bottom:68px}.ga{max-width:680px}.gp{margin-top:40px}.hn{font-size:42px}.ho{margin-bottom:32px}.hp{line-height:52px}.hq{letter-spacing:-0.011em}.ic{align-items:center}.jk{border-top:solid 1px #F2F2F2}.jl{border-bottom:solid 1px #F2F2F2}.jm{margin:32px 0 0}.jn{padding:3px 8px}.ka> *{margin-right:24px}.kb> :last-child{margin-right:0}.lq{margin:0}.nk{font-size:20px}.nl{margin-top:2.14em}.nm{line-height:32px}.nn{letter-spacing:-0.003em}.oo{margin-bottom:104px}.ov{flex-direction:row}.pa{margin-bottom:0}.pb{margin-right:20px}.px{max-width:500px}.qi{line-height:24px}.qj{letter-spacing:0}.qu{margin-bottom:72px}.rd{font-size:24px}.re{line-height:30px}.rf{letter-spacing:-0.016em}.rr{padding-top:72px}</style><style type="text/css" data-fela-rehydration="492" data-fela-type="RULE" media="all and (min-width: 552px) and (max-width: 727.98px)">.k{display:none}.u{display:flex}.v{justify-content:space-between}.bt{width:24px}.cd{margin:0 24px}.cs{height:40px}.cz{margin-bottom:44px}.dl{margin-bottom:32px}.dz{font-size:13px}.ea{line-height:20px}.ei{padding:0px 8px 1px}.fv{margin-bottom:4px}.go{margin-top:32px}.hj{font-size:32px}.hk{margin-bottom:24px}.hl{line-height:38px}.hm{letter-spacing:-0.014em}.ib{align-items:flex-start}.jc{flex-direction:column}.ji{margin:24px 0 0}.jj{padding:0}.jy> *{margin-right:8px}.jz> :last-child{margin-right:8px}.kp{margin-left:0px}.lp{margin:0}.mf{border:1px solid #F2F2F2}.mg{border-radius:99em}.mh{padding:0px 16px 0px 12px}.mi{height:38px}.mj{align-items:center}.ml svg{margin-right:8px}.ng{font-size:18px}.nh{margin-top:1.56em}.ni{line-height:28px}.nj{letter-spacing:-0.003em}.on{margin-bottom:96px}.pc{margin-bottom:20px}.pd{margin-right:0}.py{max-width:100%}.qf{font-size:24px}.qg{line-height:30px}.qh{letter-spacing:-0.016em}.qt{margin-bottom:64px}.ra{font-size:20px}.rb{line-height:24px}.rc{letter-spacing:0}.rq{padding-top:48px}.mk:hover{border-color:#E5E5E5}</style><style type="text/css" data-fela-rehydration="492" data-fela-type="RULE" media="print">.oe{display:none}</style><style type="text/css" data-fela-rehydration="492" data-fela-type="RULE" media="(prefers-reduced-motion: no-preference)">.mq{transition:transform 300ms cubic-bezier(0.2, 0, 0.2, 1)}</style></head><body><div id="root"><div class="a b c"><div class="d e f g h i j k"></div><script>document.domain = document.domain;</script><div class="l c"><div class="l m n o c"><div class="p q r s t u v w x i d y z"><a class="du ag dv bf ak b am an ao ap aq ar as at s u w i d q dw z" href="https://rsci.app.link/?%24canonical_url=https%3A%2F%2Fmedium.com%2Fp%2Fd1a972fcfbc2&amp;%7Efeature=LoOpenInAppButton&amp;%7Echannel=ShowPostUnderUser&amp;source=---top_nav_layout_nav----------------------------------" rel="noopener follow">Open in app<svg xmlns="http://www.w3.org/2000/svg" width="10" height="10" fill="none" viewBox="0 0 10 10" class="dt"><path fill="currentColor" d="M.985 8.485a.375.375 0 1 0 .53.53zM8.75 1.25h.375A.375.375 0 0 0 8.75.875zM8.375 6.5a.375.375 0 1 0 .75 0zM3.5.875a.375.375 0 1 0 0 .75zm-1.985 8.14 7.5-7.5-.53-.53-7.5 7.5zm6.86-7.765V6.5h.75V1.25zM3.5 1.625h5.25v-.75H3.5z"></path></svg></a><div class="ab q"><p class="bf b dx dy dz ea eb ec ed ee ef eg du"><span><button class="bf b dx dy eh dz ea ei eb ec ej ek ee el em eg eo ep eq er es et eu ev ew ex ey ez fa fb fc fd bm fe ff" data-testid="headerSignUpButton">Sign up</button></span></p><div class="ax l"><p class="bf b dx dy dz ea eb ec ed ee ef eg du"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" data-testid="headerSignInButton" rel="noopener follow" href="/m/signin?operation=login&amp;redirect=https%3A%2F%2Fmedium.com%2F%40brandeismarshall%2Fai-human-collaboration-d1a972fcfbc2&amp;source=post_page---top_nav_layout_nav-----------------------global_nav-----------">Sign in</a></span></p></div></div></div><div class="p q r ab ac"><div class="ab q ae"><a class="af ag ah ai aj ak al am an ao ap aq ar as at ab" aria-label="Homepage" data-testid="headerMediumLogo" rel="noopener follow" href="/?source=---top_nav_layout_nav----------------------------------"><svg xmlns="http://www.w3.org/2000/svg" width="719" height="160" fill="none" viewBox="0 0 719 160" class="au av aw"><path fill="#242424" d="m174.104 9.734.215-.047V8.02H130.39L89.6 103.89 48.81 8.021H1.472v1.666l.212.047c8.018 1.81 12.09 4.509 12.09 14.242V137.93c0 9.734-4.087 12.433-12.106 14.243l-.212.047v1.671h32.118v-1.665l-.213-.048c-8.018-1.809-12.089-4.509-12.089-14.242V30.586l52.399 123.305h2.972l53.925-126.743V140.75c-.687 7.688-4.721 10.062-11.982 11.701l-.215.05v1.652h55.948v-1.652l-.215-.05c-7.269-1.639-11.4-4.013-12.087-11.701l-.037-116.774h.037c0-9.733 4.071-12.432 12.087-14.242m25.555 75.488c.915-20.474 8.268-35.252 20.606-35.507 3.806.063 6.998 1.312 9.479 3.714 5.272 5.118 7.751 15.812 7.368 31.793zm-.553 5.77h65.573v-.275c-.186-15.656-4.721-27.834-13.466-36.196-7.559-7.227-18.751-11.203-30.507-11.203h-.263c-6.101 0-13.584 1.48-18.909 4.16-6.061 2.807-11.407 7.003-15.855 12.511-7.161 8.874-11.499 20.866-12.554 34.343q-.05.606-.092 1.212a50 50 0 0 0-.065 1.151 85.807 85.807 0 0 0-.094 5.689c.71 30.524 17.198 54.917 46.483 54.917 25.705 0 40.675-18.791 44.407-44.013l-1.886-.664c-6.557 13.556-18.334 21.771-31.738 20.769-18.297-1.369-32.314-19.922-31.042-42.395m139.722 41.359c-2.151 5.101-6.639 7.908-12.653 7.908s-11.513-4.129-15.418-11.63c-4.197-8.053-6.405-19.436-6.405-32.92 0-28.067 8.729-46.22 22.24-46.22 5.657 0 10.111 2.807 12.236 7.704zm43.499 20.008c-8.019-1.897-12.089-4.722-12.089-14.951V1.309l-48.716 14.353v1.757l.299-.024c6.72-.543 11.278.386 13.925 2.83 2.072 1.915 3.082 4.853 3.082 8.987v18.66c-4.803-3.067-10.516-4.56-17.448-4.56-14.059 0-26.909 5.92-36.176 16.672-9.66 11.205-14.767 26.518-14.767 44.278-.003 31.72 15.612 53.039 38.851 53.039 13.595 0 24.533-7.449 29.54-20.013v16.865h43.711v-1.746zM424.1 19.819c0-9.904-7.468-17.374-17.375-17.374-9.859 0-17.573 7.632-17.573 17.374s7.721 17.374 17.573 17.374c9.907 0 17.375-7.47 17.375-17.374m11.499 132.546c-8.019-1.897-12.089-4.722-12.089-14.951h-.035V43.635l-43.714 12.551v1.705l.263.024c9.458.842 12.047 4.1 12.047 15.152v81.086h43.751v-1.746zm112.013 0c-8.018-1.897-12.089-4.722-12.089-14.951V43.635l-41.621 12.137v1.71l.246.026c7.733.813 9.967 4.257 9.967 15.36v59.279c-2.578 5.102-7.415 8.131-13.274 8.336-9.503 0-14.736-6.419-14.736-18.073V43.638l-43.714 12.55v1.703l.262.024c9.459.84 12.05 4.097 12.05 15.152v50.17a56.3 56.3 0 0 0 .91 10.444l.787 3.423c3.701 13.262 13.398 20.197 28.59 20.197 12.868 0 24.147-7.966 29.115-20.43v17.311h43.714v-1.747zm169.818 1.788v-1.749l-.213-.05c-8.7-2.006-12.089-5.789-12.089-13.49v-63.79c0-19.89-11.171-31.761-29.883-31.761-13.64 0-25.141 7.882-29.569 20.16-3.517-13.01-13.639-20.16-28.606-20.16-13.146 0-23.449 6.938-27.869 18.657V43.643L545.487 55.68v1.715l.263.024c9.345.829 12.047 4.181 12.047 14.95v81.784h40.787v-1.746l-.215-.053c-6.941-1.631-9.181-4.606-9.181-12.239V66.998c1.836-4.289 5.537-9.37 12.853-9.37 9.086 0 13.692 6.296 13.692 18.697v77.828h40.797v-1.746l-.215-.053c-6.94-1.631-9.18-4.606-9.18-12.239V75.066a42 42 0 0 0-.578-7.26c1.947-4.661 5.86-10.177 13.475-10.177 9.214 0 13.691 6.114 13.691 18.696v77.828z"></path></svg></a><div class="ax h"><div class="ab ay az ba bb q bc bd"><div class="bm" aria-hidden="false" aria-describedby="searchResults" aria-labelledby="searchResults"></div><div class="bn bo ab"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24"><path fill="currentColor" fill-rule="evenodd" d="M4.092 11.06a6.95 6.95 0 1 1 13.9 0 6.95 6.95 0 0 1-13.9 0m6.95-8.05a8.05 8.05 0 1 0 5.13 14.26l3.75 3.75a.56.56 0 1 0 .79-.79l-3.73-3.73A8.05 8.05 0 0 0 11.042 3z" clip-rule="evenodd"></path></svg></div><input role="combobox" aria-controls="searchResults" aria-expanded="false" aria-label="search" data-testid="headerSearchInput" tabindex="0" class="ay be bf bg z bh bi bj bk bl" placeholder="Search" value=""/></div></div></div><div class="h k w fg fh"><div class="fi ab"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" data-testid="headerWriteButton" rel="noopener follow" href="/m/signin?operation=register&amp;redirect=https%3A%2F%2Fmedium.com%2Fnew-story&amp;source=---top_nav_layout_nav-----------------------new_post_topnav-----------"><div class="bf b bg z du fj fk ab q fl fm"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24" aria-label="Write"><path fill="currentColor" d="M14 4a.5.5 0 0 0 0-1zm7 6a.5.5 0 0 0-1 0zm-7-7H4v1h10zM3 4v16h1V4zm1 17h16v-1H4zm17-1V10h-1v10zm-1 1a1 1 0 0 0 1-1h-1zM3 20a1 1 0 0 0 1 1v-1zM4 3a1 1 0 0 0-1 1h1z"></path><path stroke="currentColor" d="m17.5 4.5-8.458 8.458a.25.25 0 0 0-.06.098l-.824 2.47a.25.25 0 0 0 .316.316l2.47-.823a.25.25 0 0 0 .098-.06L19.5 6.5m-2-2 2.323-2.323a.25.25 0 0 1 .354 0l1.646 1.646a.25.25 0 0 1 0 .354L19.5 6.5m-2-2 2 2"></path></svg><div class="dt l">Write</div></div></a></span></div></div><div class="k j i d"><div class="fi ab"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" data-testid="headerSearchButton" rel="noopener follow" href="/search?source=---top_nav_layout_nav----------------------------------"><div class="bf b bg z du fj fk ab q fl fm"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24" aria-label="Search"><path fill="currentColor" fill-rule="evenodd" d="M4.092 11.06a6.95 6.95 0 1 1 13.9 0 6.95 6.95 0 0 1-13.9 0m6.95-8.05a8.05 8.05 0 1 0 5.13 14.26l3.75 3.75a.56.56 0 1 0 .79-.79l-3.73-3.73A8.05 8.05 0 0 0 11.042 3z" clip-rule="evenodd"></path></svg></div></a></div></div><div class="fi h k j"><div class="ab q"><p class="bf b dx dy dz ea eb ec ed ee ef eg du"><span><button class="bf b dx dy eh dz ea ei eb ec ej ek ee el em eg eo ep eq er es et eu ev ew ex ey ez fa fb fc fd bm fe ff" data-testid="headerSignUpButton">Sign up</button></span></p><div class="ax l"><p class="bf b dx dy dz ea eb ec ed ee ef eg du"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" data-testid="headerSignInButton" rel="noopener follow" href="/m/signin?operation=login&amp;redirect=https%3A%2F%2Fmedium.com%2F%40brandeismarshall%2Fai-human-collaboration-d1a972fcfbc2&amp;source=post_page---top_nav_layout_nav-----------------------global_nav-----------">Sign in</a></span></p></div></div></div><div class="l" aria-hidden="false"><button class="ay fn am ab q ao fo fp fq" aria-label="user options menu" data-testid="headerUserIcon"><div class="l fj"><img alt="" class="l fd by bz ca cx" src="https://miro.medium.com/v2/resize:fill:64:64/1*dmbNkD5D-u45r44go_cf0g.png" width="32" height="32" loading="lazy" role="presentation"/><div class="fr by l bz ca fs n ay ft"></div></div></button></div></div></div><div class="l"><div class="fu fv fw fx fy l"><div class="ab cb"><div class="ci bh fz ga gb gc"></div></div><article class="meteredContent"><div class="l"><div class="l"><span class="l"></span><section><div><div class="fs gi gj gk gl gm"></div><div><div class="speechify-ignore l"><div class="gn go gp gq gr l"></div><div class="ab cb"><div class="ci bh fz ga gb gc"><div class="cl ab gs"><div class="gv ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div><div class="s u w fg fh q"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64" class="gt gu"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg><p class="bf b bg z du">Member-only story</p></div></button></div></div></div></div></div></div></div><div class="gw gx gy gz ha"><div class="ab cb"><div class="ci bh fz ga gb gc"><div><h1 id="4839" class="pw-post-title hb hc hd bf he hf hg hh hi hj hk hl hm hn ho hp hq hr hs ht hu hv hw hx hy hz bk" data-testid="storyTitle">AI &amp; Human Collaboration</h1><div><div class="speechify-ignore ab cp"><div class="speechify-ignore bh l"><div class="ia ib ic id ie ab"><div><div class="ab if"><div><div class="bm" aria-hidden="false"><a rel="noopener follow" href="/@brandeismarshall?source=post_page---byline--d1a972fcfbc2--------------------------------"><div class="l ig ih by ii ij"><div class="l fj"><img alt="Brandeis Marshall" class="l fd by dd de cx" src="https://miro.medium.com/v2/resize:fill:88:88/1*qLWny7soUL4K4lqhX1wQVw.png" width="44" height="44" loading="lazy" data-testid="authorPhoto"/><div class="ik by l dd de fs n il ft"></div></div></div></a></div></div></div></div><div class="bn bh l"><div class="ab"><div style="flex:1"><span class="bf b bg z bk"><div class="im ab q"><div class="ab q in"><div class="ab q"><div><div class="bm" aria-hidden="false"><p class="bf b io ip bk"><a class="af ag ah ai aj ak al am an ao ap aq ar iq" data-testid="authorName" rel="noopener follow" href="/@brandeismarshall?source=post_page---byline--d1a972fcfbc2--------------------------------">Brandeis Marshall</a></p></div></div></div><div class="ir is l"><div class="ab it"><div class="ab"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 16 16"><path fill="#437AFF" d="M15.163 8c0 .65-.459 1.144-.863 1.575-.232.244-.471.5-.563.719s-.086.543-.092.875c-.006.606-.018 1.3-.49 1.781-.47.481-1.15.494-1.744.5-.324.006-.655.013-.857.094s-.465.337-.704.575c-.422.412-.906.881-1.542.881-.637 0-1.12-.469-1.543-.881-.239-.238-.49-.482-.704-.575-.214-.094-.532-.088-.857-.094-.593-.006-1.273-.019-1.744-.5s-.484-1.175-.49-1.781c-.006-.332-.012-.669-.092-.875-.08-.207-.33-.475-.563-.719-.404-.431-.863-.925-.863-1.575s.46-1.144.863-1.575c.233-.244.472-.5.563-.719.092-.219.086-.544.092-.875.006-.606.019-1.3.49-1.781s1.15-.494 1.744-.5c.325-.006.655-.012.857-.094.202-.081.465-.337.704-.575C7.188 1.47 7.671 1 8.308 1s1.12.469 1.542.881c.239.238.49.481.704.575s.533.088.857.094c.594.006 1.273.019 1.745.5.47.481.483 1.175.49 1.781.005.331.011.669.091.875s.33.475.563.719c.404.431.863.925.863 1.575"></path><path fill="#fff" d="M7.328 10.5c.195 0 .381.08.519.22.137.141.215.331.216.53 0 .066.026.13.072.177a.24.24 0 0 0 .346 0 .25.25 0 0 0 .071-.177c.001-.199.079-.389.216-.53a.73.73 0 0 1 .519-.22h1.959c.13 0 .254-.053.346-.146a.5.5 0 0 0 .143-.354V6a.5.5 0 0 0-.143-.354.49.49 0 0 0-.346-.146h-1.47c-.324 0-.635.132-.865.366-.23.235-.359.552-.359.884v2.5c0 .066-.025.13-.071.177a.24.24 0 0 1-.346 0 .25.25 0 0 1-.072-.177v-2.5c0-.332-.13-.65-.359-.884A1.21 1.21 0 0 0 6.84 5.5h-1.47a.49.49 0 0 0-.346.146A.5.5 0 0 0 4.88 6v4c0 .133.051.26.143.354a.49.49 0 0 0 .347.146z"></path></svg></div></div></div><span class="iu iv" aria-hidden="true"><span class="bf b bg z du">·</span></span><p class="bf b io ip du"><span><a class="iw ix ah ai aj ak al am an ao ap aq ar ex iy iz" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fsubscribe%2Fuser%2Fb07c4b0303ba&amp;operation=register&amp;redirect=https%3A%2F%2Fmedium.com%2F%40brandeismarshall%2Fai-human-collaboration-d1a972fcfbc2&amp;user=Brandeis+Marshall&amp;userId=b07c4b0303ba&amp;source=post_page-b07c4b0303ba--byline--d1a972fcfbc2---------------------post_header-----------">Follow</a></span></p></div></div></span></div></div><div class="l ja"><span class="bf b bg z du"><div class="ab cn jb jc jd"><span class="bf b bg z du"><div class="ab ae"><span data-testid="storyReadTime">2 min read</span><div class="je jf l" aria-hidden="true"><span class="l" aria-hidden="true"><span class="bf b bg z du">·</span></span></div><span data-testid="storyPublishDate">Nov 18, 2024</span></div></span></div></span></div></div></div><div class="ab cp jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv"><div class="h k w fg fh q"><div class="kl l"><div class="ab q km kn"><div class="pw-multi-vote-icon fj gt ko kp kq"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" data-testid="headerClapButton" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fvote%2Fp%2Fd1a972fcfbc2&amp;operation=register&amp;redirect=https%3A%2F%2Fmedium.com%2F%40brandeismarshall%2Fai-human-collaboration-d1a972fcfbc2&amp;user=Brandeis+Marshall&amp;userId=b07c4b0303ba&amp;source=---header_actions--d1a972fcfbc2---------------------clap_footer-----------"><div><div class="bm" aria-hidden="false"><div class="kr ao ks kt ku kv am kw kx ky kq"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" aria-label="clap"><path fill-rule="evenodd" d="M11.37.828 12 3.282l.63-2.454zM13.916 3.953l1.523-2.112-1.184-.39zM8.589 1.84l1.522 2.112-.337-2.501zM18.523 18.92c-.86.86-1.75 1.246-2.62 1.33a6 6 0 0 0 .407-.372c2.388-2.389 2.86-4.951 1.399-7.623l-.912-1.603-.79-1.672c-.26-.56-.194-.98.203-1.288a.7.7 0 0 1 .546-.132c.283.046.546.231.728.5l2.363 4.157c.976 1.624 1.141 4.237-1.324 6.702m-10.999-.438L3.37 14.328a.828.828 0 0 1 .585-1.408.83.83 0 0 1 .585.242l2.158 2.157a.365.365 0 0 0 .516-.516l-2.157-2.158-1.449-1.449a.826.826 0 0 1 1.167-1.17l3.438 3.44a.363.363 0 0 0 .516 0 .364.364 0 0 0 0-.516L5.293 9.513l-.97-.97a.826.826 0 0 1 0-1.166.84.84 0 0 1 1.167 0l.97.968 3.437 3.436a.36.36 0 0 0 .517 0 .366.366 0 0 0 0-.516L6.977 7.83a.82.82 0 0 1-.241-.584.82.82 0 0 1 .824-.826c.219 0 .43.087.584.242l5.787 5.787a.366.366 0 0 0 .587-.415l-1.117-2.363c-.26-.56-.194-.98.204-1.289a.7.7 0 0 1 .546-.132c.283.046.545.232.727.501l2.193 3.86c1.302 2.38.883 4.59-1.277 6.75-1.156 1.156-2.602 1.627-4.19 1.367-1.418-.236-2.866-1.033-4.079-2.246M10.75 5.971l2.12 2.12c-.41.502-.465 1.17-.128 1.89l.22.465-3.523-3.523a.8.8 0 0 1-.097-.368c0-.22.086-.428.241-.584a.847.847 0 0 1 1.167 0m7.355 1.705c-.31-.461-.746-.758-1.23-.837a1.44 1.44 0 0 0-1.11.275c-.312.24-.505.543-.59.881a1.74 1.74 0 0 0-.906-.465 1.47 1.47 0 0 0-.82.106l-2.182-2.182a1.56 1.56 0 0 0-2.2 0 1.54 1.54 0 0 0-.396.701 1.56 1.56 0 0 0-2.21-.01 1.55 1.55 0 0 0-.416.753c-.624-.624-1.649-.624-2.237-.037a1.557 1.557 0 0 0 0 2.2c-.239.1-.501.238-.715.453a1.56 1.56 0 0 0 0 2.2l.516.515a1.556 1.556 0 0 0-.753 2.615L7.01 19c1.32 1.319 2.909 2.189 4.475 2.449q.482.08.971.08c.85 0 1.653-.198 2.393-.579.231.033.46.054.686.054 1.266 0 2.457-.52 3.505-1.567 2.763-2.763 2.552-5.734 1.439-7.586z" clip-rule="evenodd"></path></svg></div></div></div></a></span></div><div class="pw-multi-vote-count l kz la lb lc ld le lf"><p class="bf b dv z du"><span class="lg">--</span></p></div></div></div><div><div class="bm" aria-hidden="false"><button class="ao kr lh li ab q fk lj lk" aria-label="responses"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" class="hz"><path d="M18.006 16.803c1.533-1.456 2.234-3.325 2.234-5.321C20.24 7.357 16.709 4 12.191 4S4 7.357 4 11.482c0 4.126 3.674 7.482 8.191 7.482.817 0 1.622-.111 2.393-.327.231.2.48.391.744.559 1.06.693 2.203 1.044 3.399 1.044.224-.008.4-.112.486-.287a.49.49 0 0 0-.042-.518c-.495-.67-.845-1.364-1.04-2.057a4 4 0 0 1-.125-.598zm-3.122 1.055-.067-.223-.315.096a8 8 0 0 1-2.311.338c-4.023 0-7.292-2.955-7.292-6.587 0-3.633 3.269-6.588 7.292-6.588 4.014 0 7.112 2.958 7.112 6.593 0 1.794-.608 3.469-2.027 4.72l-.195.168v.255c0 .056 0 .151.016.295.025.231.081.478.154.733.154.558.398 1.117.722 1.659a5.3 5.3 0 0 1-2.165-.845c-.276-.176-.714-.383-.941-.59z"></path></svg></button></div></div></div><div class="ab q jw jx jy jz ka kb kc kd ke kf kg kh ki kj kk"><div class="ll k j i d"></div><div class="h k"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" data-testid="headerBookmarkButton" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fd1a972fcfbc2&amp;operation=register&amp;redirect=https%3A%2F%2Fmedium.com%2F%40brandeismarshall%2Fai-human-collaboration-d1a972fcfbc2&amp;source=---header_actions--d1a972fcfbc2---------------------bookmark_footer-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="du lm" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div><div class="fd ln cn"><div class="l ae"><div class="ab cb"><div class="lo lp lq lr ls lt ci bh"><div class="ab"></div></div></div></div></div><div class="bm" aria-hidden="false" aria-describedby="postFooterSocialMenu" aria-labelledby="postFooterSocialMenu"><div><div class="bm" aria-hidden="false"><button aria-controls="postFooterSocialMenu" aria-expanded="false" aria-label="Share Post" data-testid="headerSocialShareButton" class="af fk ah ai aj ak al lu an ao ap ex lv lw lk lx ly lz ma mb s mc md me mf mg mh mi u mj mk ml"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24"><path fill="currentColor" fill-rule="evenodd" d="M15.218 4.931a.4.4 0 0 1-.118.132l.012.006a.45.45 0 0 1-.292.074.5.5 0 0 1-.3-.13l-2.02-2.02v7.07c0 .28-.23.5-.5.5s-.5-.22-.5-.5v-7.04l-2 2a.45.45 0 0 1-.57.04h-.02a.4.4 0 0 1-.16-.3.4.4 0 0 1 .1-.32l2.8-2.8a.5.5 0 0 1 .7 0l2.8 2.79a.42.42 0 0 1 .068.498m-.106.138.008.004v-.01zM16 7.063h1.5a2 2 0 0 1 2 2v10a2 2 0 0 1-2 2h-11c-1.1 0-2-.9-2-2v-10a2 2 0 0 1 2-2H8a.5.5 0 0 1 .35.15.5.5 0 0 1 .15.35.5.5 0 0 1-.15.35.5.5 0 0 1-.35.15H6.4c-.5 0-.9.4-.9.9v10.2a.9.9 0 0 0 .9.9h11.2c.5 0 .9-.4.9-.9v-10.2c0-.5-.4-.9-.9-.9H16a.5.5 0 0 1 0-1" clip-rule="evenodd"></path></svg><div class="j i d"><p class="bf b bg z du">Share</p></div></button></div></div></div></div></div></div></div></div></div><figure class="gn go gp gq gr mp mm mn paragraph-image"><div role="button" tabindex="0" class="mq mr fj ms bh mt"><div class="mm mn mo"><picture><source srcSet="https://miro.medium.com/v2/resize:fit:640/format:webp/1*fu70_nrNNRTAtmHgnW7vSA.jpeg 640w, https://miro.medium.com/v2/resize:fit:720/format:webp/1*fu70_nrNNRTAtmHgnW7vSA.jpeg 720w, https://miro.medium.com/v2/resize:fit:750/format:webp/1*fu70_nrNNRTAtmHgnW7vSA.jpeg 750w, https://miro.medium.com/v2/resize:fit:786/format:webp/1*fu70_nrNNRTAtmHgnW7vSA.jpeg 786w, https://miro.medium.com/v2/resize:fit:828/format:webp/1*fu70_nrNNRTAtmHgnW7vSA.jpeg 828w, https://miro.medium.com/v2/resize:fit:1100/format:webp/1*fu70_nrNNRTAtmHgnW7vSA.jpeg 1100w, https://miro.medium.com/v2/resize:fit:1400/format:webp/1*fu70_nrNNRTAtmHgnW7vSA.jpeg 1400w" sizes="(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px" type="image/webp"/><source data-testid="og" srcSet="https://miro.medium.com/v2/resize:fit:640/1*fu70_nrNNRTAtmHgnW7vSA.jpeg 640w, https://miro.medium.com/v2/resize:fit:720/1*fu70_nrNNRTAtmHgnW7vSA.jpeg 720w, https://miro.medium.com/v2/resize:fit:750/1*fu70_nrNNRTAtmHgnW7vSA.jpeg 750w, https://miro.medium.com/v2/resize:fit:786/1*fu70_nrNNRTAtmHgnW7vSA.jpeg 786w, https://miro.medium.com/v2/resize:fit:828/1*fu70_nrNNRTAtmHgnW7vSA.jpeg 828w, https://miro.medium.com/v2/resize:fit:1100/1*fu70_nrNNRTAtmHgnW7vSA.jpeg 1100w, https://miro.medium.com/v2/resize:fit:1400/1*fu70_nrNNRTAtmHgnW7vSA.jpeg 1400w" sizes="(min-resolution: 4dppx) and (max-width: 700px) 50vw, (-webkit-min-device-pixel-ratio: 4) and (max-width: 700px) 50vw, (min-resolution: 3dppx) and (max-width: 700px) 67vw, (-webkit-min-device-pixel-ratio: 3) and (max-width: 700px) 65vw, (min-resolution: 2.5dppx) and (max-width: 700px) 80vw, (-webkit-min-device-pixel-ratio: 2.5) and (max-width: 700px) 80vw, (min-resolution: 2dppx) and (max-width: 700px) 100vw, (-webkit-min-device-pixel-ratio: 2) and (max-width: 700px) 100vw, 700px"/><img alt="" class="bh lt mu c" width="700" height="394" loading="eager" role="presentation"/></picture></div></div><figcaption class="mv ff mw mm mn mx my bf b bg z du">Photo Illustration: Lauren Joseph</figcaption></figure><p id="265d" class="pw-post-body-paragraph mz na hd nb b nc nd ne nf ng nh ni nj nk nl nm nn no np nq nr ns nt nu nv nw gw bk"><strong class="nb he">“AI is changing the future of work. Leaders and employees need to think of AI as just one tool in the toolbox. To stay competitive, break down your role into tasks that AI can fully take on, tasks for which AI can improve your efficiency, and tasks that require your unique skills. AI doesn’t replace people, it allows them to do their job more effectively, leaving them time to focus on the more valuable — and more human — parts of their jobs like problem solving, empathy, and active listening. ”</strong></p><p id="f4b6" class="pw-post-body-paragraph mz na hd nb b nc nd ne nf ng nh ni nj nk nl nm nn no np nq nr ns nt nu nv nw gw bk">Now that the fear of AI taking over everyone’s jobs has subsided a bit, we can have a more robust discussion of your job functions using and not using AI. Also, we’re becoming more aware of the short-term and long-term implications of AI use in the workplace. The digital world has converged on <a class="af nx" rel="noopener" href="/@brandeismarshall/whats-unai-able-44b6cce1c0b7">what’s unAIable</a> and started to discern how <a class="af nx" rel="noopener" href="/@brandeismarshall/ai-as-your-workmate-3c795897eb77">AI may be a useful workmate</a> in limited situations.</p><p id="2929" class="pw-post-body-paragraph mz na hd nb b nc nd ne nf ng nh ni nj nk nl nm nn no np nq nr ns nt nu nv nw gw bk">This progress comes with a renewed realization: people can’t be digitized out of the loop. Effective responsible AI implementation is rooted in fuller data fluency. And our responsible AI strategies are only as good as how well the data literacy and fluency skills are applied, AI development and use policies are enacted and ethical data/AI practices are supported throughout the organization.</p><p id="2a59" class="pw-post-body-paragraph mz na hd nb b nc nd ne nf ng nh ni nj nk nl nm nn no np nq nr ns nt nu nv nw gw bk">Closing the gap between data and AI for an organization’s people remains a huge…</p></div></div></div></div></section></div></div></article></div><div class="l"></div><footer class="ny nz oa ob gv ab q oc od c"><div class="l ae"><div class="ab cb"><div class="ci bh fz ga gb gc"><div class="ab cp oe"><div class="ab q km"><div class="of l"><span class="l og oh oi e d"><div class="ab q km kn"><div class="pw-multi-vote-icon fj gt ko kp kq"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" data-testid="footerClapButton" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fvote%2Fp%2Fd1a972fcfbc2&amp;operation=register&amp;redirect=https%3A%2F%2Fmedium.com%2F%40brandeismarshall%2Fai-human-collaboration-d1a972fcfbc2&amp;user=Brandeis+Marshall&amp;userId=b07c4b0303ba&amp;source=---footer_actions--d1a972fcfbc2---------------------clap_footer-----------"><div><div class="bm" aria-hidden="false"><div class="kr ao ks kt ku kv am kw kx ky kq"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" aria-label="clap"><path fill-rule="evenodd" d="M11.37.828 12 3.282l.63-2.454zM13.916 3.953l1.523-2.112-1.184-.39zM8.589 1.84l1.522 2.112-.337-2.501zM18.523 18.92c-.86.86-1.75 1.246-2.62 1.33a6 6 0 0 0 .407-.372c2.388-2.389 2.86-4.951 1.399-7.623l-.912-1.603-.79-1.672c-.26-.56-.194-.98.203-1.288a.7.7 0 0 1 .546-.132c.283.046.546.231.728.5l2.363 4.157c.976 1.624 1.141 4.237-1.324 6.702m-10.999-.438L3.37 14.328a.828.828 0 0 1 .585-1.408.83.83 0 0 1 .585.242l2.158 2.157a.365.365 0 0 0 .516-.516l-2.157-2.158-1.449-1.449a.826.826 0 0 1 1.167-1.17l3.438 3.44a.363.363 0 0 0 .516 0 .364.364 0 0 0 0-.516L5.293 9.513l-.97-.97a.826.826 0 0 1 0-1.166.84.84 0 0 1 1.167 0l.97.968 3.437 3.436a.36.36 0 0 0 .517 0 .366.366 0 0 0 0-.516L6.977 7.83a.82.82 0 0 1-.241-.584.82.82 0 0 1 .824-.826c.219 0 .43.087.584.242l5.787 5.787a.366.366 0 0 0 .587-.415l-1.117-2.363c-.26-.56-.194-.98.204-1.289a.7.7 0 0 1 .546-.132c.283.046.545.232.727.501l2.193 3.86c1.302 2.38.883 4.59-1.277 6.75-1.156 1.156-2.602 1.627-4.19 1.367-1.418-.236-2.866-1.033-4.079-2.246M10.75 5.971l2.12 2.12c-.41.502-.465 1.17-.128 1.89l.22.465-3.523-3.523a.8.8 0 0 1-.097-.368c0-.22.086-.428.241-.584a.847.847 0 0 1 1.167 0m7.355 1.705c-.31-.461-.746-.758-1.23-.837a1.44 1.44 0 0 0-1.11.275c-.312.24-.505.543-.59.881a1.74 1.74 0 0 0-.906-.465 1.47 1.47 0 0 0-.82.106l-2.182-2.182a1.56 1.56 0 0 0-2.2 0 1.54 1.54 0 0 0-.396.701 1.56 1.56 0 0 0-2.21-.01 1.55 1.55 0 0 0-.416.753c-.624-.624-1.649-.624-2.237-.037a1.557 1.557 0 0 0 0 2.2c-.239.1-.501.238-.715.453a1.56 1.56 0 0 0 0 2.2l.516.515a1.556 1.556 0 0 0-.753 2.615L7.01 19c1.32 1.319 2.909 2.189 4.475 2.449q.482.08.971.08c.85 0 1.653-.198 2.393-.579.231.033.46.054.686.054 1.266 0 2.457-.52 3.505-1.567 2.763-2.763 2.552-5.734 1.439-7.586z" clip-rule="evenodd"></path></svg></div></div></div></a></span></div><div class="pw-multi-vote-count l kz la lb lc ld le lf"><p class="bf b dv z du"><span class="lg">--</span></p></div></div></span><span class="l h g f oj ok"><div class="ab q km kn"><div class="pw-multi-vote-icon fj gt ko kp kq"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" data-testid="footerClapButton" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fvote%2Fp%2Fd1a972fcfbc2&amp;operation=register&amp;redirect=https%3A%2F%2Fmedium.com%2F%40brandeismarshall%2Fai-human-collaboration-d1a972fcfbc2&amp;user=Brandeis+Marshall&amp;userId=b07c4b0303ba&amp;source=---footer_actions--d1a972fcfbc2---------------------clap_footer-----------"><div><div class="bm" aria-hidden="false"><div class="kr ao ks kt ku kv am kw kx ky kq"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" aria-label="clap"><path fill-rule="evenodd" d="M11.37.828 12 3.282l.63-2.454zM13.916 3.953l1.523-2.112-1.184-.39zM8.589 1.84l1.522 2.112-.337-2.501zM18.523 18.92c-.86.86-1.75 1.246-2.62 1.33a6 6 0 0 0 .407-.372c2.388-2.389 2.86-4.951 1.399-7.623l-.912-1.603-.79-1.672c-.26-.56-.194-.98.203-1.288a.7.7 0 0 1 .546-.132c.283.046.546.231.728.5l2.363 4.157c.976 1.624 1.141 4.237-1.324 6.702m-10.999-.438L3.37 14.328a.828.828 0 0 1 .585-1.408.83.83 0 0 1 .585.242l2.158 2.157a.365.365 0 0 0 .516-.516l-2.157-2.158-1.449-1.449a.826.826 0 0 1 1.167-1.17l3.438 3.44a.363.363 0 0 0 .516 0 .364.364 0 0 0 0-.516L5.293 9.513l-.97-.97a.826.826 0 0 1 0-1.166.84.84 0 0 1 1.167 0l.97.968 3.437 3.436a.36.36 0 0 0 .517 0 .366.366 0 0 0 0-.516L6.977 7.83a.82.82 0 0 1-.241-.584.82.82 0 0 1 .824-.826c.219 0 .43.087.584.242l5.787 5.787a.366.366 0 0 0 .587-.415l-1.117-2.363c-.26-.56-.194-.98.204-1.289a.7.7 0 0 1 .546-.132c.283.046.545.232.727.501l2.193 3.86c1.302 2.38.883 4.59-1.277 6.75-1.156 1.156-2.602 1.627-4.19 1.367-1.418-.236-2.866-1.033-4.079-2.246M10.75 5.971l2.12 2.12c-.41.502-.465 1.17-.128 1.89l.22.465-3.523-3.523a.8.8 0 0 1-.097-.368c0-.22.086-.428.241-.584a.847.847 0 0 1 1.167 0m7.355 1.705c-.31-.461-.746-.758-1.23-.837a1.44 1.44 0 0 0-1.11.275c-.312.24-.505.543-.59.881a1.74 1.74 0 0 0-.906-.465 1.47 1.47 0 0 0-.82.106l-2.182-2.182a1.56 1.56 0 0 0-2.2 0 1.54 1.54 0 0 0-.396.701 1.56 1.56 0 0 0-2.21-.01 1.55 1.55 0 0 0-.416.753c-.624-.624-1.649-.624-2.237-.037a1.557 1.557 0 0 0 0 2.2c-.239.1-.501.238-.715.453a1.56 1.56 0 0 0 0 2.2l.516.515a1.556 1.556 0 0 0-.753 2.615L7.01 19c1.32 1.319 2.909 2.189 4.475 2.449q.482.08.971.08c.85 0 1.653-.198 2.393-.579.231.033.46.054.686.054 1.266 0 2.457-.52 3.505-1.567 2.763-2.763 2.552-5.734 1.439-7.586z" clip-rule="evenodd"></path></svg></div></div></div></a></span></div><div class="pw-multi-vote-count l kz la lb lc ld le lf"><p class="bf b dv z du"><span class="lg">--</span></p></div></div></span></div><div class="bq ab"><div><div class="bm" aria-hidden="false"><button class="ao kr lh li ab q fk lj lk" aria-label="responses"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" class="hz"><path d="M18.006 16.803c1.533-1.456 2.234-3.325 2.234-5.321C20.24 7.357 16.709 4 12.191 4S4 7.357 4 11.482c0 4.126 3.674 7.482 8.191 7.482.817 0 1.622-.111 2.393-.327.231.2.48.391.744.559 1.06.693 2.203 1.044 3.399 1.044.224-.008.4-.112.486-.287a.49.49 0 0 0-.042-.518c-.495-.67-.845-1.364-1.04-2.057a4 4 0 0 1-.125-.598zm-3.122 1.055-.067-.223-.315.096a8 8 0 0 1-2.311.338c-4.023 0-7.292-2.955-7.292-6.587 0-3.633 3.269-6.588 7.292-6.588 4.014 0 7.112 2.958 7.112 6.593 0 1.794-.608 3.469-2.027 4.72l-.195.168v.255c0 .056 0 .151.016.295.025.231.081.478.154.733.154.558.398 1.117.722 1.659a5.3 5.3 0 0 1-2.165-.845c-.276-.176-.714-.383-.941-.59z"></path></svg></button></div></div></div></div><div class="ab q"><div class="ol l ja"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" data-testid="footerBookmarkButton" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fd1a972fcfbc2&amp;operation=register&amp;redirect=https%3A%2F%2Fmedium.com%2F%40brandeismarshall%2Fai-human-collaboration-d1a972fcfbc2&amp;source=---footer_actions--d1a972fcfbc2---------------------bookmark_footer-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="du lm" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div><div class="ol l ja"><div class="bm" aria-hidden="false" aria-describedby="postFooterSocialMenu" aria-labelledby="postFooterSocialMenu"><div><div class="bm" aria-hidden="false"><button aria-controls="postFooterSocialMenu" aria-expanded="false" aria-label="Share Post" data-testid="footerSocialShareButton" class="af fk ah ai aj ak al lu an ao ap ex lv lw lk lx"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24"><path fill="currentColor" fill-rule="evenodd" d="M15.218 4.931a.4.4 0 0 1-.118.132l.012.006a.45.45 0 0 1-.292.074.5.5 0 0 1-.3-.13l-2.02-2.02v7.07c0 .28-.23.5-.5.5s-.5-.22-.5-.5v-7.04l-2 2a.45.45 0 0 1-.57.04h-.02a.4.4 0 0 1-.16-.3.4.4 0 0 1 .1-.32l2.8-2.8a.5.5 0 0 1 .7 0l2.8 2.79a.42.42 0 0 1 .068.498m-.106.138.008.004v-.01zM16 7.063h1.5a2 2 0 0 1 2 2v10a2 2 0 0 1-2 2h-11c-1.1 0-2-.9-2-2v-10a2 2 0 0 1 2-2H8a.5.5 0 0 1 .35.15.5.5 0 0 1 .15.35.5.5 0 0 1-.15.35.5.5 0 0 1-.35.15H6.4c-.5 0-.9.4-.9.9v10.2a.9.9 0 0 0 .9.9h11.2c.5 0 .9-.4.9-.9v-10.2c0-.5-.4-.9-.9-.9H16a.5.5 0 0 1 0-1" clip-rule="evenodd"></path></svg></button></div></div></div></div></div></div></div></div></div></footer><div class="om on oo op oq l"><div class="ab cb"><div class="ci bh fz ga gb gc"><div class="or bh r os"></div><div class="ab ot ou ov jc jb"><div class="ow ox oy oz pa pb pc pd pe pf ab cp"><div class="h k"><a tabindex="0" rel="noopener follow" href="/@brandeismarshall?source=post_page---post_author_info--d1a972fcfbc2--------------------------------"><div class="l fj"><img alt="Brandeis Marshall" class="l fd by ih ig cx" src="https://miro.medium.com/v2/resize:fill:96:96/1*qLWny7soUL4K4lqhX1wQVw.png" width="48" height="48" loading="lazy"/><div class="fr by l ih ig fs n ay pg"></div></div></a></div><div class="j i d"><a tabindex="0" rel="noopener follow" href="/@brandeismarshall?source=post_page---post_author_info--d1a972fcfbc2--------------------------------"><div class="l fj"><img alt="Brandeis Marshall" class="l fd by ph pi cx" src="https://miro.medium.com/v2/resize:fill:128:128/1*qLWny7soUL4K4lqhX1wQVw.png" width="64" height="64" loading="lazy"/><div class="fr by l ph pi fs n ay pg"></div></div></a></div><div class="j i d pj ja"><div class="ab"><span><button class="bf b bg z pk pl pm pn po pp pq ev ew pr ps pt fa fb fc fd bm fe ff">Follow</button></span></div></div></div><div class="ab co pu"><div class="pv pw px py pz l"><a class="af ag ah aj ak al am an ao ap aq ar as at ab q" rel="noopener follow" href="/@brandeismarshall?source=post_page---post_author_info--d1a972fcfbc2--------------------------------"><h2 class="pw-author-name bf qb qc qd qe qf qg qh nk qi qj no qk ql ns qm qn bk"><span class="gw qa">Written by <!-- -->Brandeis Marshall</span></h2><div class="gu ab"><div><div class="ab" aria-hidden="false"><div class="ab it"><div class="ab"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" fill="none" viewBox="0 0 16 16"><path fill="#437AFF" d="M15.163 8c0 .65-.459 1.144-.863 1.575-.232.244-.471.5-.563.719s-.086.543-.092.875c-.006.606-.018 1.3-.49 1.781-.47.481-1.15.494-1.744.5-.324.006-.655.013-.857.094s-.465.337-.704.575c-.422.412-.906.881-1.542.881-.637 0-1.12-.469-1.543-.881-.239-.238-.49-.482-.704-.575-.214-.094-.532-.088-.857-.094-.593-.006-1.273-.019-1.744-.5s-.484-1.175-.49-1.781c-.006-.332-.012-.669-.092-.875-.08-.207-.33-.475-.563-.719-.404-.431-.863-.925-.863-1.575s.46-1.144.863-1.575c.233-.244.472-.5.563-.719.092-.219.086-.544.092-.875.006-.606.019-1.3.49-1.781s1.15-.494 1.744-.5c.325-.006.655-.012.857-.094.202-.081.465-.337.704-.575C7.188 1.47 7.671 1 8.308 1s1.12.469 1.542.881c.239.238.49.481.704.575s.533.088.857.094c.594.006 1.273.019 1.745.5.47.481.483 1.175.49 1.781.005.331.011.669.091.875s.33.475.563.719c.404.431.863.925.863 1.575"></path><path fill="#fff" d="M7.328 10.5c.195 0 .381.08.519.22.137.141.215.331.216.53 0 .066.026.13.072.177a.24.24 0 0 0 .346 0 .25.25 0 0 0 .071-.177c.001-.199.079-.389.216-.53a.73.73 0 0 1 .519-.22h1.959c.13 0 .254-.053.346-.146a.5.5 0 0 0 .143-.354V6a.5.5 0 0 0-.143-.354.49.49 0 0 0-.346-.146h-1.47c-.324 0-.635.132-.865.366-.23.235-.359.552-.359.884v2.5c0 .066-.025.13-.071.177a.24.24 0 0 1-.346 0 .25.25 0 0 1-.072-.177v-2.5c0-.332-.13-.65-.359-.884A1.21 1.21 0 0 0 6.84 5.5h-1.47a.49.49 0 0 0-.346.146A.5.5 0 0 0 4.88 6v4c0 .133.051.26.143.354a.49.49 0 0 0 .347.146z"></path></svg></div></div></div></div></div></a><div class="qo ab if"><div class="l ja"><span class="pw-follower-count bf b bg z du"><a class="af ag ah ai aj ak al am an ao ap aq ar iq" rel="noopener follow" href="/@brandeismarshall/followers?source=post_page---post_author_info--d1a972fcfbc2--------------------------------">2.2K Followers</a></span></div><div class="bf b bg z du ab qp"><span class="iu l" aria-hidden="true"><span class="bf b bg z du">·</span></span><a class="af ag ah ai aj ak al am an ao ap aq ar iq" rel="noopener follow" href="/@brandeismarshall/following?source=post_page---post_author_info--d1a972fcfbc2--------------------------------">64 Following</a></div></div><div class="qq l"><p class="bf b bg z bk"><span class="gw">author, ceo, ex-faculty | making data and AI concepts snackable from the classroom to the boardroom</span></p></div></div></div><div class="h k"><div class="ab"><span><button class="bf b bg z pk pl pm pn po pp pq ev ew pr ps pt fa fb fc fd bm fe ff">Follow</button></span></div></div></div></div></div></div><div class="qr l"><div class="or bh r qs qt qu qv qw"></div><div class="ab cb"><div class="ci bh fz ga gb gc"><div class="ab q cp"><h2 class="bf qb qx qy qz ra rb rc rd re rf rg rh ri rj rk rl bk">No responses yet</h2><div class="ab rm"><div><div class="bm" aria-hidden="false"><a class="rn ro" href="https://policy.medium.com/medium-rules-30e5502c4eb4?source=post_page---post_responses--d1a972fcfbc2--------------------------------" rel="noopener follow" target="_blank"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" viewBox="0 0 25 25"><path fill-rule="evenodd" d="M11.987 5.036a.754.754 0 0 1 .914-.01c.972.721 1.767 1.218 2.6 1.543.828.322 1.719.485 2.887.505a.755.755 0 0 1 .741.757c-.018 3.623-.43 6.256-1.449 8.21-1.034 1.984-2.662 3.209-4.966 4.083a.75.75 0 0 1-.537-.003c-2.243-.874-3.858-2.095-4.897-4.074-1.024-1.951-1.457-4.583-1.476-8.216a.755.755 0 0 1 .741-.757c1.195-.02 2.1-.182 2.923-.503.827-.322 1.6-.815 2.519-1.535m.468.903c-.897.69-1.717 1.21-2.623 1.564-.898.35-1.856.527-3.026.565.037 3.45.469 5.817 1.36 7.515.884 1.684 2.25 2.762 4.284 3.571 2.092-.81 3.465-1.89 4.344-3.575.886-1.698 1.299-4.065 1.334-7.512-1.149-.039-2.091-.217-2.99-.567-.906-.353-1.745-.873-2.683-1.561m-.009 9.155a2.672 2.672 0 1 0 0-5.344 2.672 2.672 0 0 0 0 5.344m0 1a3.672 3.672 0 1 0 0-7.344 3.672 3.672 0 0 0 0 7.344m-1.813-3.777.525-.526.916.917 1.623-1.625.526.526-2.149 2.152z" clip-rule="evenodd"></path></svg></a></div></div></div></div></div></div></div><div class="rp rq rr rs rt l bx"><div class="h k j"><div class="or bh ru rv"></div><div class="ab cb"><div class="ci bh fz ga gb gc"><div class="rw ab km jd"><div class="rx ry l"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://help.medium.com/hc/en-us?source=post_page-----d1a972fcfbc2--------------------------------" rel="noopener follow"><p class="bf b dv z du">Help</p></a></div><div class="rx ry l"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://medium.statuspage.io/?source=post_page-----d1a972fcfbc2--------------------------------" rel="noopener follow"><p class="bf b dv z du">Status</p></a></div><div class="rx ry l"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/about?autoplay=1&amp;source=post_page-----d1a972fcfbc2--------------------------------"><p class="bf b dv z du">About</p></a></div><div class="rx ry l"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/jobs-at-medium/work-at-medium-959d1a85284e?source=post_page-----d1a972fcfbc2--------------------------------"><p class="bf b dv z du">Careers</p></a></div><div class="rx ry l"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="pressinquiries@medium.com?source=post_page-----d1a972fcfbc2--------------------------------" rel="noopener follow"><p class="bf b dv z du">Press</p></a></div><div class="rx ry l"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://blog.medium.com/?source=post_page-----d1a972fcfbc2--------------------------------" rel="noopener follow"><p class="bf b dv z du">Blog</p></a></div><div class="rx ry l"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://policy.medium.com/medium-privacy-policy-f03bf92035c9?source=post_page-----d1a972fcfbc2--------------------------------" rel="noopener follow"><p class="bf b dv z du">Privacy</p></a></div><div class="rx ry l"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://policy.medium.com/medium-terms-of-service-9db0094a1e0f?source=post_page-----d1a972fcfbc2--------------------------------" rel="noopener follow"><p class="bf b dv z du">Terms</p></a></div><div class="rx ry l"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" href="https://speechify.com/medium?source=post_page-----d1a972fcfbc2--------------------------------" rel="noopener follow"><p class="bf b dv z du">Text to speech</p></a></div><div class="rx l"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/business?source=post_page-----d1a972fcfbc2--------------------------------"><p class="bf b dv z du">Teams</p></a></div></div></div></div></div></div></div></div></div></div><script>window.__BUILD_ID__="main-20241126-181518-0cb59a020f"</script><script>window.__GRAPHQL_URI__ = "https://medium.com/_/graphql"</script><script>window.__PRELOADED_STATE__ = {"algolia":{"queries":{}},"cache":{"experimentGroupSet":true,"reason":"","group":"enabled","tags":["group-edgeCachePosts","post-d1a972fcfbc2","user-b07c4b0303ba"],"serverVariantState":"44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a","middlewareEnabled":true,"cacheStatus":"DYNAMIC","shouldUseCache":true,"vary":[],"lohpSummerUpsellEnabled":false,"publicationHierarchyEnabledWeb":false,"postBottomResponsesEnabled":false},"client":{"hydrated":false,"isUs":false,"isNativeMedium":false,"isSafariMobile":false,"isSafari":false,"isFirefox":false,"routingEntity":{"type":"DEFAULT","explicit":false},"viewerIsBot":false},"debug":{"requestId":"eba143bf-f4dc-4586-9823-f89f5675f596","hybridDevServices":[],"originalSpanCarrier":{"traceparent":"00-c927bc0dd58e4630f235ee2c69f22c7b-842916d8c6a8dcf1-01"}},"multiVote":{"clapsPerPost":{}},"navigation":{"branch":{"show":null,"hasRendered":null,"blockedByCTA":false},"hideGoogleOneTap":false,"hasRenderedAlternateUserBanner":null,"currentLocation":"https:\u002F\u002Fmedium.com\u002F@brandeismarshall\u002Fai-human-collaboration-d1a972fcfbc2","host":"medium.com","hostname":"medium.com","referrer":"","hasSetReferrer":false,"susiModal":{"step":null,"operation":"register"},"postRead":false,"partnerProgram":{"selectedCountryCode":null},"queryString":"","currentHash":""},"config":{"nodeEnv":"production","version":"main-20241126-181518-0cb59a020f","target":"production","productName":"Medium","publicUrl":"https:\u002F\u002Fcdn-client.medium.com\u002Flite","authDomain":"medium.com","authGoogleClientId":"216296035834-k1k6qe060s2tp2a2jam4ljdcms00sttg.apps.googleusercontent.com","favicon":"production","glyphUrl":"https:\u002F\u002Fglyph.medium.com","branchKey":"key_live_ofxXr2qTrrU9NqURK8ZwEhknBxiI6KBm","algolia":{"appId":"MQ57UUUQZ2","apiKeySearch":"394474ced050e3911ae2249ecc774921","indexPrefix":"medium_","host":"-dsn.algolia.net"},"recaptchaKey":"6Lfc37IUAAAAAKGGtC6rLS13R1Hrw_BqADfS1LRk","recaptcha3Key":"6Lf8R9wUAAAAABMI_85Wb8melS7Zj6ziuf99Yot5","recaptchaEnterpriseKeyId":"6Le-uGgpAAAAAPprRaokM8AKthQ9KNGdoxaGUvVp","datadog":{"applicationId":"6702d87d-a7e0-42fe-bbcb-95b469547ea0","clientToken":"pub853ea8d17ad6821d9f8f11861d23dfed","rumToken":"pubf9cc52896502b9413b68ba36fc0c7162","context":{"deployment":{"target":"production","tag":"main-20241126-181518-0cb59a020f","commit":"0cb59a020f4453d0900f671f1a6576feecc55e74"}},"datacenter":"us"},"googleAnalyticsCode":"G-7JY7T788PK","googlePay":{"apiVersion":"2","apiVersionMinor":"0","merchantId":"BCR2DN6TV7EMTGBM","merchantName":"Medium","instanceMerchantId":"13685562959212738550"},"applePay":{"version":3},"signInWallCustomDomainCollectionIds":["3a8144eabfe3","336d898217ee","61061eb0c96b","138adf9c44c","819cc2aaeee0"],"mediumMastodonDomainName":"me.dm","mediumOwnedAndOperatedCollectionIds":["8a9336e5bb4","b7e45b22fec3","193b68bd4fba","8d6b8a439e32","54c98c43354d","3f6ecf56618","d944778ce714","92d2092dc598","ae2a65f35510","1285ba81cada","544c7006046e","fc8964313712","40187e704f1c","88d9857e584e","7b6769f2748b","bcc38c8f6edf","cef6983b292","cb8577c9149e","444d13b52878","713d7dbc99b0","ef8e90590e66","191186aaafa0","55760f21cdc5","9dc80918cc93","bdc4052bbdba","8ccfed20cbb2"],"tierOneDomains":["medium.com","thebolditalic.com","arcdigital.media","towardsdatascience.com","uxdesign.cc","codeburst.io","psiloveyou.xyz","writingcooperative.com","entrepreneurshandbook.co","prototypr.io","betterhumans.coach.me","theascent.pub"],"topicsToFollow":["d61cf867d93f","8a146bc21b28","1eca0103fff3","4d562ee63426","aef1078a3ef5","e15e46793f8d","6158eb913466","55f1c20aba7a","3d18b94f6858","4861fee224fd","63c6f1f93ee","1d98b3a9a871","decb52b64abf","ae5d4995e225","830cded25262"],"topicToTagMappings":{"accessibility":"accessibility","addiction":"addiction","android-development":"android-development","art":"art","artificial-intelligence":"artificial-intelligence","astrology":"astrology","basic-income":"basic-income","beauty":"beauty","biotech":"biotech","blockchain":"blockchain","books":"books","business":"business","cannabis":"cannabis","cities":"cities","climate-change":"climate-change","comics":"comics","coronavirus":"coronavirus","creativity":"creativity","cryptocurrency":"cryptocurrency","culture":"culture","cybersecurity":"cybersecurity","data-science":"data-science","design":"design","digital-life":"digital-life","disability":"disability","economy":"economy","education":"education","equality":"equality","family":"family","feminism":"feminism","fiction":"fiction","film":"film","fitness":"fitness","food":"food","freelancing":"freelancing","future":"future","gadgets":"gadgets","gaming":"gaming","gun-control":"gun-control","health":"health","history":"history","humor":"humor","immigration":"immigration","ios-development":"ios-development","javascript":"javascript","justice":"justice","language":"language","leadership":"leadership","lgbtqia":"lgbtqia","lifestyle":"lifestyle","machine-learning":"machine-learning","makers":"makers","marketing":"marketing","math":"math","media":"media","mental-health":"mental-health","mindfulness":"mindfulness","money":"money","music":"music","neuroscience":"neuroscience","nonfiction":"nonfiction","outdoors":"outdoors","parenting":"parenting","pets":"pets","philosophy":"philosophy","photography":"photography","podcasts":"podcast","poetry":"poetry","politics":"politics","privacy":"privacy","product-management":"product-management","productivity":"productivity","programming":"programming","psychedelics":"psychedelics","psychology":"psychology","race":"race","relationships":"relationships","religion":"religion","remote-work":"remote-work","san-francisco":"san-francisco","science":"science","self":"self","self-driving-cars":"self-driving-cars","sexuality":"sexuality","social-media":"social-media","society":"society","software-engineering":"software-engineering","space":"space","spirituality":"spirituality","sports":"sports","startups":"startup","style":"style","technology":"technology","transportation":"transportation","travel":"travel","true-crime":"true-crime","tv":"tv","ux":"ux","venture-capital":"venture-capital","visual-design":"visual-design","work":"work","world":"world","writing":"writing"},"defaultImages":{"avatar":{"imageId":"1*dmbNkD5D-u45r44go_cf0g.png","height":150,"width":150},"orgLogo":{"imageId":"7*V1_7XP4snlmqrc_0Njontw.png","height":110,"width":500},"postLogo":{"imageId":"bd978bb536350a710e8efb012513429cabdc4c28700604261aeda246d0f980b7","height":810,"width":1440},"postPreviewImage":{"imageId":"1*hn4v1tCaJy7cWMyb0bpNpQ.png","height":386,"width":579}},"collectionStructuredData":{"8d6b8a439e32":{"name":"Elemental","data":{"@type":"NewsMediaOrganization","ethicsPolicy":"https:\u002F\u002Fhelp.medium.com\u002Fhc\u002Fen-us\u002Farticles\u002F360043290473","logo":{"@type":"ImageObject","url":"https:\u002F\u002Fcdn-images-1.medium.com\u002Fmax\u002F980\u002F1*9ygdqoKprhwuTVKUM0DLPA@2x.png","width":980,"height":159}}},"3f6ecf56618":{"name":"Forge","data":{"@type":"NewsMediaOrganization","ethicsPolicy":"https:\u002F\u002Fhelp.medium.com\u002Fhc\u002Fen-us\u002Farticles\u002F360043290473","logo":{"@type":"ImageObject","url":"https:\u002F\u002Fcdn-images-1.medium.com\u002Fmax\u002F596\u002F1*uULpIlImcO5TDuBZ6lm7Lg@2x.png","width":596,"height":183}}},"ae2a65f35510":{"name":"GEN","data":{"@type":"NewsMediaOrganization","ethicsPolicy":"https:\u002F\u002Fhelp.medium.com\u002Fhc\u002Fen-us\u002Farticles\u002F360043290473","logo":{"@type":"ImageObject","url":"https:\u002F\u002Fmiro.medium.com\u002Fmax\u002F264\u002F1*RdVZMdvfV3YiZTw6mX7yWA.png","width":264,"height":140}}},"88d9857e584e":{"name":"LEVEL","data":{"@type":"NewsMediaOrganization","ethicsPolicy":"https:\u002F\u002Fhelp.medium.com\u002Fhc\u002Fen-us\u002Farticles\u002F360043290473","logo":{"@type":"ImageObject","url":"https:\u002F\u002Fmiro.medium.com\u002Fmax\u002F540\u002F1*JqYMhNX6KNNb2UlqGqO2WQ.png","width":540,"height":108}}},"7b6769f2748b":{"name":"Marker","data":{"@type":"NewsMediaOrganization","ethicsPolicy":"https:\u002F\u002Fhelp.medium.com\u002Fhc\u002Fen-us\u002Farticles\u002F360043290473","logo":{"@type":"ImageObject","url":"https:\u002F\u002Fcdn-images-1.medium.com\u002Fmax\u002F383\u002F1*haCUs0wF6TgOOvfoY-jEoQ@2x.png","width":383,"height":92}}},"444d13b52878":{"name":"OneZero","data":{"@type":"NewsMediaOrganization","ethicsPolicy":"https:\u002F\u002Fhelp.medium.com\u002Fhc\u002Fen-us\u002Farticles\u002F360043290473","logo":{"@type":"ImageObject","url":"https:\u002F\u002Fmiro.medium.com\u002Fmax\u002F540\u002F1*cw32fIqCbRWzwJaoQw6BUg.png","width":540,"height":123}}},"8ccfed20cbb2":{"name":"Zora","data":{"@type":"NewsMediaOrganization","ethicsPolicy":"https:\u002F\u002Fhelp.medium.com\u002Fhc\u002Fen-us\u002Farticles\u002F360043290473","logo":{"@type":"ImageObject","url":"https:\u002F\u002Fmiro.medium.com\u002Fmax\u002F540\u002F1*tZUQqRcCCZDXjjiZ4bDvgQ.png","width":540,"height":106}}}},"embeddedPostIds":{"coronavirus":"cd3010f9d81f"},"sharedCdcMessaging":{"COVID_APPLICABLE_TAG_SLUGS":[],"COVID_APPLICABLE_TOPIC_NAMES":[],"COVID_APPLICABLE_TOPIC_NAMES_FOR_TOPIC_PAGE":[],"COVID_MESSAGES":{"tierA":{"text":"For more information on the novel coronavirus and Covid-19, visit cdc.gov.","markups":[{"start":66,"end":73,"href":"https:\u002F\u002Fwww.cdc.gov\u002Fcoronavirus\u002F2019-nCoV"}]},"tierB":{"text":"Anyone can publish on Medium per our Policies, but we don’t fact-check every story. For more info about the coronavirus, see cdc.gov.","markups":[{"start":37,"end":45,"href":"https:\u002F\u002Fhelp.medium.com\u002Fhc\u002Fen-us\u002Fcategories\u002F201931128-Policies-Safety"},{"start":125,"end":132,"href":"https:\u002F\u002Fwww.cdc.gov\u002Fcoronavirus\u002F2019-nCoV"}]},"paywall":{"text":"This article has been made free for everyone, thanks to Medium Members. For more information on the novel coronavirus and Covid-19, visit cdc.gov.","markups":[{"start":56,"end":70,"href":"https:\u002F\u002Fmedium.com\u002Fmembership"},{"start":138,"end":145,"href":"https:\u002F\u002Fwww.cdc.gov\u002Fcoronavirus\u002F2019-nCoV"}]},"unbound":{"text":"This article is free for everyone, thanks to Medium Members. For more information on the novel coronavirus and Covid-19, visit cdc.gov.","markups":[{"start":45,"end":59,"href":"https:\u002F\u002Fmedium.com\u002Fmembership"},{"start":127,"end":134,"href":"https:\u002F\u002Fwww.cdc.gov\u002Fcoronavirus\u002F2019-nCoV"}]}},"COVID_BANNER_POST_ID_OVERRIDE_WHITELIST":["3b31a67bff4a"]},"sharedVoteMessaging":{"TAGS":["politics","election-2020","government","us-politics","election","2020-presidential-race","trump","donald-trump","democrats","republicans","congress","republican-party","democratic-party","biden","joe-biden","maga"],"TOPICS":["politics","election"],"MESSAGE":{"text":"Find out more about the U.S. election results here.","markups":[{"start":46,"end":50,"href":"https:\u002F\u002Fcookpolitical.com\u002F2020-national-popular-vote-tracker"}]},"EXCLUDE_POSTS":["397ef29e3ca5"]},"embedPostRules":[],"recircOptions":{"v1":{"limit":3},"v2":{"limit":8}},"braintreeClientKey":"production_zjkj96jm_m56f8fqpf7ngnrd4","braintree":{"enabled":true,"merchantId":"m56f8fqpf7ngnrd4","merchantAccountId":{"usd":"AMediumCorporation_instant","eur":"amediumcorporation_EUR","cad":"amediumcorporation_CAD"},"publicKey":"ds2nn34bg2z7j5gd","braintreeEnvironment":"production","dashboardUrl":"https:\u002F\u002Fwww.braintreegateway.com\u002Fmerchants","gracePeriodDurationInDays":14,"mediumMembershipPlanId":{"monthly":"ce105f8c57a3","monthlyV2":"e8a5e126-792b-4ee6-8fba-d574c1b02fc5","monthlyWithTrial":"d5ee3dbe3db8","monthlyPremium":"fa741a9b47a2","yearly":"a40ad4a43185","yearlyV2":"3815d7d6-b8ca-4224-9b8c-182f9047866e","yearlyStaff":"d74fb811198a","yearlyWithTrial":"b3bc7350e5c7","yearlyPremium":"e21bd2c12166","monthlyOneYearFree":"e6c0637a-2bad-4171-ab4f-3c268633d83c","monthly25PercentOffFirstYear":"235ecc62-0cdb-49ae-9378-726cd21c504b","monthly20PercentOffFirstYear":"ba518864-9c13-4a99-91ca-411bf0cac756","monthly15PercentOffFirstYear":"594c029b-9f89-43d5-88f8-8173af4e070e","monthly10PercentOffFirstYear":"c6c7bc9a-40f2-4b51-8126-e28511d5bdb0","monthlyForStudents":"629ebe51-da7d-41fd-8293-34cd2f2030a8","yearlyOneYearFree":"78ba7be9-0d9f-4ece-aa3e-b54b826f2bf1","yearly25PercentOffFirstYear":"2dbb010d-bb8f-4eeb-ad5c-a08509f42d34","yearly20PercentOffFirstYear":"47565488-435b-47f8-bf93-40d5fbe0ebc8","yearly15PercentOffFirstYear":"8259809b-0881-47d9-acf7-6c001c7f720f","yearly10PercentOffFirstYear":"9dd694fb-96e1-472c-8d9e-3c868d5c1506","yearlyForStudents":"e29345ef-ab1c-4234-95c5-70e50fe6bc23","monthlyCad":"p52orjkaceei","yearlyCad":"h4q9g2up9ktt"},"braintreeDiscountId":{"oneMonthFree":"MONTHS_FREE_01","threeMonthsFree":"MONTHS_FREE_03","sixMonthsFree":"MONTHS_FREE_06","fiftyPercentOffOneYear":"FIFTY_PERCENT_OFF_ONE_YEAR"},"3DSecureVersion":"2","defaultCurrency":"usd","providerPlanIdCurrency":{"4ycw":"usd","rz3b":"usd","3kqm":"usd","jzw6":"usd","c2q2":"usd","nnsw":"usd","q8qw":"usd","d9y6":"usd","fx7w":"cad","nwf2":"cad"}},"paypalClientId":"AXj1G4fotC2GE8KzWX9mSxCH1wmPE3nJglf4Z2ig_amnhvlMVX87otaq58niAg9iuLktVNF_1WCMnN7v","paypal":{"host":"https:\u002F\u002Fapi.paypal.com:443","clientMode":"production","serverMode":"live","webhookId":"4G466076A0294510S","monthlyPlan":{"planId":"P-9WR0658853113943TMU5FDQA","name":"Medium Membership (Monthly) with setup fee","description":"Unlimited access to the best and brightest stories on Medium. Membership billed monthly."},"yearlyPlan":{"planId":"P-7N8963881P8875835MU5JOPQ","name":"Medium Membership (Annual) with setup fee","description":"Unlimited access to the best and brightest stories on Medium. Membership billed annually."},"oneYearGift":{"name":"Medium Membership (1 Year, Digital Gift Code)","description":"Unlimited access to the best and brightest stories on Medium. Gift codes can be redeemed at medium.com\u002Fredeem.","price":"50.00","currency":"USD","sku":"membership-gift-1-yr"},"oldMonthlyPlan":{"planId":"P-96U02458LM656772MJZUVH2Y","name":"Medium Membership (Monthly)","description":"Unlimited access to the best and brightest stories on Medium. Membership billed monthly."},"oldYearlyPlan":{"planId":"P-59P80963JF186412JJZU3SMI","name":"Medium Membership (Annual)","description":"Unlimited access to the best and brightest stories on Medium. Membership billed annually."},"monthlyPlanWithTrial":{"planId":"P-66C21969LR178604GJPVKUKY","name":"Medium Membership (Monthly) with setup fee","description":"Unlimited access to the best and brightest stories on Medium. Membership billed monthly."},"yearlyPlanWithTrial":{"planId":"P-6XW32684EX226940VKCT2MFA","name":"Medium Membership (Annual) with setup fee","description":"Unlimited access to the best and brightest stories on Medium. Membership billed annually."},"oldMonthlyPlanNoSetupFee":{"planId":"P-4N046520HR188054PCJC7LJI","name":"Medium Membership (Monthly)","description":"Unlimited access to the best and brightest stories on Medium. Membership billed monthly."},"oldYearlyPlanNoSetupFee":{"planId":"P-7A4913502Y5181304CJEJMXQ","name":"Medium Membership (Annual)","description":"Unlimited access to the best and brightest stories on Medium. Membership billed annually."},"sdkUrl":"https:\u002F\u002Fwww.paypal.com\u002Fsdk\u002Fjs"},"stripePublishableKey":"pk_live_7FReX44VnNIInZwrIIx6ghjl","log":{"json":true,"level":"info"},"imageUploadMaxSizeMb":25,"staffPicks":{"title":"Staff Picks","catalogId":"c7bc6e1ee00f"}},"session":{"xsrf":""}}</script><script>window.__APOLLO_STATE__ = {"ROOT_QUERY":{"__typename":"Query","viewer":null,"collectionByDomainOrSlug({\"domainOrSlug\":\"medium.com\"})":null,"postResult({\"id\":\"d1a972fcfbc2\"})":{"__ref":"Post:d1a972fcfbc2"}},"LinkedAccounts:b07c4b0303ba":{"__typename":"LinkedAccounts","mastodon":null,"id":"b07c4b0303ba"},"UserViewerEdge:userId:b07c4b0303ba-viewerId:lo_bddab036a262":{"__typename":"UserViewerEdge","id":"userId:b07c4b0303ba-viewerId:lo_bddab036a262","isFollowing":false,"isUser":false,"isMuting":false},"NewsletterV3:f89fa40ed571":{"__typename":"NewsletterV3","id":"f89fa40ed571","type":"NEWSLETTER_TYPE_AUTHOR","slug":"b07c4b0303ba","name":"b07c4b0303ba","collection":null,"user":{"__ref":"User:b07c4b0303ba"}},"User:b07c4b0303ba":{"__typename":"User","id":"b07c4b0303ba","name":"Brandeis Marshall","username":"brandeismarshall","newsletterV3":{"__ref":"NewsletterV3:f89fa40ed571"},"linkedAccounts":{"__ref":"LinkedAccounts:b07c4b0303ba"},"isSuspended":false,"imageId":"1*qLWny7soUL4K4lqhX1wQVw.png","mediumMemberAt":1657475802000,"verifications":{"__typename":"VerifiedInfo","isBookAuthor":true},"socialStats":{"__typename":"SocialStats","followerCount":2270,"followingCount":60,"collectionFollowingCount":4},"customDomainState":null,"hasSubdomain":false,"bio":"author, ceo, ex-faculty | making data and AI concepts snackable from the classroom to the boardroom","isPartnerProgramEnrolled":true,"viewerEdge":{"__ref":"UserViewerEdge:userId:b07c4b0303ba-viewerId:lo_bddab036a262"},"viewerIsUser":false,"postSubscribeMembershipUpsellShownAt":0,"membership":{"__ref":"Membership:840df3f6e431"},"allowNotes":true,"twitterScreenName":""},"Membership:840df3f6e431":{"__typename":"Membership","tier":"MEMBER","id":"840df3f6e431"},"Paragraph:98935ca1195b_0":{"__typename":"Paragraph","id":"98935ca1195b_0","name":"4839","type":"H3","href":null,"layout":null,"metadata":null,"text":"AI & Human Collaboration","hasDropCap":null,"dropCapImage":null,"markups":[],"codeBlockMetadata":null,"iframe":null,"mixtapeMetadata":null},"ImageMetadata:1*fu70_nrNNRTAtmHgnW7vSA.jpeg":{"__typename":"ImageMetadata","id":"1*fu70_nrNNRTAtmHgnW7vSA.jpeg","originalHeight":1260,"originalWidth":2240,"focusPercentX":null,"focusPercentY":null,"alt":null},"Paragraph:98935ca1195b_1":{"__typename":"Paragraph","id":"98935ca1195b_1","name":"220e","type":"IMG","href":null,"layout":"INSET_CENTER","metadata":{"__ref":"ImageMetadata:1*fu70_nrNNRTAtmHgnW7vSA.jpeg"},"text":"Photo Illustration: Lauren Joseph","hasDropCap":null,"dropCapImage":null,"markups":[],"codeBlockMetadata":null,"iframe":null,"mixtapeMetadata":null},"Paragraph:98935ca1195b_2":{"__typename":"Paragraph","id":"98935ca1195b_2","name":"265d","type":"P","href":null,"layout":null,"metadata":null,"text":"“AI is changing the future of work. Leaders and employees need to think of AI as just one tool in the toolbox. To stay competitive, break down your role into tasks that AI can fully take on, tasks for which AI can improve your efficiency, and tasks that require your unique skills. AI doesn’t replace people, it allows them to do their job more effectively, leaving them time to focus on the more valuable — and more human — parts of their jobs like problem solving, empathy, and active listening. ”","hasDropCap":null,"dropCapImage":null,"markups":[{"__typename":"Markup","type":"STRONG","start":0,"end":499,"href":null,"anchorType":null,"userId":null,"linkMetadata":null}],"codeBlockMetadata":null,"iframe":null,"mixtapeMetadata":null},"Paragraph:98935ca1195b_3":{"__typename":"Paragraph","id":"98935ca1195b_3","name":"f4b6","type":"P","href":null,"layout":null,"metadata":null,"text":"Now that the fear of AI taking over everyone’s jobs has subsided a bit, we can have a more robust discussion of your job functions using and not using AI. Also, we’re becoming more aware of the short-term and long-term implications of AI use in the workplace. The digital world has converged on what’s unAIable and started to discern how AI may be a useful workmate in limited situations.","hasDropCap":null,"dropCapImage":null,"markups":[{"__typename":"Markup","type":"A","start":295,"end":310,"href":"https:\u002F\u002Fmedium.com\u002F@brandeismarshall\u002Fwhats-unai-able-44b6cce1c0b7","anchorType":"LINK","userId":null,"linkMetadata":null},{"__typename":"Markup","type":"A","start":338,"end":365,"href":"https:\u002F\u002Fmedium.com\u002F@brandeismarshall\u002Fai-as-your-workmate-3c795897eb77","anchorType":"LINK","userId":null,"linkMetadata":null}],"codeBlockMetadata":null,"iframe":null,"mixtapeMetadata":null},"Paragraph:98935ca1195b_4":{"__typename":"Paragraph","id":"98935ca1195b_4","name":"2929","type":"P","href":null,"layout":null,"metadata":null,"text":"This progress comes with a renewed realization: people can’t be digitized out of the loop. Effective responsible AI implementation is rooted in fuller data fluency. And our responsible AI strategies are only as good as how well the data literacy and fluency skills are applied, AI development and use policies are enacted and ethical data\u002FAI practices are supported throughout the organization.","hasDropCap":null,"dropCapImage":null,"markups":[],"codeBlockMetadata":null,"iframe":null,"mixtapeMetadata":null},"Paragraph:98935ca1195b_5":{"__typename":"Paragraph","id":"98935ca1195b_5","name":"2a59","type":"P","href":null,"layout":null,"metadata":null,"text":"Closing the gap between data and AI for an organization’s people remains a huge…","hasDropCap":null,"dropCapImage":null,"markups":[],"codeBlockMetadata":null,"iframe":null,"mixtapeMetadata":null},"PostViewerEdge:postId:d1a972fcfbc2-viewerId:lo_bddab036a262":{"__typename":"PostViewerEdge","shouldIndexPostForExternalSearch":true,"id":"postId:d1a972fcfbc2-viewerId:lo_bddab036a262"},"Tag:ai":{"__typename":"Tag","id":"ai","displayTitle":"AI","normalizedTagSlug":"ai"},"Tag:data-ethics":{"__typename":"Tag","id":"data-ethics","displayTitle":"Data Ethics","normalizedTagSlug":"data-ethics"},"Tag:technology":{"__typename":"Tag","id":"technology","displayTitle":"Technology","normalizedTagSlug":"technology"},"Tag:policy":{"__typename":"Tag","id":"policy","displayTitle":"Policy","normalizedTagSlug":"policy"},"Tag:future-of-work":{"__typename":"Tag","id":"future-of-work","displayTitle":"Future Of Work","normalizedTagSlug":"future-of-work"},"Post:d1a972fcfbc2":{"__typename":"Post","id":"d1a972fcfbc2","collection":null,"content({\"postMeteringOptions\":{}})":{"__typename":"PostContent","isLockedPreviewOnly":true,"bodyModel":{"__typename":"RichText","sections":[{"__typename":"Section","name":null,"startIndex":0,"textLayout":null,"imageLayout":null,"backgroundImage":null,"videoLayout":null,"backgroundVideo":null}],"paragraphs":[{"__ref":"Paragraph:98935ca1195b_0"},{"__ref":"Paragraph:98935ca1195b_1"},{"__ref":"Paragraph:98935ca1195b_2"},{"__ref":"Paragraph:98935ca1195b_3"},{"__ref":"Paragraph:98935ca1195b_4"},{"__ref":"Paragraph:98935ca1195b_5"}]},"validatedShareKey":"","shareKeyCreator":null},"creator":{"__ref":"User:b07c4b0303ba"},"inResponseToEntityType":null,"isLocked":true,"isMarkedPaywallOnly":false,"lockedSource":"LOCKED_POST_SOURCE_UGC","mediumUrl":"https:\u002F\u002Fmedium.com\u002F@brandeismarshall\u002Fai-human-collaboration-d1a972fcfbc2","primaryTopic":null,"topics":[{"__typename":"Topic","slug":"artificial-intelligence"}],"isPublished":true,"latestPublishedVersion":"98935ca1195b","visibility":"LOCKED","postResponses":{"__typename":"PostResponses","count":0},"clapCount":4,"allowResponses":true,"isLimitedState":false,"title":"AI & Human Collaboration","isSeries":false,"sequence":null,"uniqueSlug":"ai-human-collaboration-d1a972fcfbc2","socialTitle":"","socialDek":"","canonicalUrl":"","metaDescription":"","latestPublishedAt":1732136119283,"readingTime":1.8264150943396227,"previewContent":{"__typename":"PreviewContent","subtitle":"“AI is changing the future of work. Leaders and employees need to think of AI as just one tool in the toolbox. To stay competitive, break…"},"previewImage":{"__ref":"ImageMetadata:1*fu70_nrNNRTAtmHgnW7vSA.jpeg"},"isShortform":false,"seoTitle":"","firstPublishedAt":1731957259532,"updatedAt":1732136119283,"shortformType":"SHORTFORM_TYPE_LINK","seoDescription":"","viewerEdge":{"__ref":"PostViewerEdge:postId:d1a972fcfbc2-viewerId:lo_bddab036a262"},"isSuspended":false,"license":"ALL_RIGHTS_RESERVED","tags":[{"__ref":"Tag:ai"},{"__ref":"Tag:data-ethics"},{"__ref":"Tag:technology"},{"__ref":"Tag:policy"},{"__ref":"Tag:future-of-work"}],"isNewsletter":false,"statusForCollection":null,"pendingCollection":null,"detectedLanguage":"en","wordCount":431,"layerCake":0,"responsesLocked":false}}</script><script>window.__MIDDLEWARE_STATE__={"session":{"xsrf":""},"cache":{"cacheStatus":"HIT"}}</script><script src="https://cdn-client.medium.com/lite/static/js/manifest.aa9242f7.js"></script><script src="https://cdn-client.medium.com/lite/static/js/9865.1496d74a.js"></script><script src="https://cdn-client.medium.com/lite/static/js/main.e556b4ac.js"></script><script src="https://cdn-client.medium.com/lite/static/js/instrumentation.d9108df7.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/reporting.ff22a7a5.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/5049.d1ead72d.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/4810.6318add7.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/6618.db187378.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/2707.b0942613.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/9977.5b3eb23a.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/8599.1ab63137.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/5250.9f9e01d2.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/5787.e66a3a4d.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/2648.26563adf.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/8393.826a25fb.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/3104.c3413b66.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/3735.afb7e926.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/5642.8ad8a900.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/6546.cd03f950.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/6834.08de95de.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/7346.72622eb9.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/2420.2a5e2d95.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/839.ca7937c2.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/7975.d195c6f1.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/2106.21ff89d3.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/7394.094844de.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/2961.00a48598.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/8204.c4082863.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/4391.59acaed3.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/PostPage.MainContent.1387c5dc.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/8414.6565ad5f.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/3974.8d3e0217.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/2527.a0afad8a.chunk.js"></script> <script src="https://cdn-client.medium.com/lite/static/js/PostResponsesContent.36c2ecf4.chunk.js"></script><script>window.main();</script><script>(function(){function c(){var b=a.contentDocument||a.contentWindow.document;if(b){var d=b.createElement('script');d.innerHTML="window.__CF$cv$params={r:'8e9260d53ffa5f70',t:'MTczMjcxMzIzNS4wMDAwMDA='};var a=document.createElement('script');a.nonce='';a.src='/cdn-cgi/challenge-platform/scripts/jsd/main.js';document.getElementsByTagName('head')[0].appendChild(a);";b.getElementsByTagName('head')[0].appendChild(d)}}if(document.body){var a=document.createElement('iframe');a.height=1;a.width=1;a.style.position='absolute';a.style.top=0;a.style.left=0;a.style.border='none';a.style.visibility='hidden';document.body.appendChild(a);if('loading'!==document.readyState)c();else if(window.addEventListener)document.addEventListener('DOMContentLoaded',c);else{var e=document.onreadystatechange||function(){};document.onreadystatechange=function(b){e(b);'loading'!==document.readyState&&(document.onreadystatechange=e,c())}}}})();</script></body></html>

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