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<!DOCTYPE html><html><head><meta charSet="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=1"/><title>Finance | Production-grade data applications</title><meta name="title" content="Finance | Production-grade data applications"/><meta name="description" content="Real-time insights, automated processes, and rapid, secure deployment for financial data applications used by Finance teams with Dash Enterprise."/><meta name="twitter:title" content="Finance | Production-grade data applications"/><meta name="twitter:description" content="Real-time insights, automated processes, and rapid, secure deployment for financial data applications used by Finance teams with Dash Enterprise."/><meta name="twitter:image" content="https://images.prismic.io/plotly-marketing-website-2/Zr-n6kaF0TcGJAmZ_financial-services-plotly.jpg?auto=format,compress"/><meta name="twitter:card" content="summary_large_image"/><meta name="twitter:site" content="@plotlygraphs"/><meta name="twitter:creator" content="@plotlygraphs"/><meta property="og:title" content="Finance | Production-grade data applications"/><meta property="og:description" content="Oops! 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0 0 1px rgba(0, 0, 0, 0.05);--chakra-shadows-sm:0 1px 2px 0 rgba(0, 0, 0, 0.05);--chakra-shadows-base:0 1px 3px 0 rgba(0, 0, 0, 0.1),0 1px 2px 0 rgba(0, 0, 0, 0.06);--chakra-shadows-md:0 4px 6px -1px rgba(0, 0, 0, 0.1),0 2px 4px -1px rgba(0, 0, 0, 0.06);--chakra-shadows-lg:0 10px 15px -3px rgba(0, 0, 0, 0.1),0 4px 6px -2px rgba(0, 0, 0, 0.05);--chakra-shadows-xl:0 20px 25px -5px rgba(0, 0, 0, 0.1),0 10px 10px -5px rgba(0, 0, 0, 0.04);--chakra-shadows-2xl:0 25px 50px -12px rgba(0, 0, 0, 0.25);--chakra-shadows-outline:0 0 0 3px rgba(66, 153, 225, 0.6);--chakra-shadows-inner:inset 0 2px 4px 0 rgba(0,0,0,0.06);--chakra-shadows-none:none;--chakra-shadows-dark-lg:rgba(0, 0, 0, 0.1) 0px 0px 0px 1px,rgba(0, 0, 0, 0.2) 0px 5px 10px,rgba(0, 0, 0, 0.4) 0px 15px 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130 131 / 96%);--chakra-colors-pink:#fe2d6d;--chakra-colors-customGradient:linear-gradient(135deg, #7A76FF, #7A76FF, #7FE4FF);--chakra-colors-radialGradientPurple:radial-gradient(#A29FFF, transparent, transparent, transparent, transparent, transparent, transparent);--chakra-colors-radialGradientCyan:radial-gradient(#7FE4FF, transparent, transparent, transparent, transparent, transparent, transparent);--chakra-shadows-ctaButton:2px 1000px 1px #ffffff inset;--chakra-shadows-ctaButtonSecondary:2px 1000px 1px #f1fcfe inset;--chakra-shadows-ctaButtonHover:2px 1000px 1px #7A76FF inset;}.chakra-ui-dark :host:not([data-theme]),.chakra-ui-dark :root:not([data-theme]),.chakra-ui-dark [data-theme]:not([data-theme]),[data-theme=dark] :host:not([data-theme]),[data-theme=dark] :root:not([data-theme]),[data-theme=dark] 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14o1zl6">.css-14o1zl6{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;padding-top:var(--chakra-space-6);padding-bottom:var(--chakra-space-6);}</style><div class="css-14o1zl6"><style data-emotion="css amf9rc">.css-amf9rc{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:var(--chakra-space-5);position:relative;}.css-amf9rc::before{content:"";z-index:2;position:absolute;top:-48px;left:0px;width:229px;height:250px;background-image:url('/quotation_mark.png');background-repeat:no-repeat;-webkit-background-size:contain;background-size:contain;-webkit-background-position:top left;background-position:top left;}@media screen and (min-width: 768px){.css-amf9rc::before{left:-37px;}}</style><div class="chakra-stack css-amf9rc"><style data-emotion="css 15sd4n">.css-15sd4n{color:var(--chakra-colors-textPrimary);font-weight:var(--chakra-fontWeights-bold);padding-top:5px;}.css-15sd4n h1,.css-15sd4n h2,.css-15sd4n h3,.css-15sd4n h4,.css-15sd4n h5{color:var(--chakra-colors-textPrimary);font-family:Roboto,sans-serif;padding-bottom:var(--chakra-space-2);}.css-15sd4n p{color:var(--chakra-colors-textPrimary);font-family:Roboto,sans-serif;font-size:var(--chakra-fontSizes-2xl);line-height:30.47px;padding-bottom:var(--chakra-space-2);}@media screen and (min-width: 768px){.css-15sd4n p{font-size:var(--chakra-fontSizes-2xl);}}@media screen and (min-width: 960px){.css-15sd4n p{font-size:var(--chakra-fontSizes-3-5xl);}}</style><div class="css-15sd4n"><p>“Dash has been a valuable outlet to make the best use of people’s skills and creativity. It allows people to very quickly turn an idea into a useful tool that can be used by the rest of the team.”</p></div><style data-emotion="css 1m8wnsf">.css-1m8wnsf{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:start;-ms-flex-pack:start;-webkit-justify-content:flex-start;justify-content:flex-start;width:100%;max-width:400px;font-size:var(--chakra-fontSizes-md);-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;padding-top:0px;}@media screen and (min-width: 768px){.css-1m8wnsf{-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;width:100%;max-width:400px;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;}}@media screen and (min-width: 960px){.css-1m8wnsf{width:100%;max-width:75%;}}</style><div class="css-1m8wnsf"><style data-emotion="css ij1b32">.css-ij1b32{padding-bottom:var(--chakra-space-4);padding-right:var(--chakra-space-6);}@media screen and (min-width: 768px){.css-ij1b32{padding-bottom:0px;}}</style><div class="css-ij1b32"><style data-emotion="css hpoxl8">.css-hpoxl8{font-weight:600;color:var(--chakra-colors-bodyText);font-size:var(--chakra-fontSizes-2-5xl);}</style><p class="chakra-text css-hpoxl8">Gareth Stoyle</p><style data-emotion="css n4wnci">.css-n4wnci{color:var(--chakra-colors-bodyText);font-size:var(--chakra-fontSizes-xl);}</style><p class="chakra-text css-n4wnci">CIBC</p></div></div></div></div></div></div></div></div></div></li><li class="splide__slide"><div class="css-6neczc"><div class="css-j1fy4m"><div class="chakra-container css-1191pa5"><div class="css-z6vpuw"><div class="css-gg4vpm"><div class="css-1qn8cjw"><img alt="Intuit" class="chakra-image css-imxa4f" src="https://images.prismic.io/plotly-marketing-website-2/26585a96-4f9a-47b0-be74-c548d44bdd86_Finance_quote3.png?auto=format,compress?auto=compress,format" loading="lazy"/></div></div><div class="css-1wq9nsn"><div class="css-14o1zl6"><div class="chakra-stack css-amf9rc"><div class="css-15sd4n"><p>“Dash Enterprise marries the strengths of many tools into one — design beautiful dashboards and apply statistical algorithms behind the scenes. 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Dash effectively allows us to accelerate the process.”</p></div><div class="css-1m8wnsf"><div class="css-ij1b32"><p class="chakra-text css-hpoxl8"> Onik Kurktchian</p><p class="chakra-text css-n4wnci">Head of the S&P Global Marketplace Workbench, S&P Global Market Intelligence</p></div></div></div></div></div></div></div></div></div></li></ul></div></div></section><style data-emotion="css 1jv022s">.css-1jv022s{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:0.5rem;background:#00000;}@media screen and (min-width: 240px){.css-1jv022s{padding-top:var(--chakra-space-10);padding-bottom:var(--chakra-space-10);}}@media screen and (min-width: 960px){.css-1jv022s{padding-top:var(--chakra-space-16);padding-bottom:var(--chakra-space-16);}}</style><div class="chakra-stack css-1jv022s"><style data-emotion="css 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960px){.css-ht2x37{font-size:var(--chakra-fontSizes-5xl);}}</style><h2 class="chakra-heading css-ht2x37">Data science applications in finance</h2><p>Dash Enterprise powers thousands of complex data science and financial analytics use cases for Fortune 500 companies in the financial services sector.</p></div><style data-emotion="css i2339m">.css-i2339m{position:relative;display:none;}@media screen and (min-width: 768px){.css-i2339m{display:block;}}</style><div class="chakra-tabs css-i2339m"><div class="chakra-stack css-sp2kt8"><div class="indiana-scroll-container indiana-scroll-container--hide-scrollbars"><style data-emotion="css 1uw5bnh">.css-1uw5bnh{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-box-pack:start;-ms-flex-pack:start;-webkit-justify-content:flex-start;justify-content:flex-start;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;}</style><div style="display:flex;justify-content:center" role="tablist" aria-orientation="horizontal" class="chakra-tabs__tablist css-1uw5bnh"><style data-emotion="css 100f1yd">.css-100f1yd{outline:2px solid 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class="chakra-tabs__tab css-100f1yd"><p class="chakra-text css-0">Sustainable and Commodity Finance</p></button></div></div><div class="chakra-tabs__tab-panels css-8atqhb"><style data-emotion="css a5mhaz">.css-a5mhaz{padding:var(--chakra-space-4);outline:2px solid transparent;outline-offset:2px;}</style><div tabindex="0" role="tabpanel" aria-labelledby="tabs-:R1b5l55sm:--tab-0" id="tabs-:R1b5l55sm:--tabpanel-0" class="chakra-tabs__tab-panel css-a5mhaz"><div class="css-0"><style data-emotion="css 8y8e5t">.css-8y8e5t{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:flex-start;-webkit-box-align:flex-start;-ms-flex-align:flex-start;align-items:flex-start;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;-webkit-box-flex-wrap:wrap;-webkit-flex-wrap:wrap;-ms-flex-wrap:wrap;flex-wrap:wrap;gap:0.5rem;}.css-8y8e5t p{color:var(--chakra-colors-bodyText);font-size:var(--chakra-fontSizes-xl);}.css-8y8e5t 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h2{font-size:var(--chakra-fontSizes-5xl);}}.css-1gfqaoy strong{font-family:var(--chakra-fonts-heading);color:var(--chakra-colors-accentPrimary);}</style><div class="css-1gfqaoy"><h2>Banking and Investment Services</h2></div><h4></h4><p>Build complex data applications — optimizing investment strategies, managing risks, and advanced predictive modeling — to serve you in the investment banking sector.</p></div><style data-emotion="css 9w83jj">.css-9w83jj{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:0.5rem;padding-top:var(--chakra-space-8);padding-left:0px;width:var(--chakra-sizes-full);}@media screen and (min-width: 768px){.css-9w83jj{padding-top:var(--chakra-space-10);padding-left:var(--chakra-space-10);width:61%;}}@media screen and (min-width: 960px){.css-9w83jj{padding-left:var(--chakra-space-24);}}</style><div class="chakra-stack css-9w83jj"><style data-emotion="css 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t46niv">.css-t46niv{font-family:var(--chakra-fonts-heading);padding-bottom:var(--chakra-space-2);font-size:21px;color:var(--chakra-colors-textPrimary);font-weight:600;}</style><h3 class="chakra-heading css-t46niv">Investment and commercial banking</h3><style data-emotion="css 5djpck">.css-5djpck{color:var(--chakra-colors-bodyText);}</style><p class="chakra-text css-5djpck">Help drive financial growth and business expansion for your clients with tailored investment and commercial banking data applications.</p></div></div><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Wealth management</h3><p class="chakra-text css-5djpck">Build custom data applications capable of delivering personalized wealth management solutions, comprehensive financial planning, investment management, and estate planning services to individuals and families.</p></div></div><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Capital markets</h3><p class="chakra-text css-5djpck">Track global financial markets with data science applications, to better tackle the ups and downs of capital markets with expert insights and strategies.</p></div></div><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Mergers and acquisitions</h3><p class="chakra-text css-5djpck">Approach M&A with confidence backed by data — strategic planning, due diligence, negotiation — to capitalize on growth opportunities for better value creation for the org.</p></div></div></div></div></div></div></div><div tabindex="0" role="tabpanel" aria-labelledby="tabs-:R1b5l55sm:--tab-1" hidden="" id="tabs-:R1b5l55sm:--tabpanel-1" class="chakra-tabs__tab-panel css-a5mhaz"><div class="css-0"><div class="chakra-stack css-8y8e5t"><div class="chakra-stack css-gk1kfv"><div class="css-1gfqaoy"><h2>Financial Planning and Analysis</h2></div><p>Budget allocation, forecasting, and advanced financial analytics require highly custom and collaborative reports and data apps — all possible with Dash Enterprise.</p></div><div class="chakra-stack css-9w83jj"><div class="css-1lefglh"><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Quantitative analytics</h3><p class="chakra-text css-5djpck">Experience and build advanced quantitative analytics data applications for your organization to strategically use statistical models and machine learning algorithms for optimized operations.</p></div></div><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Derivatives pricing</h3><p class="chakra-text css-5djpck">Build and share applications that optimize derivative investments with accurate pricing models for informed decisions and effective hedging strategies in volatile markets.</p></div></div><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Risk 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sustainable investment strategies, to support your firm's environmental, social, and governance goals.</p></div><div class="chakra-stack css-9w83jj"><div class="css-1lefglh"><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Sustainable finance</h3><p class="chakra-text css-5djpck">Explore sustainable financial solutions for socially responsible investing, integrating ESG factors for long-term value and positive social and environmental impact.</p></div></div><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Commodity trading</h3><p class="chakra-text css-5djpck">Give your stakeholders access to deeper market insights for strategically executing commodity investments, ensuring sustainable and responsible resource allocation while capitalizing on price movements.</p></div></div><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Financial regulation</h3><p class="chakra-text css-5djpck">Oversee and enforce the rules regulation of financial services and control risk, while managing consumer protection, trade safety, data governance, and more.</p></div></div></div></div></div></div></div></div></div></div><style data-emotion="css 1g9nh72">.css-1g9nh72{display:block;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:0.5rem;width:100%;}@media screen and (min-width: 768px){.css-1g9nh72{display:none;}}.css-1g9nh72 .splide{padding-bottom:30px;}.css-1g9nh72 .splide__arrow{background:transparent;}.css-1g9nh72 .splide__arrow svg{font-size:18px;fill:#7A76FF;}.css-1g9nh72 .splide__arrow--prev,.css-1g9nh72 .splide__arrow--next{top:28px;}.css-1g9nh72 .splide__pagination>.splide__pagination__page{display:false;width:13px;height:13px;background-color:#7A76FF;}.css-1g9nh72 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10ej3j2">.css-10ej3j2{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;gap:0.5rem;padding-top:var(--chakra-space-4);padding-bottom:var(--chakra-space-4);border-bottom-width:1px;border-color:var(--chakra-colors-border);}</style><div class="chakra-stack css-10ej3j2"><style data-emotion="css e18vlh">.css-e18vlh{color:var(--chakra-colors-textPrimary);}</style><p class="chakra-text css-e18vlh">Banking and Investment Services</p></div><style data-emotion="css 1153lrp">.css-1153lrp{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:var(--chakra-space-5);}</style><div class="chakra-stack css-1153lrp"><div class="css-0"><div class="chakra-stack css-8y8e5t"><div class="chakra-stack css-gk1kfv"><div class="css-1gfqaoy"><h2>Banking and Investment Services</h2></div><h4></h4><p>Build complex data applications — optimizing investment strategies, managing risks, and advanced predictive modeling — to serve you in the investment banking sector.</p></div><div class="chakra-stack css-9w83jj"><div class="css-1lefglh"><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Investment and commercial banking</h3><p class="chakra-text css-5djpck">Help drive financial growth and business expansion for your clients with tailored investment and commercial banking data applications.</p></div></div><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Wealth management</h3><p class="chakra-text css-5djpck">Build custom data applications capable of delivering personalized wealth management solutions, comprehensive financial planning, investment management, and estate planning services to individuals and families.</p></div></div><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Capital markets</h3><p class="chakra-text css-5djpck">Track global financial markets with data science applications, to better tackle the ups and downs of capital markets with expert insights and strategies.</p></div></div><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Mergers and acquisitions</h3><p class="chakra-text css-5djpck">Approach M&A with confidence backed by data — strategic planning, due diligence, negotiation — to capitalize on growth opportunities for better value creation for the org.</p></div></div></div></div></div></div></div></div></li><li class="splide__slide"><div class="chakra-stack slide-content css-18936vg"><div class="chakra-stack css-10ej3j2"><p class="chakra-text css-e18vlh">Financial Planning and Analysis</p></div><div class="chakra-stack css-1153lrp"><div class="css-0"><div class="chakra-stack css-8y8e5t"><div class="chakra-stack css-gk1kfv"><div class="css-1gfqaoy"><h2>Financial Planning and Analysis</h2></div><p>Budget allocation, forecasting, and advanced financial analytics require highly custom and collaborative reports and data apps — all possible with Dash Enterprise.</p></div><div class="chakra-stack css-9w83jj"><div class="css-1lefglh"><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Quantitative analytics</h3><p class="chakra-text css-5djpck">Experience and build advanced quantitative analytics data applications for your organization to strategically use statistical models and machine learning algorithms for optimized operations.</p></div></div><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Derivatives pricing</h3><p class="chakra-text css-5djpck">Build and share applications that optimize derivative investments with accurate pricing models for informed decisions and effective hedging strategies in volatile markets.</p></div></div><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Risk management</h3><p class="chakra-text css-5djpck">Make it easier for your stakeholders to collaborate on mitigating investment risks and protecting shareholder value with interactive risk management applications.</p></div></div><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Portfolio management</h3><p class="chakra-text css-5djpck">Manage diversified portfolios specific to your company's financial goals and risk management strategies, with proactive and continuous data analytics, monitoring, and reporting.</p></div></div></div></div></div></div></div></div></li><li class="splide__slide"><div class="chakra-stack slide-content css-18936vg"><div class="chakra-stack css-10ej3j2"><p class="chakra-text css-e18vlh">Sustainable and Commodity Finance</p></div><div class="chakra-stack css-1153lrp"><div class="css-0"><div class="chakra-stack css-8y8e5t"><div class="chakra-stack css-gk1kfv"><div class="css-1gfqaoy"><h2>Sustainable and Commodity Finance</h2></div><p>Apply data science to measure and report on the impact of sustainable investment strategies, to support your firm's environmental, social, and governance goals.</p></div><div class="chakra-stack css-9w83jj"><div class="css-1lefglh"><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Sustainable finance</h3><p class="chakra-text css-5djpck">Explore sustainable financial solutions for socially responsible investing, integrating ESG factors for long-term value and positive social and environmental impact.</p></div></div><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Commodity trading</h3><p class="chakra-text css-5djpck">Give your stakeholders access to deeper market insights for strategically executing commodity investments, ensuring sustainable and responsible resource allocation while capitalizing on price movements.</p></div></div><div class="chakra-stack css-ssl298"><div class="css-ewpu7b"><h3 class="chakra-heading css-t46niv">Financial regulation</h3><p class="chakra-text css-5djpck">Oversee and enforce the rules regulation of financial services and control risk, while managing consumer protection, trade safety, data governance, and more.</p></div></div></div></div></div></div></div></div></li></ul></div></div></div></div></div><style data-emotion="css 14a62at">.css-14a62at{background-color:#000000;position:relative;}@media screen and (min-width: 240px){.css-14a62at{padding-top:var(--chakra-space-10);padding-bottom:var(--chakra-space-10);}}@media screen and (min-width: 960px){.css-14a62at{padding-top:var(--chakra-space-16);padding-bottom:var(--chakra-space-16);}}</style><div class="css-14a62at"><div class="chakra-container css-1crnya7"><style data-emotion="css ozjz24">.css-ozjz24{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:var(--chakra-space-10);}</style><div class="chakra-stack css-ozjz24"><style data-emotion="css 1ij364t">.css-1ij364t{color:var(--chakra-colors-textPrimary);text-align:center;}.css-1ij364t h1{font-family:var(--chakra-fonts-heading);font-size:var(--chakra-fontSizes-7xl);font-weight:600;}@media screen and (min-width: 768px){.css-1ij364t h1{font-size:var(--chakra-fontSizes-7-5xl);}}@media screen and (min-width: 960px){.css-1ij364t h1{font-size:var(--chakra-fontSizes-9-5xl);}}.css-1ij364t h2{font-family:var(--chakra-fonts-heading);font-weight:600;line-height:37.5px;}@media screen and (min-width: 240px){.css-1ij364t h2{font-size:var(--chakra-fontSizes-4xl);}}@media screen and (min-width: 768px){.css-1ij364t h2{line-height:var(--chakra-lineHeights-short);}}@media screen and (min-width: 960px){.css-1ij364t h2{font-size:var(--chakra-fontSizes-5xl);}}.css-1ij364t h3{font-family:var(--chakra-fonts-heading);font-weight:var(--chakra-fontWeights-bold);}@media screen and (min-width: 240px){.css-1ij364t h3{font-size:var(--chakra-fontSizes-3xl);}}@media screen and (min-width: 768px){.css-1ij364t h3{font-size:var(--chakra-fontSizes-4xl);}}.css-1ij364t h4{font-family:var(--chakra-fonts-heading);font-size:var(--chakra-fontSizes-xl);font-weight:var(--chakra-fontWeights-bold);}.css-1ij364t h5{font-family:var(--chakra-fonts-heading);font-size:var(--chakra-fontSizes-lg);font-weight:var(--chakra-fontWeights-bold);}.css-1ij364t h6{font-family:var(--chakra-fonts-heading);font-size:var(--chakra-fontSizes-sm);font-weight:var(--chakra-fontWeights-bold);}</style><div class="css-1ij364t"><h1>Why Dash Enterprise?</h1></div><div class="chakra-wrap css-0"><style data-emotion="css 128kwv5">.css-128kwv5{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-box-flex-wrap:wrap;-webkit-flex-wrap:wrap;-ms-flex-wrap:wrap;flex-wrap:wrap;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;list-style-type:none;gap:30px;padding:0px;}</style><ul class="chakra-wrap__list css-128kwv5"><style data-emotion="css c4wplx">.css-c4wplx{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:flex-start;-webkit-box-align:flex-start;-ms-flex-align:flex-start;align-items:flex-start;width:39%;-webkit-box-pack:start;-ms-flex-pack:start;-webkit-justify-content:start;justify-content:start;text-align:start;padding-bottom:var(--chakra-space-8);}@media screen and (min-width: 576px){.css-c4wplx{width:28%;}}</style><li class="chakra-wrap__listitem css-c4wplx"><style data-emotion="css m3jj3s">.css-m3jj3s{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:start;-webkit-box-align:start;-ms-flex-align:start;align-items:start;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:0.5rem;}</style><div class="chakra-stack css-m3jj3s"><style data-emotion="css 2x4lt3">.css-2x4lt3{object-fit:contain;width:44px;height:100%;}</style><span style="box-sizing:border-box;display:inline-block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative;max-width:100%"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;max-width:100%"><img style="display:block;max-width:100%;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0" alt="" aria-hidden="true" src="data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%2744%27%20height=%27100%27/%3e"/></span><img alt="Built-in single sign-on" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="intrinsic" class="css-2x4lt3" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%"/><noscript><img alt="Built-in single sign-on" loading="lazy" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%" class="css-2x4lt3" srcSet="https://images.prismic.io/plotly-marketing-website-2/1a13f229-c559-409e-ba85-efb5ae0bd8d5_sign-on-security-icon-image.png?auto=compress%2Cformat&fit=max&w=48 1x, https://images.prismic.io/plotly-marketing-website-2/1a13f229-c559-409e-ba85-efb5ae0bd8d5_sign-on-security-icon-image.png?auto=compress%2Cformat&fit=max&w=96 2x" src="https://images.prismic.io/plotly-marketing-website-2/1a13f229-c559-409e-ba85-efb5ae0bd8d5_sign-on-security-icon-image.png?auto=compress%2Cformat&fit=max&w=96"/></noscript></span><style data-emotion="css iogdas">.css-iogdas{color:var(--chakra-colors-textPrimary);}.css-iogdas h1{font-family:var(--chakra-fonts-heading);font-size:var(--chakra-fontSizes-7xl);font-weight:600;}@media screen and (min-width: 768px){.css-iogdas h1{font-size:var(--chakra-fontSizes-7-5xl);}}@media screen and (min-width: 960px){.css-iogdas h1{font-size:var(--chakra-fontSizes-9-5xl);}}.css-iogdas h2{font-family:var(--chakra-fonts-heading);font-weight:600;line-height:37.5px;}@media screen and (min-width: 240px){.css-iogdas h2{font-size:var(--chakra-fontSizes-4xl);}}@media screen and (min-width: 768px){.css-iogdas h2{line-height:var(--chakra-lineHeights-short);}}@media screen and (min-width: 960px){.css-iogdas h2{font-size:var(--chakra-fontSizes-5xl);}}.css-iogdas h3{font-family:var(--chakra-fonts-heading);font-weight:var(--chakra-fontWeights-bold);}@media screen and (min-width: 240px){.css-iogdas h3{font-size:var(--chakra-fontSizes-3xl);}}@media screen and (min-width: 768px){.css-iogdas h3{font-size:var(--chakra-fontSizes-3-5xl);}}.css-iogdas h4{font-family:var(--chakra-fonts-heading);font-size:var(--chakra-fontSizes-xl);font-weight:var(--chakra-fontWeights-bold);}.css-iogdas h5{font-family:var(--chakra-fonts-heading);font-size:var(--chakra-fontSizes-lg);font-weight:var(--chakra-fontWeights-bold);}.css-iogdas h6{font-family:var(--chakra-fonts-heading);font-size:var(--chakra-fontSizes-sm);font-weight:var(--chakra-fontWeights-bold);}.css-iogdas p{color:var(--chakra-colors-bodyText);font-size:var(--chakra-fontSizes-xl);}.css-iogdas ul{list-style-type:disc;padding-left:35px;}.css-iogdas ol{list-style:inside;list-style-type:decimal;}.css-iogdas li{color:var(--chakra-colors-bodyText);font-size:15px;padding-top:var(--chakra-space-3);}.css-iogdas a{color:var(--chakra-colors-accentPrimary);font-weight:600;}.css-iogdas a:hover,.css-iogdas a[data-hover]{-webkit-text-decoration:underline!important;text-decoration:underline!important;}.css-iogdas strong{color:var(--chakra-colors-bodyText);}.css-iogdas >:not(:first-of-type){padding-top:var(--chakra-space-4);}.css-iogdas em{font-size:var(--chakra-fontSizes-2-75xl);font-weight:600;font-style:unset;color:var(--chakra-colors-textPrimary);}.css-iogdas strong em{padding-right:2px;font-size:inherit;font-style:italic;color:var(--chakra-colors-bodyText);font-weight:400;}</style><div class="css-iogdas"><p>Granular <a href="https://plotly.com/security/">security</a> for trustworthy, secure financial insights — encrypted variables, platform-level SOC2 compliance, authentication integration, and more.</p></div></div></li><li class="chakra-wrap__listitem css-c4wplx"><div class="chakra-stack css-m3jj3s"><span style="box-sizing:border-box;display:inline-block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative;max-width:100%"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;max-width:100%"><img style="display:block;max-width:100%;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0" alt="" aria-hidden="true" src="data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%2744%27%20height=%27100%27/%3e"/></span><img alt="Notebook to data apps" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="intrinsic" class="css-2x4lt3" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%"/><noscript><img alt="Notebook to data apps" loading="lazy" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%" class="css-2x4lt3" srcSet="https://plotly-marketing-website-2.cdn.prismic.io/plotly-marketing-website-2/f13997ca-17c7-4712-889f-3a41ae5f2a11_icon_Dash_enterprise.svg?auto=format&fit=max&w=48 1x, https://plotly-marketing-website-2.cdn.prismic.io/plotly-marketing-website-2/f13997ca-17c7-4712-889f-3a41ae5f2a11_icon_Dash_enterprise.svg?auto=format&fit=max&w=96 2x" src="https://plotly-marketing-website-2.cdn.prismic.io/plotly-marketing-website-2/f13997ca-17c7-4712-889f-3a41ae5f2a11_icon_Dash_enterprise.svg?auto=format&fit=max&w=96"/></noscript></span><div class="css-iogdas"><p>User-friendly, simplified front-end development to design <a href="https://plotly.com/dash/app-studio/">beautiful application layouts</a>.</p></div></div></li><li class="chakra-wrap__listitem css-c4wplx"><div class="chakra-stack css-m3jj3s"><span style="box-sizing:border-box;display:inline-block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative;max-width:100%"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;max-width:100%"><img style="display:block;max-width:100%;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0" alt="" aria-hidden="true" src="data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%2744%27%20height=%27100%27/%3e"/></span><img alt="Data app reporting" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="intrinsic" class="css-2x4lt3" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%"/><noscript><img alt="Data app reporting" loading="lazy" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%" class="css-2x4lt3" srcSet="https://plotly-marketing-website-2.cdn.prismic.io/plotly-marketing-website-2/e3985dc7-c425-4f37-b596-f908facbcb4a_Icons_02_icon-bull-horn.svg?auto=format&fit=max&w=48 1x, https://plotly-marketing-website-2.cdn.prismic.io/plotly-marketing-website-2/e3985dc7-c425-4f37-b596-f908facbcb4a_Icons_02_icon-bull-horn.svg?auto=format&fit=max&w=96 2x" src="https://plotly-marketing-website-2.cdn.prismic.io/plotly-marketing-website-2/e3985dc7-c425-4f37-b596-f908facbcb4a_Icons_02_icon-bull-horn.svg?auto=format&fit=max&w=96"/></noscript></span><div class="css-iogdas"><p>Pixel-perfect reporting — create, annotate, and automate <a href="https://plotly.com/dash/snapshot-engine/">shareable PDF</a> and email reports in real time.</p></div></div></li><li class="chakra-wrap__listitem css-c4wplx"><div class="chakra-stack css-m3jj3s"><span style="box-sizing:border-box;display:inline-block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative;max-width:100%"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;max-width:100%"><img style="display:block;max-width:100%;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0" alt="" aria-hidden="true" src="data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%2744%27%20height=%27100%27/%3e"/></span><img alt="Deploy big data apps" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="intrinsic" class="css-2x4lt3" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%"/><noscript><img alt="Deploy big data apps" loading="lazy" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%" class="css-2x4lt3" srcSet="https://plotly-marketing-website-2.cdn.prismic.io/plotly-marketing-website-2/8f73dbb6-3509-45fd-9459-851304c62d73_deploy_icon-02.svg?auto=format&fit=max&w=48 1x, https://plotly-marketing-website-2.cdn.prismic.io/plotly-marketing-website-2/8f73dbb6-3509-45fd-9459-851304c62d73_deploy_icon-02.svg?auto=format&fit=max&w=96 2x" src="https://plotly-marketing-website-2.cdn.prismic.io/plotly-marketing-website-2/8f73dbb6-3509-45fd-9459-851304c62d73_deploy_icon-02.svg?auto=format&fit=max&w=96"/></noscript></span><div class="css-iogdas"><p>Ability to scale hundreds of millions of <a href="https://plotly.com/dash/big-data-for-python/">data points and sources</a> into actionable insights while retaining snappy performance.</p></div></div></li><li class="chakra-wrap__listitem css-c4wplx"><div class="chakra-stack css-m3jj3s"><span style="box-sizing:border-box;display:inline-block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative;max-width:100%"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;max-width:100%"><img style="display:block;max-width:100%;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0" alt="" aria-hidden="true" src="data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%2744%27%20height=%27100%27/%3e"/></span><img alt="Dash Desgin Kit" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="intrinsic" class="css-2x4lt3" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%"/><noscript><img alt="Dash Desgin Kit" loading="lazy" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%" class="css-2x4lt3" srcSet="https://plotly-marketing-website-2.cdn.prismic.io/plotly-marketing-website-2/2bd145b4-cdd8-4109-959e-b33092760c97_design_kit.svg?auto=format&fit=max&w=48 1x, 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are benefitting from going beyond basic reporting and legacy BI. These teams are quickly deploying custom data apps for complex use cases that support the entire org in better decision-making.</p><p>Sophisticated, good-looking, and production-ready data apps that integrate smoothly with your existing tech stack and secure infrastructure — <a href="http://plotly.com/contact-us">contact us</a> to see how you can bring the future of data science and analytics to your team and company.</p></div></div><style data-emotion="css rofim9">.css-rofim9{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:var(--chakra-space-5);color:var(--chakra-colors-textPrimary);}.css-rofim9 h1{font-family:var(--chakra-fonts-heading);fontsize:6xl;}.css-rofim9 h2{font-family:var(--chakra-fonts-heading);font-weight:var(--chakra-fontWeights-extrabold);line-height:37.5px;}@media screen and (min-width: 240px){.css-rofim9 h2{font-size:var(--chakra-fontSizes-4xl);}}@media screen 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a{color:var(--chakra-colors-accentPrimary);}.css-jvvcux:hover a,.css-jvvcux[data-hover] a{-webkit-text-decoration:underline;text-decoration:underline;}</style><div class="css-jvvcux"><p><a href="https://developer.nvidia.com/blog/accelerating-trustworthy-ai-for-credit-risk-management/" target="_blank" rel="noopener">Learn more</a></p></div></div></div></li><li class="splide__slide"><div class="css-0"><div class="css-1tuvwdl"><img alt="Excel webinar" class="chakra-image css-bh4wo8" src="https://images.prismic.io/plotly-marketing-website-2/0c4673ab-5dd7-4443-b515-04ebc3aea6b8_excel-webinar.jpg?auto=compress,format"/></div><div class="css-wcg5dn"><h3 class="chakra-heading css-j3hjyz">A technical workshop demonstrating how data professionals can streamline Excel workflows, processing large volumes of data with Python and Excel.</h3><div class="css-jvvcux"><p><a href="https://go.plotly.com/excel-python" target="_blank" rel="noopener">Watch now</a></p></div></div></div></li><li 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768px){.css-m3ah1n{-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;}}</style><div class="css-m3ah1n"><style data-emotion="css g5r5mg">.css-g5r5mg{width:var(--chakra-sizes-full);max-width:100%;text-align:initial;-webkit-align-items:initial;-webkit-box-align:initial;-ms-flex-align:initial;align-items:initial;}.css-g5r5mg a{color:var(--chakra-colors-accentPrimary);font-size:var(--chakra-fontSizes-xl);}@media screen and (min-width: 240px){.css-g5r5mg h2{font-size:var(--chakra-fontSizes-4xl);}}@media screen and (min-width: 960px){.css-g5r5mg h2{font-size:var(--chakra-fontSizes-5xl);}}.css-g5r5mg ul{list-style:none;}@media screen and (min-width: 768px){.css-g5r5mg{width:40%;}}</style><div class="css-g5r5mg"><style data-emotion="css 170dn7z">.css-170dn7z{font-family:var(--chakra-fonts-heading);font-weight:var(--chakra-fontWeights-bold);font-size:var(--chakra-fontSizes-5xl);padding-bottom:var(--chakra-space-2);}</style><h2 class="chakra-heading css-170dn7z">Quantitative analysis</h2><style data-emotion="css 1372fe5">.css-1372fe5{text-align:initial;-webkit-align-items:initial;-webkit-box-align:initial;-ms-flex-align:initial;align-items:initial;}.css-1372fe5 ul{list-style:none;}.css-1372fe5 h1{font-family:var(--chakra-fonts-heading);fontsize:6xl;}.css-1372fe5 p{color:var(--chakra-colors-bodyText);font-size:var(--chakra-fontSizes-md);}@media screen and (min-width: 960px){.css-1372fe5 p{font-size:var(--chakra-fontSizes-xl);}}.css-1372fe5 ol{list-style:inside;list-style-type:decimal;}.css-1372fe5 li{color:var(--chakra-colors-bodyText);font-size:var(--chakra-fontSizes-md);}@media screen and (min-width: 960px){.css-1372fe5 li{font-size:var(--chakra-fontSizes-lg);}}.css-1372fe5 li:not(:first-of-type){padding-top:var(--chakra-space-3);}.css-1372fe5 a{color:var(--chakra-colors-accentPrimary);font-weight:600;padding-top:var(--chakra-space-3);}@media screen and (min-width: 240px){.css-1372fe5 a{font-size:var(--chakra-fontSizes-xl);}}@media screen and (min-width: 960px){.css-1372fe5 a{font-size:var(--chakra-fontSizes-lg);}}.css-1372fe5 a:hover,.css-1372fe5 a[data-hover]{-webkit-text-decoration:underline!important;text-decoration:underline!important;}.css-1372fe5 >:not(:first-of-type){padding-top:var(--chakra-space-4);}.css-1372fe5 strong{padding-top:var(--chakra-space-4);}.css-1372fe5 em{font-size:var(--chakra-fontSizes-2-75xl);font-weight:600;font-style:unset;color:var(--chakra-colors-textPrimary);}</style><div class="css-1372fe5"><ul><li><a href="http://webrodcepedamarin.herokuapp.com/">Explore the app →</a></li></ul></div></div><style data-emotion="css qg7tq2">.css-qg7tq2{width:var(--chakra-sizes-full);padding-top:var(--chakra-space-6);color:var(--chakra-colors-bodyText);font-size:var(--chakra-fontSizes-lg);}.css-qg7tq2 ul{list-style:none;}.css-qg7tq2 h1{font-family:var(--chakra-fonts-heading);fontsize:6xl;}.css-qg7tq2 p{color:var(--chakra-colors-bodyText);font-size:var(--chakra-fontSizes-md);}@media screen and (min-width: 960px){.css-qg7tq2 p{font-size:var(--chakra-fontSizes-xl);}}.css-qg7tq2 ol{list-style:inside;list-style-type:decimal;}.css-qg7tq2 li{color:var(--chakra-colors-bodyText);font-size:var(--chakra-fontSizes-md);}@media screen and (min-width: 240px){.css-qg7tq2 li{font-size:var(--chakra-fontSizes-xl);}}@media screen and (min-width: 960px){.css-qg7tq2 li{font-size:var(--chakra-fontSizes-lg);}}.css-qg7tq2 li:not(:first-of-type){padding-top:var(--chakra-space-3);}.css-qg7tq2 a{color:var(--chakra-colors-accentPrimary);font-weight:600;padding-top:var(--chakra-space-3);}.css-qg7tq2 a:hover,.css-qg7tq2 a[data-hover]{-webkit-text-decoration:underline!important;text-decoration:underline!important;}.css-qg7tq2 >:not(:first-of-type){padding-top:var(--chakra-space-4);}.css-qg7tq2 strong{padding-top:var(--chakra-space-4);}.css-qg7tq2 em{font-size:var(--chakra-fontSizes-2-75xl);font-weight:600;font-style:unset;color:var(--chakra-colors-textPrimary);}.css-qg7tq2 .code{font-family:monospace;background-color:var(--chakra-colors-codeBackground);border:0.1px solid;border-color:var(--chakra-colors-codeBorder);border-radius:3px;font-size:95%;color:var(--chakra-colors-codeColor);font-weight:600;padding-left:3px;padding-right:3px;}.css-qg7tq2 .list{position:relative;display:inline-block;padding-left:var(--chakra-space-4);margin-left:var(--chakra-space-2);width:97%;}.css-qg7tq2 .list:before{content:"•";position:absolute;left:var(--chakra-space-1);}@media screen and (min-width: 768px){.css-qg7tq2{width:55%;padding-top:initial;}}</style><div class="css-qg7tq2"><ul><li>A quantitative analyst at Credit Suisse builds an interactive, machine learning approach to credit risk assessment.</li></ul></div></div></div></li><li class="splide__slide"><div class="css-otsidp"><div class="chakra-aspect-ratio css-1m7tg19"><div class="css-lggpzz"><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:absolute;top:0;left:0;bottom:0;right:0"><img alt="NLP consumer complaints" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="fill" class="css-g98gbd" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain"/><noscript><img alt="NLP consumer complaints" loading="lazy" decoding="async" data-nimg="fill" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain" class="css-g98gbd" sizes="100vw" srcSet="https://images.prismic.io/plotly-marketing-website-2/a4fd33e5-9d76-459c-887e-8d8a8f58a0e7_NLP+consumer+complaints+analysis.png?auto=compress%2Cformat&fit=max&w=640 640w, https://images.prismic.io/plotly-marketing-website-2/a4fd33e5-9d76-459c-887e-8d8a8f58a0e7_NLP+consumer+complaints+analysis.png?auto=compress%2Cformat&fit=max&w=750 750w, https://images.prismic.io/plotly-marketing-website-2/a4fd33e5-9d76-459c-887e-8d8a8f58a0e7_NLP+consumer+complaints+analysis.png?auto=compress%2Cformat&fit=max&w=828 828w, https://images.prismic.io/plotly-marketing-website-2/a4fd33e5-9d76-459c-887e-8d8a8f58a0e7_NLP+consumer+complaints+analysis.png?auto=compress%2Cformat&fit=max&w=1080 1080w, https://images.prismic.io/plotly-marketing-website-2/a4fd33e5-9d76-459c-887e-8d8a8f58a0e7_NLP+consumer+complaints+analysis.png?auto=compress%2Cformat&fit=max&w=1200 1200w, https://images.prismic.io/plotly-marketing-website-2/a4fd33e5-9d76-459c-887e-8d8a8f58a0e7_NLP+consumer+complaints+analysis.png?auto=compress%2Cformat&fit=max&w=1920 1920w, https://images.prismic.io/plotly-marketing-website-2/a4fd33e5-9d76-459c-887e-8d8a8f58a0e7_NLP+consumer+complaints+analysis.png?auto=compress%2Cformat&fit=max&w=2048 2048w, https://images.prismic.io/plotly-marketing-website-2/a4fd33e5-9d76-459c-887e-8d8a8f58a0e7_NLP+consumer+complaints+analysis.png?auto=compress%2Cformat&fit=max&w=3840 3840w" src="https://images.prismic.io/plotly-marketing-website-2/a4fd33e5-9d76-459c-887e-8d8a8f58a0e7_NLP+consumer+complaints+analysis.png?auto=compress%2Cformat&fit=max&w=3840"/></noscript></span></div></div><div class="css-m3ah1n"><div class="css-g5r5mg"><h2 class="chakra-heading css-170dn7z">NLP consumer complaints analysis</h2><div class="css-1372fe5"><ul><li><a href="https://dash.gallery/dash-nlp/">Explore the app →</a></li></ul></div></div><div class="css-qg7tq2"><ul><li>Plotly’s own application applying natural language processing (NLP) and segmentation to analyze consumer complaints. </li></ul></div></div></div></li><li class="splide__slide"><div class="css-otsidp"><div class="chakra-aspect-ratio css-1m7tg19"><div class="css-lggpzz"><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:absolute;top:0;left:0;bottom:0;right:0"><img alt="Financial forecasting" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="fill" class="css-g98gbd" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain"/><noscript><img alt="Financial forecasting" loading="lazy" decoding="async" data-nimg="fill" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain" class="css-g98gbd" sizes="100vw" srcSet="https://images.prismic.io/plotly-marketing-website-2/fd05df3d-e30d-4638-82b8-b7403c285d60_financial-forecasting.png?auto=compress%2Cformat&rect=0%2C0%2C1135%2C614&w=1551&h=839&fit=max 640w, https://images.prismic.io/plotly-marketing-website-2/fd05df3d-e30d-4638-82b8-b7403c285d60_financial-forecasting.png?auto=compress%2Cformat&rect=0%2C0%2C1135%2C614&w=1551&h=839&fit=max 750w, https://images.prismic.io/plotly-marketing-website-2/fd05df3d-e30d-4638-82b8-b7403c285d60_financial-forecasting.png?auto=compress%2Cformat&rect=0%2C0%2C1135%2C614&w=1551&h=839&fit=max 828w, https://images.prismic.io/plotly-marketing-website-2/fd05df3d-e30d-4638-82b8-b7403c285d60_financial-forecasting.png?auto=compress%2Cformat&rect=0%2C0%2C1135%2C614&w=1551&h=839&fit=max 1080w, https://images.prismic.io/plotly-marketing-website-2/fd05df3d-e30d-4638-82b8-b7403c285d60_financial-forecasting.png?auto=compress%2Cformat&rect=0%2C0%2C1135%2C614&w=1551&h=839&fit=max 1200w, https://images.prismic.io/plotly-marketing-website-2/fd05df3d-e30d-4638-82b8-b7403c285d60_financial-forecasting.png?auto=compress%2Cformat&rect=0%2C0%2C1135%2C614&w=1551&h=839&fit=max 1920w, https://images.prismic.io/plotly-marketing-website-2/fd05df3d-e30d-4638-82b8-b7403c285d60_financial-forecasting.png?auto=compress%2Cformat&rect=0%2C0%2C1135%2C614&w=1551&h=839&fit=max 2048w, https://images.prismic.io/plotly-marketing-website-2/fd05df3d-e30d-4638-82b8-b7403c285d60_financial-forecasting.png?auto=compress%2Cformat&rect=0%2C0%2C1135%2C614&w=1551&h=839&fit=max 3840w" src="https://images.prismic.io/plotly-marketing-website-2/fd05df3d-e30d-4638-82b8-b7403c285d60_financial-forecasting.png?auto=compress%2Cformat&rect=0%2C0%2C1135%2C614&w=1551&h=839&fit=max"/></noscript></span></div></div><div class="css-m3ah1n"><div class="css-g5r5mg"><h2 class="chakra-heading css-170dn7z">Financial forecasting</h2><div class="css-1372fe5"><ul><li><a href="https://business-forecast-lab.com/">Explore the app →</a></li></ul></div></div><div class="css-qg7tq2"><ul><li>The University of Sydney provides the latest economic and financial forecasts of commonly used time series. </li></ul></div></div></div></li></ul></div></div></div></div><style data-emotion="css 1kxye90">.css-1kxye90{width:100%;height:2px;background-image:linear-gradient(to right, var(--chakra-colors-gradientStart), var(--chakra-colors-gradientEndSecondary));}</style><div class="css-1kxye90"></div></div></div></div></div></div></div><style data-emotion="css d2utvo">.css-d2utvo{position:relative;background:#000000;-webkit-transition:none!important;transition:none!important;}@media screen and (min-width: 240px){.css-d2utvo{padding-top:var(--chakra-space-10);padding-bottom:var(--chakra-space-10);}}@media screen and (min-width: 960px){.css-d2utvo{padding-top:var(--chakra-space-16);padding-bottom:var(--chakra-space-16);}}</style><div class="form-section css-d2utvo"><style data-emotion="css b3d31b">.css-b3d31b{width:100%;-webkit-margin-start:auto;margin-inline-start:auto;-webkit-margin-end:auto;margin-inline-end:auto;-webkit-padding-start:var(--chakra-space-4);padding-inline-start:var(--chakra-space-4);-webkit-padding-end:var(--chakra-space-4);padding-inline-end:var(--chakra-space-4);max-width:var(--chakra-sizes-7xl);}</style><div class="chakra-container css-b3d31b"><style data-emotion="css b94my0">.css-b94my0{display:grid;grid-gap:0px;grid-template-columns:repeat(1, 1fr);margin-top:0px;}@media screen and (min-width: 960px){.css-b94my0{grid-gap:30px;grid-template-columns:repeat(2, 1fr);margin-top:var(--chakra-space-20);}}@media screen and (min-width: 1200px){.css-b94my0{grid-gap:120px;}}</style><div class="css-b94my0"><style data-emotion="css qzj">.css-qzj{display:block;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:var(--chakra-space-10);}@media screen and (min-width: 768px){.css-qzj{display:block;}}</style><div class="chakra-stack css-qzj"><style data-emotion="css v1vltr">.css-v1vltr{display:grid;grid-gap:36px;grid-template-columns:repeat(3, minmax(0, 1fr));justify-items:center;-webkit-filter:brightness(0) invert(1);filter:brightness(0) invert(1);}</style><div class="css-v1vltr"><style data-emotion="css xyv8uv">.css-xyv8uv{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;width:80px;max-height:100px;}@media screen and (min-width: 768px){.css-xyv8uv{width:180px;}}</style><div class="css-xyv8uv"><style data-emotion="css zm1wsd">.css-zm1wsd{width:100%;height:100%;object-fit:contain;-webkit-filter:invert(1%) saturate(1%) brightness(500%) contrast(0);filter:invert(1%) saturate(1%) brightness(500%) contrast(0);}</style><span style="box-sizing:border-box;display:inline-block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative;max-width:100%"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;max-width:100%"><img style="display:block;max-width:100%;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0" alt="" aria-hidden="true" src="data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%27100%27%20height=%27100%27/%3e"/></span><img alt="CIBC Logo" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="intrinsic" class="css-zm1wsd" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain"/><noscript><img alt="CIBC Logo" loading="lazy" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain" class="css-zm1wsd" srcSet="https://images.prismic.io/plotly-marketing-website-2/ZxqLFoF3NbkBYAbw_CIBCLogo.png?auto=format%2Ccompress&fit=max&w=128 1x, https://images.prismic.io/plotly-marketing-website-2/ZxqLFoF3NbkBYAbw_CIBCLogo.png?auto=format%2Ccompress&fit=max&w=256 2x" src="https://images.prismic.io/plotly-marketing-website-2/ZxqLFoF3NbkBYAbw_CIBCLogo.png?auto=format%2Ccompress&fit=max&w=256"/></noscript></span></div><div class="css-xyv8uv"><span style="box-sizing:border-box;display:inline-block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative;max-width:100%"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;max-width:100%"><img style="display:block;max-width:100%;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0" alt="" aria-hidden="true" src="data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%27100%27%20height=%27100%27/%3e"/></span><img alt="S&P logo" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="intrinsic" class="css-zm1wsd" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain"/><noscript><img alt="S&P logo" loading="lazy" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain" class="css-zm1wsd" srcSet="https://images.prismic.io/plotly-marketing-website-2/ZxqIloF3NbkBYAau_s%26p_logo_1%403x.png?auto=format%2Ccompress&fit=max&w=128 1x, https://images.prismic.io/plotly-marketing-website-2/ZxqIloF3NbkBYAau_s%26p_logo_1%403x.png?auto=format%2Ccompress&fit=max&w=256 2x" src="https://images.prismic.io/plotly-marketing-website-2/ZxqIloF3NbkBYAau_s%26p_logo_1%403x.png?auto=format%2Ccompress&fit=max&w=256"/></noscript></span></div><div class="css-xyv8uv"><span style="box-sizing:border-box;display:inline-block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative;max-width:100%"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;max-width:100%"><img style="display:block;max-width:100%;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0" alt="" aria-hidden="true" src="data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%27100%27%20height=%27100%27/%3e"/></span><img alt="Liberty Mutual Logo" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="intrinsic" class="css-zm1wsd" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain"/><noscript><img alt="Liberty Mutual Logo" loading="lazy" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain" class="css-zm1wsd" srcSet="https://images.prismic.io/plotly-marketing-website-2/408b206e-533e-45a3-a871-3472a1d2d33b_liberty-mutual.png?auto=compress%2Cformat&fit=max&w=128 1x, https://images.prismic.io/plotly-marketing-website-2/408b206e-533e-45a3-a871-3472a1d2d33b_liberty-mutual.png?auto=compress%2Cformat&fit=max&w=256 2x" src="https://images.prismic.io/plotly-marketing-website-2/408b206e-533e-45a3-a871-3472a1d2d33b_liberty-mutual.png?auto=compress%2Cformat&fit=max&w=256"/></noscript></span></div><div class="css-xyv8uv"><span style="box-sizing:border-box;display:inline-block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative;max-width:100%"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;max-width:100%"><img style="display:block;max-width:100%;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0" alt="" aria-hidden="true" src="data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%27100%27%20height=%27100%27/%3e"/></span><img alt="Northern 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alt="Intuit" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="intrinsic" class="css-zm1wsd" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain"/><noscript><img alt="Intuit" loading="lazy" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain" class="css-zm1wsd" srcSet="https://images.prismic.io/plotly-marketing-website-2/757b826b-1556-4415-81f6-2f9c6acaf5ba_Intuit_logo_white.png?auto=compress%2Cformat&fit=max&w=128 1x, 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alt="Deloitte" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="intrinsic" class="css-zm1wsd" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain"/><noscript><img alt="Deloitte" loading="lazy" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain" class="css-zm1wsd" srcSet="https://images.prismic.io/plotly-marketing-website-2/b9127adb-f4d2-4f94-8b56-862140c8b725_Deloitte.png?auto=compress%2Cformat&fit=max&w=128 1x, 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Center" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="intrinsic" class="css-zm1wsd" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain"/><noscript><img alt="Chicago Trading Center" loading="lazy" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain" class="css-zm1wsd" srcSet="https://images.prismic.io/plotly-marketing-website-2/e1d5eb55-3f2e-4402-9bc1-e3e1b07267b5_Chicago+Trading+Center.png?auto=compress%2Cformat&fit=max&w=128 1x, https://images.prismic.io/plotly-marketing-website-2/e1d5eb55-3f2e-4402-9bc1-e3e1b07267b5_Chicago+Trading+Center.png?auto=compress%2Cformat&fit=max&w=256 2x" src="https://images.prismic.io/plotly-marketing-website-2/e1d5eb55-3f2e-4402-9bc1-e3e1b07267b5_Chicago+Trading+Center.png?auto=compress%2Cformat&fit=max&w=256"/></noscript></span></div><div class="css-xyv8uv"><span style="box-sizing:border-box;display:inline-block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative;max-width:100%"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;max-width:100%"><img style="display:block;max-width:100%;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0" alt="" aria-hidden="true" src="data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%27100%27%20height=%27100%27/%3e"/></span><img alt="Principal financial" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="intrinsic" class="css-zm1wsd" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain"/><noscript><img alt="Principal financial" loading="lazy" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain" class="css-zm1wsd" srcSet="https://images.prismic.io/plotly-marketing-website-2/a4d2b9df-4fc4-44e1-9ee1-907b56ff70ec_Principal+financial.png?auto=compress%2Cformat&fit=max&w=128 1x, https://images.prismic.io/plotly-marketing-website-2/a4d2b9df-4fc4-44e1-9ee1-907b56ff70ec_Principal+financial.png?auto=compress%2Cformat&fit=max&w=256 2x" src="https://images.prismic.io/plotly-marketing-website-2/a4d2b9df-4fc4-44e1-9ee1-907b56ff70ec_Principal+financial.png?auto=compress%2Cformat&fit=max&w=256"/></noscript></span></div><div class="css-xyv8uv"><span style="box-sizing:border-box;display:inline-block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative;max-width:100%"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;max-width:100%"><img style="display:block;max-width:100%;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0" alt="" 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