{"id":512,"date":"2024-11-24T21:34:55","date_gmt":"2024-11-24T13:34:55","guid":{"rendered":"https:\/\/philip.twinight.co\/portfolio\/?p=512"},"modified":"2026-05-04T23:33:21","modified_gmt":"2026-05-04T15:33:21","slug":"ai-portfolio-analytics-revolutionizing-investment-management-with-artificial-intelligence","status":"publish","type":"post","link":"https:\/\/philip.twinight.co\/portfolio\/index.php\/2024\/11\/24\/ai-portfolio-analytics-revolutionizing-investment-management-with-artificial-intelligence\/","title":{"rendered":"AI Portfolio Analytics: Revolutionizing Investment Management with Artificial Intelligence"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img data-opt-id=722251542  fetchpriority=\"high\" loading=\"eager\" decoding=\"async\" width=\"1024\" height=\"452\" src=\"https:\/\/mlcznkdztmb6.i.optimole.com\/w:1024\/h:452\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_landing.png\" alt=\"\" class=\"wp-image-514\" srcset=\"https:\/\/mlcznkdztmb6.i.optimole.com\/w:1024\/h:452\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_landing.png 1024w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:300\/h:133\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_landing.png 300w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:768\/h:339\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_landing.png 768w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:1536\/h:678\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_landing.png 1536w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:1920\/h:848\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_landing.png 2048w\" sizes=\"auto, (max-width: 792px) 100vw, 792px\" \/><\/figure>\n\n\n\n<p>This is a personal project I built to help people make better investment decisions. The idea was to combine AI with portfolio analysis tools, so users can build portfolios, check risk, and get suggestions without needing a finance background.<\/p>\n\n\n\n<p>I wanted to make something that works for both beginners and more experienced investors. Beginners can follow a guided survey to set up their portfolio, while advanced users can manually pick stocks and ETFs.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-opt-id=182797671  fetchpriority=\"high\" loading=\"eager\" decoding=\"async\" width=\"1024\" height=\"452\" src=\"https:\/\/mlcznkdztmb6.i.optimole.com\/w:1024\/h:452\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_landing2.png\" alt=\"\" class=\"wp-image-515\" srcset=\"https:\/\/mlcznkdztmb6.i.optimole.com\/w:1024\/h:452\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_landing2.png 1024w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:300\/h:133\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_landing2.png 300w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:768\/h:339\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_landing2.png 768w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:1536\/h:678\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_landing2.png 1536w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:1920\/h:848\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_landing2.png 2048w\" sizes=\"auto, (max-width: 792px) 100vw, 792px\" \/><\/figure>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/philip.twinight.co\/portfolio\/index.php\/2024\/11\/24\/ai-portfolio-analytics-revolutionizing-investment-management-with-artificial-intelligence\/#Portfolio_Construction\" >Portfolio Construction<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/philip.twinight.co\/portfolio\/index.php\/2024\/11\/24\/ai-portfolio-analytics-revolutionizing-investment-management-with-artificial-intelligence\/#Risk_Assessment\" >Risk Assessment<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/philip.twinight.co\/portfolio\/index.php\/2024\/11\/24\/ai-portfolio-analytics-revolutionizing-investment-management-with-artificial-intelligence\/#Market_Insights\" >Market Insights<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/philip.twinight.co\/portfolio\/index.php\/2024\/11\/24\/ai-portfolio-analytics-revolutionizing-investment-management-with-artificial-intelligence\/#Performance_Dashboard\" >Performance Dashboard<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/philip.twinight.co\/portfolio\/index.php\/2024\/11\/24\/ai-portfolio-analytics-revolutionizing-investment-management-with-artificial-intelligence\/#AI_Insights\" >AI Insights<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/philip.twinight.co\/portfolio\/index.php\/2024\/11\/24\/ai-portfolio-analytics-revolutionizing-investment-management-with-artificial-intelligence\/#Settings_and_Accessibility\" >Settings and Accessibility<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/philip.twinight.co\/portfolio\/index.php\/2024\/11\/24\/ai-portfolio-analytics-revolutionizing-investment-management-with-artificial-intelligence\/#Pre-Built_Portfolio_Templates\" >Pre-Built Portfolio Templates<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/philip.twinight.co\/portfolio\/index.php\/2024\/11\/24\/ai-portfolio-analytics-revolutionizing-investment-management-with-artificial-intelligence\/#What_Id_Work_on_Next\" >What I&#8217;d Work on Next<\/a><\/li><\/ul><\/nav><\/div>\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Portfolio_Construction\"><\/span>Portfolio Construction<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-opt-id=2054228329  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"770\" src=\"https:\/\/mlcznkdztmb6.i.optimole.com\/w:1024\/h:770\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_create.png\" alt=\"\" class=\"wp-image-520\" srcset=\"https:\/\/mlcznkdztmb6.i.optimole.com\/w:1024\/h:770\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_create.png 1024w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:300\/h:226\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_create.png 300w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:768\/h:577\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_create.png 768w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:1436\/h:1080\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_create.png 1536w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:1436\/h:1080\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_create.png 1914w\" sizes=\"auto, (max-width: 792px) 100vw, 792px\" \/><\/figure>\n\n\n\n<p>Users can build a portfolio in a few ways:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Templates:<\/strong> I included some well-known portfolio templates like &#8220;Golden Butterfly&#8221; and &#8220;Bogleheads Three-Fund&#8221; so users can start from a proven allocation and adjust from there.<\/li>\n\n\n\n<li><strong>Goal survey:<\/strong> There&#8217;s an interactive survey that asks about risk tolerance, expected returns, and investment horizon. Based on the answers, the system recommends an asset allocation.<\/li>\n\n\n\n<li><strong>Manual entry:<\/strong> For users who already know what they want, they can just add specific stocks or ETFs directly.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Risk_Assessment\"><\/span>Risk Assessment<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>The risk dashboard shows a few things that I think are useful for understanding portfolio risk:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>VaR (Value at Risk):<\/strong> Shows the 95% confidence interval on potential losses. This gives a rough idea of how much the portfolio could lose in a bad scenario.<\/li>\n\n\n\n<li><strong>Drawdown analysis:<\/strong> Shows the worst drops and how long it took to recover, compared against benchmarks like SPY.<\/li>\n\n\n\n<li><strong>Stress testing:<\/strong> Users can see how the portfolio would perform under different economic conditions.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Market_Insights\"><\/span>Market Insights<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-opt-id=1807445412  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"452\" src=\"https:\/\/mlcznkdztmb6.i.optimole.com\/w:1024\/h:452\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_result2.png\" alt=\"\" class=\"wp-image-519\" srcset=\"https:\/\/mlcznkdztmb6.i.optimole.com\/w:1024\/h:452\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_result2.png 1024w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:300\/h:133\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_result2.png 300w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:768\/h:339\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_result2.png 768w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:1536\/h:678\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_result2.png 1536w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:1920\/h:848\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_result2.png 2048w\" sizes=\"auto, (max-width: 792px) 100vw, 792px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Correlation analysis:<\/strong> A color-coded matrix that shows how different assets in the portfolio move together. This helps users see if they&#8217;re actually diversified or just holding assets that go up and down at the same time.<\/li>\n\n\n\n<li><strong>AI chatbot:<\/strong> I added a chatbot that can answer questions about the portfolio, like explaining what a drawdown period means or why a certain asset is volatile.<\/li>\n\n\n\n<li><strong>Global data:<\/strong> The platform pulls real-time stock and ETF data so users are not looking at stale numbers.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Performance_Dashboard\"><\/span>Performance Dashboard<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-opt-id=1134421297  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"452\" src=\"https:\/\/mlcznkdztmb6.i.optimole.com\/w:1024\/h:452\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_result1.png\" alt=\"\" class=\"wp-image-517\" srcset=\"https:\/\/mlcznkdztmb6.i.optimole.com\/w:1024\/h:452\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_result1.png 1024w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:300\/h:133\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_result1.png 300w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:768\/h:339\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_result1.png 768w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:1536\/h:678\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_result1.png 1536w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:1920\/h:848\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_result1.png 2048w\" sizes=\"auto, (max-width: 792px) 100vw, 792px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Key ratios:<\/strong> CAGR, total return, volatility, Sharpe ratio. These are the standard metrics that most investors look at.<\/li>\n\n\n\n<li><strong>Growth chart:<\/strong> A chart comparing portfolio growth against a benchmark over time, so users can see if they&#8217;re doing better or worse.<\/li>\n\n\n\n<li><strong>Risk-adjusted returns:<\/strong> Side-by-side comparison showing where the portfolio is strong and where it could improve.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"AI_Insights\"><\/span>AI Insights<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-opt-id=173701004  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"409\" src=\"https:\/\/mlcznkdztmb6.i.optimole.com\/w:1024\/h:409\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_result3.png\" alt=\"\" class=\"wp-image-518\" srcset=\"https:\/\/mlcznkdztmb6.i.optimole.com\/w:1024\/h:409\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_result3.png 1024w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:300\/h:120\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_result3.png 300w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:768\/h:307\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_result3.png 768w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:1536\/h:614\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_result3.png 1536w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:1920\/h:766\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_result3.png 2048w\" sizes=\"auto, (max-width: 792px) 100vw, 792px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Summary section:<\/strong> The AI reads the portfolio data and highlights areas that might need attention, like underperforming holdings or sectors that are too concentrated.<\/li>\n\n\n\n<li><strong>Optimization suggestions:<\/strong> Things like rebalancing triggers, tax-loss harvesting opportunities, or weight adjustments. These are suggestions, not automatic actions.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Settings_and_Accessibility\"><\/span>Settings and Accessibility<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-opt-id=423464705  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"436\" src=\"https:\/\/mlcznkdztmb6.i.optimole.com\/w:1024\/h:436\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_setting-1.png\" alt=\"\" class=\"wp-image-521\" srcset=\"https:\/\/mlcznkdztmb6.i.optimole.com\/w:1024\/h:436\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_setting-1.png 1024w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:300\/h:128\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_setting-1.png 300w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:768\/h:327\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_setting-1.png 768w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:1536\/h:654\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_setting-1.png 1536w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:1920\/h:817\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_setting-1.png 2048w\" sizes=\"auto, (max-width: 792px) 100vw, 792px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Guided flow for beginners:<\/strong> The step-by-step survey makes it less overwhelming for people who don&#8217;t have investing experience.<\/li>\n\n\n\n<li><strong>Advanced options:<\/strong> Manual stock entry, transaction cost simulation, and more control for experienced users.<\/li>\n\n\n\n<li><strong>Mobile responsive:<\/strong> The design works on phones and tablets.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Pre-Built_Portfolio_Templates\"><\/span>Pre-Built Portfolio Templates<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-opt-id=978937625  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"452\" src=\"https:\/\/mlcznkdztmb6.i.optimole.com\/w:1024\/h:452\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_template.png\" alt=\"\" class=\"wp-image-516\" srcset=\"https:\/\/mlcznkdztmb6.i.optimole.com\/w:1024\/h:452\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_template.png 1024w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:300\/h:133\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_template.png 300w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:768\/h:339\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_template.png 768w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:1536\/h:678\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_template.png 1536w, https:\/\/mlcznkdztmb6.i.optimole.com\/w:1920\/h:848\/q:mauto\/f:best\/ig:avif\/https:\/\/philip.twinight.co\/portfolio\/wp-content\/uploads\/2024\/11\/showcase_template.png 2048w\" sizes=\"auto, (max-width: 792px) 100vw, 792px\" \/><\/figure>\n\n\n\n<p>There are 10+ pre-configured portfolios like &#8220;Total Stock Market&#8221; and &#8220;Simple Money&#8221; that users can pick and modify. I added these because most beginners don&#8217;t know where to start, and having a template to work from is easier than building from scratch.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_Id_Work_on_Next\"><\/span>What I&#8217;d Work on Next<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Better prediction models:<\/strong> Using multi-factor forecasting to give longer-term views.<\/li>\n\n\n\n<li><strong>Sentiment analysis:<\/strong> Pulling in social media data for short-term trading signals.<\/li>\n\n\n\n<li><strong>Mobile app:<\/strong> A native app so the experience is smoother on phones.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>The platform is live at <a href=\"https:\/\/stock.twinight.co\" target=\"_blank\" rel=\"noreferrer noopener\">stock.twinight.co<\/a> if you want to try it.<\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>This is a personal project I built to help people make better investment decisions. The idea was to combine AI with portfolio analysis tools, so users can build portfolios, check &hellip; <a href=\"https:\/\/philip.twinight.co\/portfolio\/index.php\/2024\/11\/24\/ai-portfolio-analytics-revolutionizing-investment-management-with-artificial-intelligence\/\" class=\"more-link\"><span>Continue reading<span class=\"screen-reader-text\">AI Portfolio Analytics: Revolutionizing Investment Management with Artificial Intelligence<\/span><\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":522,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,71],"tags":[55,59,61,60,57,58,54,56],"class_list":["post-512","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-proj","category-quant-finance-trading","tag-aiinvesting","tag-artificialintelligence","tag-financialinnovation","tag-fintech","tag-investmentmanagement","tag-investmenttechnology","tag-portfolioanalysis","tag-wealthmanagement"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI Portfolio Analytics: Revolutionizing Investment Management with Artificial Intelligence - Philip\u2019s Data Science Diary<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/philip.twinight.co\/portfolio\/index.php\/2024\/11\/24\/ai-portfolio-analytics-revolutionizing-investment-management-with-artificial-intelligence\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI Portfolio Analytics: Revolutionizing Investment Management with Artificial Intelligence - Philip\u2019s Data Science Diary\" \/>\n<meta property=\"og:description\" content=\"This is a personal project I built to help people make better investment decisions. 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