{"id":25433,"date":"2024-07-12T22:21:30","date_gmt":"2024-07-12T14:21:30","guid":{"rendered":"https:\/\/www.tejwin.com\/?post_type=insight&#038;p=25433"},"modified":"2026-02-25T14:48:37","modified_gmt":"2026-02-25T06:48:37","slug":"jensen-huangs-speech","status":"publish","type":"insight","link":"https:\/\/tejwin20260323.j.webweb.today\/en\/insight\/jensen-huangs-speech\/","title":{"rendered":"Analyzing the Changes in Sharpe Ratio of NVIDIA Concept Stocks Using TEJ API from Jensen Huang&#8217;s Speech at National Taiwan University"},"content":{"rendered":"\n<figure class=\"wp-block-image aligncenter size-full caption-align-center is-style-editorskit-rounded\"><img fetchpriority=\"high\" decoding=\"async\" width=\"3024\" height=\"4032\" src=\"https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-44.jpeg\" alt=\"nvidia Jensen Huang's speech\" class=\"wp-image-25470\" style=\"object-fit:cover\" srcset=\"https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-44.jpeg 3024w, https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-44-225x300.jpeg 225w, https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-44-768x1024.jpeg 768w, https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-44-113x150.jpeg 113w, https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-44-1152x1536.jpeg 1152w, https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-44-1536x2048.jpeg 1536w\" sizes=\"(max-width: 3024px) 100vw, 3024px\" \/><figcaption class=\"wp-element-caption\">Photo by <a href=\"https:\/\/unsplash.com\/@lealea_leaa\" class=\"ek-link\" target=\"_blank\" rel=\"noopener\"><strong>Lea \u00d8chel<\/strong><\/a> on <a href=\"https:\/\/unsplash.com\/photos\/black-leather-zip-up-jacket-on-white-textile-nsRBbE6-YLs?utm_content=creditCopyText&amp;utm_medium=referral&amp;utm_source=unsplash\" class=\"ek-link\" target=\"_blank\" rel=\"noopener\">Unsplash<\/a><\/figcaption><\/figure>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_81 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a117ea25abf2\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"ez-toc-cssicon\"><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><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a117ea25abf2\"  aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/tejwin20260323.j.webweb.today\/en\/insight\/jensen-huangs-speech\/#Highlight\" >Highlight<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/tejwin20260323.j.webweb.today\/en\/insight\/jensen-huangs-speech\/#Preface\" >Preface<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/tejwin20260323.j.webweb.today\/en\/insight\/jensen-huangs-speech\/#Editing_Environment_and_Module_Requirements_of_Analysis\" >Editing Environment and Module Requirements of Analysis<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/tejwin20260323.j.webweb.today\/en\/insight\/jensen-huangs-speech\/#Database_Usage\" >Database Usage<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/tejwin20260323.j.webweb.today\/en\/insight\/jensen-huangs-speech\/#What_is_the_Sharpe_ratio\" >What is the Sharpe ratio?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/tejwin20260323.j.webweb.today\/en\/insight\/jensen-huangs-speech\/#Jensen_Huangs_Speech_Background_Panel_List\" >Jensen Huang&#8217;s Speech Background Panel List<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/tejwin20260323.j.webweb.today\/en\/insight\/jensen-huangs-speech\/#Data_Import\" >Data Import<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/tejwin20260323.j.webweb.today\/en\/insight\/jensen-huangs-speech\/#Conclusion\" >Conclusion<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/tejwin20260323.j.webweb.today\/en\/insight\/jensen-huangs-speech\/#GitHub_Source_Code\" >GitHub &nbsp;Source Code<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Highlight\"><\/span>Highlight<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Article Difficulty: \u2605\u2606\u2606\u2606\u2606<\/li>\n\n\n\n<li>Analyze whether NVIDIA&#8217;s partners in Taiwan have become more suitable investment targets following Jensen Huang&#8217;s speech at National Taiwan University, using the Sharpe ratio as the standard.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Preface\"><\/span>Preface<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>On June 2, 2024, NVIDIA&#8217;s CEO Jensen Huang delivered a speech in Taiwan. At the end of his presentation, he displayed several slides listing Taiwan&#8217;s business partners. This moment sparked widespread attention in society and led to innovative terms such as &#8220;the world&#8217;s strongest AI ETF&#8221; and &#8220;ETF with Huang content.&#8221;<br>Moreover, Jensen Huang&#8217;s influence extended into everyday life. The &#8220;Apo Fruit Stall&#8221; at Tonghua Street Night Market (aka Linjiang Street Night Market) and the &#8220;Fu Bawang Pork Rice&#8221; in the Siping Sun Square became news hotspots following his visit, showcasing the admiration and enthusiasm Taiwanese people have for him.<br>This article uses the Sharpe ratio to assess the changes in NVIDIA&#8217;s Taiwanese business partners before and after the speech, analyzing Jensen Huang&#8217;s speech&#8217;s impact on their related supply chain.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Editing_Environment_and_Module_Requirements_of_Analysis\"><\/span><strong>Editing Environment and Module Requirements of Analysis<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>This article uses the Windows 11 OS and VS code as the editor.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Database_Usage\"><\/span>Database Usage<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/api.tej.com.tw\/columndoc.html?subId=50\" class=\"ek-link\" target=\"_blank\" rel=\"noopener\">TWN\/ANPRCSTD(Stock Return (Daily) &#8211; Rate of Return)<\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_is_the_Sharpe_ratio\"><\/span>What is the Sharpe ratio?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>In the financial field, the Sharpe Ratio is an important indicator for measuring the performance of an investment portfolio. It measures the excess return per unit of risk taken. Naturally, the higher the return for each unit of risk, the better! Therefore, we often use the Sharpe Ratio to evaluate the long-term performance of investment portfolios, set investment goals, and assess the skills of fund managers.<br><\/p>\n\n\n\n<p>The Sharpe Ratio calculation formula is:<br>Sharpe Ratio = (Average Daily Return \u2013 Risk-Free Rate) \/ Standard Deviation<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Jensen_Huangs_Speech_Background_Panel_List\"><\/span>Jensen Huang&#8217;s Speech Background Panel List<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>LITEON\u3001UMC\u3001DELTA\u3001Foxconn\u3001Compal\u3001TSMC\u3001Acer\u3001Inventec\u3001ASUS\u3001SOLOMON\u3001GIGABYTE\u3001MSI\u3001Quanta\u3001ADVANTECH\u3001AverMedia\u3001KYEC\u3001MediaTek\u3001LeadTek\u3001TRI\u3001Unimicron\u3001EDOM\u3001Axiomtek\u3001Wistron\u3001G.M.I\u3001ASRock\u3001Thermaltake\u3001MiTAC\u3001ASE\u3001PEGATRON\u3001Coretronic\u3001YUAN\u3001EverFocus\u3001InWin\u3001KENMECS\u3001ADLINK\u3001Lanner\u3001Onyx Healthcare\u3001AAEON\u3001Wiwynn\u3001Neousys\u3001Chenbro Micom\u3001NEXCOM\u3001GIANT.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data_Import\"><\/span>Data Import<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>import tejapi\nimport pandas as pd\n\n<code>tejapi.ApiConfig.api_key  = \"Your Key\"\n<\/code>tejapi.ApiConfig.api_base = \"https:\/\/api.tej.com.tw\"\ntejapi.ApiConfig.ignoretz = True\n<\/code><\/pre>\n\n\n\n<p class=\"has-text-align-center\">Establish the stock codes of NVIDIA&#8217;s business partners in Taiwan and retrieve their daily return rates (divided into before and after Jensen Huang&#8217;s speech)<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>coid_list = &#91;'6579', '2353', '6166', '2395', '3711', '3515', '2357', '2417', '3088', '8210', '2324', '5371', '2308', '3048', '5484', '2317', '9921', '2376', '3312', '2356', '6117', '6125', '2449', '6245', '2465', '2301', '2454', '3706', '2377', '6922', '8234', '6569', '4938', '2382', '2359', '3030', '3540', '2330', '2303', '3037', '3231', '6669', '5474'] \n\ntablebefore = tejapi.get (\n    'TWN\/APRCD2',\n    coid = coid_list ,\n    mdate = {'gte':'2024-05-02','lte':'2024-06-02'}, \n    paginate = True, \n    opts={'columns':&#91;'coid','mdate','roia']},\n    )\ntableafter = tejapi.get (\n    'TWN\/APRCD2',\n    coid = coid_list ,\n    mdate = {'gte':'2024-06-02','lte':'2024-07-02'}, \n    chinese_column_name = True,\n    paginate = True, \n    opts={'columns':&#91;'coid','mdate','roia']},\n    )\n\ndfbefore = pd.DataFrame(tablebefore)\ndfafter = pd.DataFrame(tableafter)\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"334\" height=\"462\" src=\"https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-467.png\" alt=\"Jensen Huang's speech\" class=\"wp-image-25325\" srcset=\"https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-467.png 334w, https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-467-217x300.png 217w, https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-467-108x150.png 108w\" sizes=\"(max-width: 334px) 100vw, 334px\" \/><figcaption class=\"wp-element-caption\">Jensen Huang&#8217;s speech Background list return of day<\/figcaption><\/figure>\n\n\n\n<div style=\"border: 1px black; border-style: solid none; text-align: center; border-color: #296580; padding: 24px; margin-top: 24px; margin-bottom: 24px;\">\n<p style=\"margin: 0px; font-size: 24px; font-weight: bold; line-height: 1.5;\">Learn More About the High-Quality Investment Database by TEJ! Construct Trading Strategies With Market Data.<\/p>\n<div style=\"margin-top: 32px;\"><strong><a style=\"border: none; border-radius: 4px; background-color: #296580; color: white; font-size: 20px; width: fit-content; text-decoration: none; padding: 12px 30px 12px 30px;\" href=\"https:\/\/tejwin20260323.j.webweb.today\/en\/databank-solution\/market-data\/\">TEJ Market Data<\/a><\/strong><\/div>\n<\/div>\n\n\n\n<p class=\"has-text-align-left\">Use <code>groupby<\/code>\u3001<code>mean<\/code>\u3001and <code>std<\/code> in Pandas to calculate the average daily return and standard deviation to determine the Sharpe ratio and assess whether there is a difference.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"802\" height=\"718\" src=\"https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-468.png\" alt=\"nvidia stock price\" class=\"wp-image-25327\" srcset=\"https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-468.png 802w, https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-468-300x269.png 300w, https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-468-150x134.png 150w, https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-468-768x688.png 768w\" sizes=\"(max-width: 802px) 100vw, 802px\" \/><\/figure>\n\n\n\n<p>Use Matplotlib to count the number of stocks that have gone up and down and compare them using a bar chart.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"845\" height=\"622\" src=\"https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-469.png\" alt=\"ai \nJensen Huang net worth\" class=\"wp-image-25329\" srcset=\"https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-469.png 845w, https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-469-300x221.png 300w, https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-469-150x110.png 150w, https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-469-768x565.png 768w\" sizes=\"(max-width: 845px) 100vw, 845px\" \/><\/figure>\n\n\n\n<p>The following chart shows that the number of companies with a decrease in their Sharpe ratio is actually higher, nearly double the number of companies with an increase.<\/p>\n\n\n\n<p class=\"has-text-align-center\">Next, we will use a bar chart for visualization to closely observe the changes in Sharpe ratios of each company before and after the speech.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1389\" height=\"790\" src=\"https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-470.png\" alt=\"ai supply chain sharpe ratio\" class=\"wp-image-25331\" style=\"width:840px;height:auto\" srcset=\"https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-470.png 1389w, https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-470-300x171.png 300w, https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-470-1024x582.png 1024w, https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-470-150x85.png 150w, https:\/\/tejwin20260323.j.webweb.today\/wp-content\/uploads\/image-470-768x437.png 768w\" sizes=\"(max-width: 1389px) 100vw, 1389px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\">Based on the chart above, it can be observed that many companies&#8217; Sharpe ratios decreased after the speech, with most even turning from positive to negative. However, the standout is EverFocus (5484), whose Sharpe ratio increased from 0.14 to 1.27. A possible reason circulating online is that before Jensen Huang&#8217;s Speech announced the partners, EverFocus&#8217;s stock price was the lowest, attracting investors&#8217; attention and causing the price to rise steadily, making it a stock to watch.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span>Conclusion<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>How do we view the phenomenon of declining Sharpe ratios? We believe that the market has overreacted to Jensen Huang&#8217;s speech regarding the list of business partners, reflecting investors&#8217; decisions based on emotions and short-term trends rather than rational long-term investment strategies. This overreaction to Jensen Huang&#8217;s speech leads to a short-term surge in prices. Still, the market eventually returns to rationality, causing prices to potentially decline and increasing the standard deviation of returns, which results in a lower Sharpe ratio.<\/p>\n\n\n\n<p>The decline in the Sharpe ratio means that these stocks, while providing returns, are accompanied by greater volatility and risk. This reminds investors to focus more on risk management and long-term returns while pursuing short-term gains. However, we shouldn&#8217;t dismiss the entire NVIDIA AI supply chain; it&#8217;s important to monitor the performance of these business partners over the long term, especially regarding their ability to achieve substantial business growth and improved profitability after collaborating with Jensen Huang, as this is fundamental to ensuring investment returns.<\/p>\n\n\n\n<p>This implementation analyzes insider transfers using the TEJ API. Using the data provided by TEJ API, we can implement various types of analysis as far as we can imagine. This approach saves time and effort and furnishes investors with a more diversified evaluation method. Explore more related solutions in&nbsp;<a href=\"https:\/\/tejwin20260323.j.webweb.today\/en\/databank-solution\/market-data\/\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"ek-link\">TEJ Databank<\/a>. Construct your trading strategy with a high-quality database.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 has-custom-font-size is-style-fill\" style=\"font-size:22px\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/tejwin20260323.j.webweb.today\/en\/databank-solution\/market-data\/\" style=\"border-radius:15px;background:linear-gradient(135deg,rgb(229,209,131) 0%,rgb(75,209,200) 51%,rgb(76,132,205) 100%)\"><strong>Learn More About the High-Quality Investment Database by TEJ! <br>Construct Trading Strategies With Market Data.<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:11px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Reminder: <strong>The strategy is only for reference and does not represent recommendations or advice on any financial products and investments.<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"GitHub_Source_Code\"><\/span>GitHub <strong>&nbsp;<\/strong>Source Code<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><a href=\"https:\/\/github.com\/tejtw\/TEJAPI_Python_Medium_Quant\/blob\/92ba5a8f328dc042d52bcfa1977c9f9cb8b6945a\/%E8%BC%9D%E9%81%94%E6%A6%82%E5%BF%B5%E8%82%A1%E8%8B%B1%E6%96%87.ipynb\" class=\"ek-link\" target=\"_blank\" rel=\"noopener\">Changes in Sharpe Ratio of NVIDIA Concept Stocks from Jensen Huang&#8217;s Speech<\/a><\/p>\n\n\n\n<p style=\"font-size:26px\"><strong>Extended Reading<\/strong><\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-tej wp-block-embed-tej\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"MMpl0nGFI9\"><a href=\"https:\/\/tejwin20260323.j.webweb.today\/en\/insight\/block-trade-strategy-achieves-performance-beyond-the-market-index\/\">Block Trade Strategy Achieves Performance Beyond The Market Index<\/a><\/blockquote><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;Block Trade Strategy Achieves Performance Beyond The Market Index&#8221; &#8212; TEJ\" src=\"https:\/\/tejwin20260323.j.webweb.today\/en\/insight\/block-trade-strategy-achieves-performance-beyond-the-market-index\/embed\/#?secret=qdNN7UJDxa#?secret=MMpl0nGFI9\" data-secret=\"MMpl0nGFI9\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-tej wp-block-embed-tej\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"MwTm3mcUwi\"><a href=\"https:\/\/tejwin20260323.j.webweb.today\/en\/insight\/%e3%80%90quant%e3%80%91pe-ratio-analyzing\/\">\u3010Quant\u3011PE ratio Analyzing<\/a><\/blockquote><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u3010Quant\u3011PE ratio Analyzing&#8221; &#8212; TEJ\" src=\"https:\/\/tejwin20260323.j.webweb.today\/en\/insight\/%e3%80%90quant%e3%80%91pe-ratio-analyzing\/embed\/#?secret=8uvK7aUy5C#?secret=MwTm3mcUwi\" data-secret=\"MwTm3mcUwi\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p style=\"font-size:26px\"><strong>Related Links<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/tejwin20260323.j.webweb.today\/en\/\" class=\"ek-link\">TEJ Website<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.linkedin.com\/company\/taiwan-economic-journal-co-ltd-\/\" target=\"_blank\" rel=\"noreferrer noopener\">LinkedIn<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>During Jensen Huang&#8217;s speech at National Taiwan University, he revealed a list of NVIDIA&#8217;s business partners in Taiwan, which led to the viral spread of the term &#8220;the world&#8217;s strongest AI ETF&#8221;. What impact did this announcement have on the stocks of these business partners? We will use TEJAPI to calculate the Sharpe ratio to determine whether the effect was positive or negative. Additionally, we will visualize the observed results.<\/p>\n","protected":false},"featured_media":24897,"template":"","tags":[3164,3176,3160,3008],"insight-category":[690,50,1356],"class_list":["post-25433","insight","type-insight","status-publish","has-post-thumbnail","hentry","tag-data-analysis-2","tag-python-2","tag-tej-api-2","tag-tejapi-quant","insight-category-data-analysis","insight-category-fintech","insight-category-tquant-lab-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/tejwin20260323.j.webweb.today\/en\/wp-json\/wp\/v2\/insight\/25433","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tejwin20260323.j.webweb.today\/en\/wp-json\/wp\/v2\/insight"}],"about":[{"href":"https:\/\/tejwin20260323.j.webweb.today\/en\/wp-json\/wp\/v2\/types\/insight"}],"version-history":[{"count":4,"href":"https:\/\/tejwin20260323.j.webweb.today\/en\/wp-json\/wp\/v2\/insight\/25433\/revisions"}],"predecessor-version":[{"id":25472,"href":"https:\/\/tejwin20260323.j.webweb.today\/en\/wp-json\/wp\/v2\/insight\/25433\/revisions\/25472"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tejwin20260323.j.webweb.today\/en\/wp-json\/wp\/v2\/media\/24897"}],"wp:attachment":[{"href":"https:\/\/tejwin20260323.j.webweb.today\/en\/wp-json\/wp\/v2\/media?parent=25433"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tejwin20260323.j.webweb.today\/en\/wp-json\/wp\/v2\/tags?post=25433"},{"taxonomy":"insight-category","embeddable":true,"href":"https:\/\/tejwin20260323.j.webweb.today\/en\/wp-json\/wp\/v2\/insight-category?post=25433"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}