{"id":37718,"date":"2026-01-17T03:31:40","date_gmt":"2026-01-17T03:31:40","guid":{"rendered":"https:\/\/mp.moonpreneur.com\/math-corner\/?p=37718"},"modified":"2026-02-25T08:46:57","modified_gmt":"2026-02-25T08:46:57","slug":"putnam-linear-algebra","status":"publish","type":"post","link":"https:\/\/mp.moonpreneur.com\/math-corner\/putnam-linear-algebra\/","title":{"rendered":"Mastering Putnam Linear Algebra: Core Concepts &#038; Strategies"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"37718\" class=\"elementor elementor-37718\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-fcfec80 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fcfec80\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-92390b3\" data-id=\"92390b3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0fa4990 elementor-widget elementor-widget-text-editor\" data-id=\"0fa4990\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><span style=\"font-weight: 400;\">As students, we know h<\/span><span style=\"font-weight: 400;\">ow intimidating high-level math can appear at first glance. Whether you are prepping for the SATs or diving into your first linear algebra course, we all share one common goal: finding a way to make complex problems feel manageable.<\/span><\/p><p><span style=\"font-weight: 400;\">Today, I want to break down a legendary problem from the<\/span><span style=\"font-weight: 400;\"> Putnam Linear Algebra. <\/span><span style=\"font-weight: 400;\">While Putnam is known for being incredibly tough, the logic behind this specific determinant problem is actually a fantastic lesson in pattern recognition\u2014a skill that is gold for the SAT Math section.<\/span><span style=\"font-weight: 400;\">If you\u2019re interested in the tech of the future, understanding how these &#8220;grids of numbers&#8221; work is your first step.<\/span><\/p><p><span style=\"font-weight: 400;\">Recommended Readin<\/span><span style=\"font-weight: 400;\">g: <\/span><strong><span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/mp.moonpreneur.com\/math-corner\/sherman-morrison-woodbury-identity\/\">Application &amp; Proof\u00a0 of the Sherman-Morrison-Woodbury Identity<\/a><\/span><\/strong><\/p><h4><span style=\"color: #ff0000;\"><b>The Problem: Don&#8217;t Let the Notation Scare You<\/b><\/span><\/h4><p><span style=\"font-weight: 400;\">The problem asks us to find the determinant of an <\/span><i><span style=\"font-weight: 400;\">n<\/span><\/i><span style=\"font-weight: 400;\">\u00d7<\/span><i><span style=\"font-weight: 400;\">n<\/span><\/i><span style=\"font-weight: 400;\"> matrix <\/span><i><span style=\"font-weight: 400;\">A<\/span><\/i><span style=\"font-weight: 400;\">, where each entry is defined as:\u00a0 \u00a0<\/span><span style=\"font-weight: 400;\">1\/min(<\/span><i><span style=\"font-weight: 400;\">i<\/span><\/i><span style=\"font-weight: 400;\">,<\/span><i><span style=\"font-weight: 400;\">j<\/span><\/i><span style=\"font-weight: 400;\">)<\/span><\/p><p><span style=\"font-weight: 400;\">In plain English, that just means the number in each spot is 1 divided by whichever is smaller: the row number (<\/span><i><span style=\"font-weight: 400;\">i<\/span><\/i><span style=\"font-weight: 400;\">) or the column number (<\/span><i><span style=\"font-weight: 400;\">j<\/span><\/i><span style=\"font-weight: 400;\">).<\/span><\/p><p><b>Recommended Reading:<\/b> <span style=\"color: #0000ff;\"><strong><a style=\"color: #0000ff;\" href=\"https:\/\/mp.moonpreneur.com\/math-corner\/derive-quadratic-formula\/\">How to Derive and Use the Quadratic Formula (With Examples)<\/a><\/strong><\/span><\/p><h5><span style=\"color: #008000;\"><b>Step 1: Get a &#8220;Feel&#8221; for the Matrix<\/b><\/span><\/h5><p><span style=\"font-weight: 400;\">When you see a cryptic formula on a test, the best thing to do is <\/span><b>write it out with real numbers<\/b><span style=\"font-weight: 400;\">\u00a0 This is a classic SAT strategy, too\u2014if a variable expression confuses you, plug in small numbers like 1, 2, or 3.<\/span><\/p><p><span style=\"font-weight: 400;\">If we write out a <\/span><span style=\"font-weight: 400;\">5\u00d75<\/span><span style=\"font-weight: 400;\"> version of this matrix, it looks like this:<\/span><\/p><ul><li><b>Row 1:<\/b> <span style=\"font-weight: 400;\">1\/1, 1\/1, 1\/1, 1\/1, 1\/1<\/span><span style=\"font-weight: 400;\"> (because 1 is always the minimum).<\/span><\/li><li><b>Row 2:<\/b> <span style=\"font-weight: 400;\">1\/1, 1\/2, 1\/2, 1\/2, 1\/2<\/span><span style=\"font-weight: 400;\"> (because for the second entry onwards, 2 is the min).<\/span><\/li><li><b>Row 3:<\/b> <span style=\"font-weight: 400;\">1\/1, 1\/2, 1\/3, 1\/3, 1\/3<\/span><span style=\"font-weight: 400;\">.<\/span><\/li><li><b>Row 5:<\/b> <span style=\"font-weight: 400;\">1\/1, 1\/2, 1\/3, 1\/4, 1\/5<\/span><span style=\"font-weight: 400;\">.<\/span><\/li><\/ul><h5><span style=\"color: #008000;\"><b>Step 2: The &#8220;Zero&#8221; Trick<\/b><\/span><\/h5><p><span style=\"font-weight: 400;\">To find a determinant easily, you want as many <\/span><b>zeros<\/b><span style=\"font-weight: 400;\"> as possible. The secret here is <\/span><b>row subtraction<\/b><span style=\"font-weight: 400;\">. If you subtract one row from the one below it, most of the numbers are identical and will cancel out to zero in the Putnam linear Algebra.<\/span><\/p><p><span style=\"font-weight: 400;\">For example, if you subtract the 4th row from the 5th row, almost everything vanishes except for the very last term: <\/span><span style=\"font-weight: 400;\">(1\/5\u22121\/4)<\/span><span style=\"font-weight: 400;\">. By progressively doing this from the bottom up, the matrix becomes much simpler, and the leading elements vanish to zero.<\/span><\/p><p><b>Recommended eading <\/b><span style=\"color: #0000ff;\"><strong><a style=\"color: #0000ff;\" href=\"https:\/\/mp.moonpreneur.com\/math-corner\/sat-quadratics-tricks\/\">The Ultimate Guide to Solving SAT Quadratics in Seconds<\/a><\/strong><\/span><\/p><h5><span style=\"color: #008000;\"><b>Step 3: The Final Calculation<\/b><\/span><\/h5><p><span style=\"font-weight: 400;\">Once you\u2019ve simplified the matrix, the determinant is just the product of those leftover diagonal terms. The pattern looks like this:<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a01\u00d7(1\/2\u22121\/1)\u00d7(1\/3\u22121\/2)\u00d7(1\/4\u22121\/3)\u22ef\u00d7(1\/<\/span><i><span style=\"font-weight: 400;\">n<\/span><\/i><span style=\"font-weight: 400;\">\u22121\/(<\/span><i><span style=\"font-weight: 400;\">n<\/span><\/i><span style=\"font-weight: 400;\">\u22121))<\/span><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">When you do the math for each bracket, you get values like <\/span><span style=\"font-weight: 400;\">\u22121\/2<\/span><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">\u22121\/6<\/span><span style=\"font-weight: 400;\">, and so on. If you collect all the terms, the final simplified formula for the determinant is:<\/span><\/p>\\(\\displaystyle \\frac{(-1)^{\\,n-1}}{(n-1)!\\times n!}\\)<p><span style=\"color: #800080;\"><strong>For a more detailed walkthrough, you can watch this video: <\/strong><\/span><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f1092aa elementor-widget elementor-widget-video\" data-id=\"f1092aa\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/icDLnaFBfv0?si=lEtiz7E3G3hLiEz0&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-000fa3b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"000fa3b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1901152\" data-id=\"1901152\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-efb1fbf elementor-widget elementor-widget-text-editor\" data-id=\"efb1fbf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<h5><span style=\"color: #3366ff;\"><b>Why Putnam Linear Algebra ?<\/b><\/span><\/h5><p><span style=\"font-weight: 400;\">If you&#8217;re studying for the SAT, the takeaway isn&#8217;t the formula\u2014it&#8217;s the <\/span><b>method<\/b><span style=\"font-weight: 400;\">:<\/span><\/p><ul><li><b>Don&#8217;t stop:<\/b><span style=\"font-weight: 400;\"> If you don&#8217;t know the answer immediately, start writing something down to get a &#8220;feel&#8221; for the problem.<\/span><\/li><li><b>Visualize patterns:<\/b><span style=\"font-weight: 400;\"> Look for how numbers repeat or change progressively.<\/span><\/li><li><b>Simplify:<\/b><span style=\"font-weight: 400;\"> Just like we turned a big matrix into zeros, look for ways to cancel out terms in SAT algebra problems.<\/span><\/li><\/ul><p><b>Recommended Reading<\/b><strong><span style=\"color: #0000ff;\">:<a style=\"color: #0000ff;\" href=\"https:\/\/mp.moonpreneur.com\/math-corner\/geometry-problem\/\">Interesting Geometry Problem to Solve For Kids<\/a><\/span><\/strong><\/p><p><span style=\"font-weight: 400;\">Want to excite your child about math and sharpen their math skills? Moonpreneur&#8217;s online math curriculum is unique as it helps children understand math skills through hands-on lessons, assists them in building real-life applications, and excites them to learn math.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">You can opt for our <\/span><a href=\"https:\/\/moonpreneur.com\/innovator-program\/advanced-math\/\"><span style=\"font-weight: 400;\">Advanced Math<\/span><\/a><span style=\"font-weight: 400;\"> or Vedic Math+Mental Math courses. Our <\/span><a href=\"https:\/\/mp.moonpreneur.com\/math-quiz-for-kids\/\"><span style=\"font-weight: 400;\">Math Quiz<\/span><\/a><span style=\"font-weight: 400;\"> for grades 3rd, 4th, 5th, and 6th helps in further exciting and engaging in mathematics with hands-on lessons.<\/span><\/p><p><a href=\"https:\/\/mp.moonpreneur.com\/math-corner\/wp-content\/uploads\/2026\/01\/putnam_linear_algebra.jpg\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-37720\" src=\"https:\/\/mp.moonpreneur.com\/math-corner\/wp-content\/uploads\/2026\/01\/putnam_linear_algebra.jpg\" alt=\"Putnam Linear Algebra\" width=\"2752\" height=\"1536\" \/><\/a><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-4dd7e1e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4dd7e1e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-70c82a2\" data-id=\"70c82a2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-eb6ea7a elementor-widget elementor-widget-text-editor\" data-id=\"eb6ea7a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<h3><strong>FAQs on Putnam Linear Algebra<\/strong><\/h3>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-44c18e9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"44c18e9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-24f8067\" data-id=\"24f8067\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b4d1436 elementor-widget elementor-widget-elementskit-faq\" data-id=\"b4d1436\" data-element_type=\"widget\" data-widget_type=\"elementskit-faq.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"ekit-wid-con\">\n                <div class=\"elementskit-single-faq elementor-repeater-item-95228b5\">\n            <div class=\"elementskit-faq-header\">\n                <h2 class=\"elementskit-faq-title\">1. Why is linear algebra considered so important for modern technology?<\/h2>\n            <\/div>\n            <div class=\"elementskit-faq-body\">\n                Linear algebra is a fundamental building block for advanced fields like Artificial Intelligence (AI) and Machine Learning. Solving complex determinant problems, such as those from the Putnam competition, helps develop the mathematical intuition required to work with the data structures and algorithms.            <\/div>\n        <\/div>\n                <div class=\"elementskit-single-faq elementor-repeater-item-d0e977e\">\n            <div class=\"elementskit-faq-header\">\n                <h2 class=\"elementskit-faq-title\">2. What is the best way to start when a problem uses &quot;cryptic&quot; notation?<\/h2>\n            <\/div>\n            <div class=\"elementskit-faq-body\">\n                The best strategy is to stop looking at the variables and start working with real numbers to \"get a feel\" for the problem. By writing out a small version of the matrix (like a 2\u00d72 or 5\u00d75), you can visualise the pattern of the numbers, which makes it much easier to parameterise the solution later.            <\/div>\n        <\/div>\n                <div class=\"elementskit-single-faq elementor-repeater-item-62a8206\">\n            <div class=\"elementskit-faq-header\">\n                <h2 class=\"elementskit-faq-title\">3. How do row operations help in finding the determinant?<\/h2>\n            <\/div>\n            <div class=\"elementskit-faq-body\">\n                To calculate a determinant efficiently, you want to create a matrix with as many zeros as possible. By progressively subtracting one row from the row below it (working from the bottom to the top), the leading elements cancel out and \"vanish\". This simplifies the matrix so that the determinant is simply the product of the remaining diagonal terms.\n            <\/div>\n        <\/div>\n        \n    <\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>As students, we know how intimidating high-level math can appear at first glance. Whether you are prepping for the SATs or diving into your first linear algebra course, we all share one common goal: finding a way to make complex problems feel manageable. Today, I want to break down a legendary problem from the Putnam [&hellip;]<\/p>\n","protected":false},"author":116,"featured_media":38032,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false},"categories":[969,979,1035,1034,986],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/mp.moonpreneur.com\/math-corner\/wp-json\/wp\/v2\/posts\/37718"}],"collection":[{"href":"https:\/\/mp.moonpreneur.com\/math-corner\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mp.moonpreneur.com\/math-corner\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mp.moonpreneur.com\/math-corner\/wp-json\/wp\/v2\/users\/116"}],"replies":[{"embeddable":true,"href":"https:\/\/mp.moonpreneur.com\/math-corner\/wp-json\/wp\/v2\/comments?post=37718"}],"version-history":[{"count":11,"href":"https:\/\/mp.moonpreneur.com\/math-corner\/wp-json\/wp\/v2\/posts\/37718\/revisions"}],"predecessor-version":[{"id":38034,"href":"https:\/\/mp.moonpreneur.com\/math-corner\/wp-json\/wp\/v2\/posts\/37718\/revisions\/38034"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mp.moonpreneur.com\/math-corner\/wp-json\/wp\/v2\/media\/38032"}],"wp:attachment":[{"href":"https:\/\/mp.moonpreneur.com\/math-corner\/wp-json\/wp\/v2\/media?parent=37718"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mp.moonpreneur.com\/math-corner\/wp-json\/wp\/v2\/categories?post=37718"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mp.moonpreneur.com\/math-corner\/wp-json\/wp\/v2\/tags?post=37718"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}