{"id":9368,"date":"2024-06-07T12:13:01","date_gmt":"2024-06-07T12:13:01","guid":{"rendered":"https:\/\/www.pickl.ai\/blog\/?post_type=web-story&#038;p=9368"},"modified":"2024-07-18T11:40:00","modified_gmt":"2024-07-18T11:40:00","slug":"exploring-types-of-statistical-models-in-r","status":"publish","type":"web-story","link":"https:\/\/www.pickl.ai\/blog\/web-stories\/exploring-types-of-statistical-models-in-r\/","title":{"rendered":"Exploring Types of Statistical Models in R"},"content":{"rendered":"<p><html amp=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"\/><meta name=\"viewport\" content=\"width=device-width,minimum-scale=1,initial-scale=1\"\/><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0.js\"><\/script><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0\/amp-story-1.0.js\" custom-element=\"amp-story\"><\/script><link href=\"https:\/\/fonts.googleapis.com\/css2?display=swap&amp;family=Roboto%3Awght%40400%3B700\" rel=\"stylesheet\"\/><link 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class=\"mask\" id=\"el-d7a8e662-3b28-46d5-83ff-03e93f28bced\">\n<div class=\"fill\" style=\"background-color:rgba(0,0,0,0.84);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:6.31068%;width:75%;height:19.41748%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-10133a07-72d3-4a4f-b6ec-13b9fa1bf71f\">\n<div class=\"fill\" style=\"background-color:rgba(0,0,0,0.48);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:13.1068%;top:6.31068%;width:73.30097%;height:19.41748%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6622516556291391% 0.6622516556291391% 0.6622516556291391% 0.6622516556291391% \/ 1.6666666666666667% 1.6666666666666667% 1.6666666666666667% 1.6666666666666667%\" id=\"el-f2db532d-9b14-4b45-b1b8-43abd6df344f\">\n<h2 id=\"discover-the-power-of-statistical-models-in-r\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.09902731788079405% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.533981em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #dbca09\">Discover the power of statistical models in R!<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:16.50485%;top:47.08738%;width:65.7767%;height:40.12945%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7380073800738007% 0.7380073800738007% 0.7380073800738007% 0.7380073800738007% \/ 0.8064516129032258% 0.8064516129032258% 0.8064516129032258% 0.8064516129032258%\" id=\"el-7faa8c7f-012b-4aaa-a4d9-127fa26004a1\">\n<h2 id=\"unravel-data-patterns-with-rs-statistical-modelschoose-the-right-tool-for-the-job\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.17642988929889247% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.550162em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Unravel data patterns with R&#8217;s statistical models!<\/span><br \/>\n<span style=\"color: #fff\">Choose the right tool for the job.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.77184%;top:96.1165%;width:27.91262%;height:3.8835%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-8a8affe9-5804-4b57-870c-a3e6c5fbfc3d\">\n<div style=\"position:absolute;width:100%;height:100.31801%;left:0%;top:-0.15901%\" 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disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:15.04854%;top:42.23301%;width:68.93204%;height:28.9644%;opacity:1\">\n<div id=\"anim-85e8b3dd-665f-4e44-9418-19777a00b5e4\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-bf9494f9-525f-4f87-8132-c90edaaf5c40\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 231.40907%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7042253521126761% 0.7042253521126761% 0.7042253521126761% 0.7042253521126761% \/ 1.1173184357541899% 1.1173184357541899% 1.1173184357541899% 1.1173184357541899%\" id=\"el-a76883ae-b006-4b96-b175-c20c92d275b6\">\n<h2 id=\"predict-categorical-outcomes-yes-no-win-lose-essential-for-classification-tasks\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1485475352112676% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Predict categorical outcomes (yes\/no, win\/lose). Essential for classification tasks.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:19.66019%;top:11.65049%;width:60.67961%;height:12.45955%;opacity:1\">\n<div id=\"anim-562b3bb3-27fb-4b4d-b8e5-2659f7d69749\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-132.39999%, 0px, 0)\">\n<div id=\"anim-285f211d-c284-479c-a73e-d1001fb131f9\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-0a4d0e57-e822-4252-9e10-6b44c07521f1\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.15)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8% 0.8% 0.8% 0.8% \/ 2.5974025974025974% 2.5974025974025974% 2.5974025974025974% 2.5974025974025974%\" id=\"el-8fe71c9b-9afb-4383-b6ce-db48e5522883\"><a href=\"https:\/\/pickl.ai\/blog\/what-is-logistic-regression\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2019\/10\/blog-img9.jpg\" data-tooltip-text=\"Demystifying Logistic Regression in Machine Learning\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"logistic-regression\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.17999999999999972% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.517799em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ff99ac\">Logistic Regression<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:60.67961%;top:96.60194%;width:27.6699%;height:3.55987%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:7.017543859649122% 7.017543859649122% 7.017543859649122% 7.017543859649122% \/ 36.36363636363637% 36.36363636363637% 36.36363636363637% 36.36363636363637%\" class=\"mask\" id=\"el-a16074de-0754-40a3-b18c-c7b39e9e5d73\">\n<div class=\"fill\" style=\"background-image:linear-gradient(0turn, rgba(249,25,25,0.77) 0%, rgba(249,110,110,0.77) 100%);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:63.71359%;top:97.08738%;width:22.08738%;height:5.33981%;opacity:1\">\n<div id=\"anim-533b9045-967d-45f9-9e62-1670f2810a29\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-a0ad8995-e904-4191-96b3-3aa3e70d5712\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 227.94594%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:2.197802197802198% 2.197802197802198% 2.197802197802198% 2.197802197802198% \/ 6.0606060606060606% 6.0606060606060606% 6.0606060606060606% 6.0606060606060606%\" id=\"el-d2ff3dd1-6475-4db9-8965-6c1e4561b287\"><a href=\"https:\/\/pickl.ai\/blog\/types-of-statistical-models-in-r\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/Statistical-Models-in-R.jpg\" data-tooltip-text=\"Types of Statistical Models in R- Pickl.AI\" target=\"_blank\" rel=\"noreferrer noopener\" 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1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-4be1b129-7435-4181-bd7b-0d42131de83c\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-b1a3ae73-f67d-433b-8d05-a7792d084774\",\"keyframes\":{\"transform\":[\"translate3d(0px, 227.94594%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#649ed5\">\n<div class=\"page-safe-area\">\n<div 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style=\"position:absolute;pointer-events:none;left:14.32039%;top:39.96764%;width:72.08738%;height:29.12621%;opacity:1\">\n<div id=\"anim-f396ca04-c4da-4538-9597-df5439fabe3a\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-e3fd121f-ec6d-4479-b539-4ee724e0bbeb\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 237.90126%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6734006734006733% 0.6734006734006733% 0.6734006734006733% 0.6734006734006733% \/ 1.1111111111111112% 1.1111111111111112% 1.1111111111111112% 1.1111111111111112%\" id=\"el-e3966a75-8c52-4a34-869f-2259c3a27ac8\">\n<h2 id=\"compare-means-between-groups-test-if-differences-are-due-to-chance-or-real-effects\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.14204545454545456% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Compare means between groups. Test if differences are due to chance or real effects.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:19.66019%;top:7.44337%;width:60.67961%;height:18.60841%;opacity:1\">\n<div id=\"anim-c7aff62d-8bee-4be1-a232-e3ab93433fa4\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-132.39999%, 0px, 0)\">\n<div id=\"anim-0ce0fb11-8bfd-49ad-bed9-4800a478a4d8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-e6c91f78-e7e1-42e4-9e44-e7a764223ffa\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.15)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8% 0.8% 0.8% 0.8% \/ 1.7391304347826086% 1.7391304347826086% 1.7391304347826086% 1.7391304347826086%\" id=\"el-a8854d6c-4b13-4443-8c19-ae031f6177a7\">\n<h2 id=\"analysis-of-variance-anova\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.17999999999999972% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.517799em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ff99ac\">Analysis of Variance (ANOVA)<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:60.67961%;top:96.60194%;width:27.6699%;height:3.55987%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:7.017543859649122% 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#fff\">Read More<\/span><\/p>\n<p><\/span><\/p>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"59289fe7-b249-4a32-bd8f-46c80c2c5819\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-f1ad01e9-e086-474f-8933-a8a1057c43b1 [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate3d(0, 7.760782355151471e-15%, 0)\",\"translate3d(0, 0%, 0)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-65360137-7d59-4e81-9428-b8c2997d98c1\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 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150w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-new-logo-updated-png-1-110x38.png 110w\" sizes=\"(min-width: 1024px) 10vh, 23vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:16.99029%;top:40.45307%;width:66.26214%;height:34.78964%;opacity:1\">\n<div id=\"anim-c6222cb8-16e2-481f-89c0-50fd88dc4056\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-0ddc9981-e066-4705-b7f6-4b633945b29a\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 197.77782%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7326007326007326% 0.7326007326007326% 0.7326007326007326% 0.7326007326007326% \/ 0.9302325581395349% 0.9302325581395349% 0.9302325581395349% 0.9302325581395349%\" id=\"el-f68a5478-74f0-4390-a3be-410203fca769\">\n<h2 id=\"forecast-future-trends-in-data-collected-over-time-stock-prices-weather-patterns-etc\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.15453296703296704% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Forecast future trends in data collected over time. Stock prices, weather patterns, etc.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:19.17476%;top:14.23948%;width:60.67961%;height:12.45955%;opacity:1\">\n<div id=\"anim-f142437a-a397-46e7-8c56-628817e679bd\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-131.60001%, 0px, 0)\">\n<div id=\"anim-4d251705-97ca-4c52-8884-4ac7cce98470\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-17570b85-9c96-4885-92f7-f503e8577ea1\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.15)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8% 0.8% 0.8% 0.8% \/ 2.5974025974025974% 2.5974025974025974% 2.5974025974025974% 2.5974025974025974%\" id=\"el-e4109d52-5d24-4966-b3cf-ec389cb243ae\">\n<h2 id=\"time-series-analysis\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.17999999999999972% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.517799em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ff99ac\">Time Series Analysis<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:60.67961%;top:96.60194%;width:27.6699%;height:3.55987%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:7.017543859649122% 7.017543859649122% 7.017543859649122% 7.017543859649122% \/ 36.36363636363637% 36.36363636363637% 36.36363636363637% 36.36363636363637%\" class=\"mask\" id=\"el-7181590e-14be-43fd-97bb-364f3fcb841c\">\n<div class=\"fill\" style=\"background-image:linear-gradient(0turn, rgba(249,25,25,0.77) 0%, rgba(249,110,110,0.77) 100%);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:63.71359%;top:97.08738%;width:22.08738%;height:5.33981%;opacity:1\">\n<div id=\"anim-0bf93318-352c-4544-95bb-db71b9209bd5\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-60266359-972a-4f3c-8aea-dbb6511f63ca\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 227.94594%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:2.197802197802198% 2.197802197802198% 2.197802197802198% 2.197802197802198% \/ 6.0606060606060606% 6.0606060606060606% 6.0606060606060606% 6.0606060606060606%\" id=\"el-f3b0f8dc-6901-4023-8110-d54c77288cb8\"><a href=\"https:\/\/pickl.ai\/blog\/types-of-statistical-models-in-r\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/Statistical-Models-in-R.jpg\" data-tooltip-text=\"Types of Statistical Models in R- Pickl.AI\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.21634615384615424% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.226537em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Read More<\/span><\/p>\n<p><\/span><\/p>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"c54756b4-4108-4172-b851-eead4f8d23b4\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-bbd01741-e799-4327-8fdc-f31675ed97f8 [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate3d(0, 7.760782355151471e-15%, 0)\",\"translate3d(0, 0%, 0)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-ef1b8970-fd71-484b-ba54-f886e1003180\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-478cb1ed-44fb-49e9-8cee-b4c25045a8ba\",\"keyframes\":{\"transform\":[\"translate3d(0px, 222.05962%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-3de1fb9b-f632-4b5d-b9d7-402bbeec2c0b\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":200,\"duration\":1222,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script 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0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-6cfd6859-6f3d-4454-9a64-2b8b66cc2736\",\"keyframes\":{\"transform\":[\"translate3d(0px, 227.94594%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#c0c0c0\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div id=\"anim-bbd01741-e799-4327-8fdc-f31675ed97f8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\">\n<div 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1060w,https:\/\/images.unsplash.com\/photo-1521737711867-e3b97375f902?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMXx8c3RhdGlzdGljc3xlbnwwfHx8fDE3MTc3NjExNzZ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=510&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 53vh, 119vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:13.83495%;top:35.59871%;width:72.08738%;height:33.17152%;opacity:1\">\n<div id=\"anim-ef1b8970-fd71-484b-ba54-f886e1003180\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-478cb1ed-44fb-49e9-8cee-b4c25045a8ba\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 222.05962%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-1f7113b1-8de9-4016-bcf2-caf6198a3082\">\n<div class=\"fill\" style=\"background-color:rgba(0,0,0,0.72);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:17.71845%;top:10.5178%;width:64.32039%;height:8.09061%;opacity:1\">\n<div id=\"anim-3de1fb9b-f632-4b5d-b9d7-402bbeec2c0b\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-92695de0-e07f-4457-9731-b9360f577e19\">\n<div class=\"fill\" style=\"background-color:rgba(0,0,0,0.72);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:38.47087%;top:0;width:23.05825%;height:5.33981%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-b49f6d8c-171b-4ad4-b837-0c99c41a5d7e\">\n<div style=\"position:absolute;width:100.39559%;height:100%;left:-0.19779%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-new-logo-updated-png-1.png\" alt=\"pickl-new-logo-updated-png\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-new-logo-updated-png-1.png 500w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-new-logo-updated-png-1-300x104.png 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-new-logo-updated-png-1-255x88.png 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-new-logo-updated-png-1-200x69.png 200w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-new-logo-updated-png-1-150x52.png 150w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-new-logo-updated-png-1-110x38.png 110w\" sizes=\"(min-width: 1024px) 10vh, 23vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:13.83495%;top:37.54045%;width:72.08738%;height:29.12621%;opacity:1\">\n<div id=\"anim-2730b1ef-9338-468a-8205-78403cd31e16\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-324acd9c-26ff-4774-9549-0cce52044e62\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 246.23461%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6734006734006733% 0.6734006734006733% 0.6734006734006733% 0.6734006734006733% \/ 1.1111111111111112% 1.1111111111111112% 1.1111111111111112% 1.1111111111111112%\" id=\"el-a7b84dc5-4ffa-477f-a1c4-581232d4ac6c\">\n<h2 id=\"estimate-how-long-it-takes-for-events-to-occur-customer-churn-equipment-failure-etc\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.14204545454545456% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Estimate how long it takes for events to occur. Customer churn, equipment failure, etc.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:21.35922%;top:11.48867%;width:60.67961%;height:5.98706%;opacity:1\">\n<div id=\"anim-99fa03c3-b02b-4d59-9a6e-ec45a963b860\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-135.2%, 0px, 0)\">\n<div id=\"anim-063ec603-4323-4939-9eee-744ce3a49892\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-217f3d82-2ce3-4d35-84bd-f70859c07378\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.15)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8% 0.8% 0.8% 0.8% \/ 5.405405405405405% 5.405405405405405% 5.405405405405405% 5.405405405405405%\" id=\"el-8cc7bc57-606b-45c3-a71f-ab1dfead1cf5\">\n<h2 id=\"survival-analysis\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.17999999999999972% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.517799em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ff99ac\">Survival Analysis<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:60.67961%;top:96.60194%;width:27.6699%;height:3.55987%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:7.017543859649122% 7.017543859649122% 7.017543859649122% 7.017543859649122% \/ 36.36363636363637% 36.36363636363637% 36.36363636363637% 36.36363636363637%\" class=\"mask\" id=\"el-af21b14a-91d8-45b1-bbf9-1b8b8604ade6\">\n<div class=\"fill\" style=\"background-image:linear-gradient(0turn, rgba(249,25,25,0.77) 0%, rgba(249,110,110,0.77) 100%);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:63.71359%;top:97.08738%;width:22.08738%;height:5.33981%;opacity:1\">\n<div id=\"anim-d79ffb00-d3f1-496f-8e74-20c281fedc81\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-6cfd6859-6f3d-4454-9a64-2b8b66cc2736\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 227.94594%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:2.197802197802198% 2.197802197802198% 2.197802197802198% 2.197802197802198% \/ 6.0606060606060606% 6.0606060606060606% 6.0606060606060606% 6.0606060606060606%\" id=\"el-18a6582f-b61f-4e51-b184-eadcae7a146d\"><a href=\"https:\/\/pickl.ai\/blog\/types-of-statistical-models-in-r\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/Statistical-Models-in-R.jpg\" data-tooltip-text=\"Types of Statistical Models in R- Pickl.AI\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.21634615384615424% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.226537em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: 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style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6734006734006733% 0.6734006734006733% 0.6734006734006733% 0.6734006734006733% \/ 0.9302325581395349% 0.9302325581395349% 0.9302325581395349% 0.9302325581395349%\" id=\"el-2fc8c09c-4a61-440d-a707-c31b61a7ff37\"><a href=\"https:\/\/pickl.ai\/blog\/top-five-key-statistical-concepts-essential-for-data-science-understanding\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/04\/business-concept-with-graphic-holography-2.jpg\" data-tooltip-text=\"Statistics for Data Science: Top Key Statistical Concepts\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"understanding-data-and-research-questions-guides-model-selection-master-rs-statistical-toolbox\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.14204545454545456% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Understanding data and research questions guides model selection. Master <\/span><span style=\"color: #fff\">R&#8217;s statistical toolbox<\/span><span style=\"color: #fff\">!<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:19.66019%;top:17.47573%;width:60.67961%;height:5.98706%;opacity:1\">\n<div id=\"anim-371f4ec7-fade-43d0-af66-18623d6c2299\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-132.39999%, 0px, 0)\">\n<div id=\"anim-7c670e4d-e45a-42c8-bad5-5b4378fba084\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-70f755e8-e232-4415-80b7-3faf96d86ac7\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.15)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8% 0.8% 0.8% 0.8% \/ 5.405405405405405% 5.405405405405405% 5.405405405405405% 5.405405405405405%\" id=\"el-bf039fa9-d9cc-4a7c-a775-316bff99c061\">\n<h2 id=\"choose-wisely\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.17999999999999972% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.517799em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ff99ac\">Choose Wisely!<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:60.67961%;top:96.60194%;width:27.6699%;height:3.55987%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:7.017543859649122% 7.017543859649122% 7.017543859649122% 7.017543859649122% \/ 36.36363636363637% 36.36363636363637% 36.36363636363637% 36.36363636363637%\" class=\"mask\" id=\"el-f2af8f6c-2e2f-4dae-8003-e7474b25a817\">\n<div class=\"fill\" style=\"background-image:linear-gradient(0turn, rgba(249,25,25,0.77) 0%, rgba(249,110,110,0.77) 100%);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:63.71359%;top:97.08738%;width:22.08738%;height:5.33981%;opacity:1\">\n<div id=\"anim-a090260d-ab17-41a8-8e9f-6628624bd2f0\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-5e66a620-b431-4108-8e31-8bf3813cf87b\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 227.94594%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:2.197802197802198% 2.197802197802198% 2.197802197802198% 2.197802197802198% \/ 6.0606060606060606% 6.0606060606060606% 6.0606060606060606% 6.0606060606060606%\" id=\"el-cca0adb4-6eb8-4f8b-842b-8808af696383\"><a href=\"https:\/\/pickl.ai\/blog\/types-of-statistical-models-in-r\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/Statistical-Models-in-R.jpg\" data-tooltip-text=\"Types of Statistical Models in R- Pickl.AI\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.21634615384615424% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.226537em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Read More<\/span><\/p>\n<p><\/span><\/p>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><\/amp-story><\/body><\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Unlock the world of statistical modeling in R with this engaging Google Webstory. Explore linear regression, logistic regression, decision trees, random forest, SVMs, and neural networks!\n","protected":false},"author":29,"featured_media":9372,"template":"","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"web_stories_publisher_logo":935,"web_stories_poster":[],"web_stories_products":[],"footnotes":""},"web_story_category":[],"web_story_tag":[],"class_list":["post-9368","web-story","type-web-story","status-publish","has-post-thumbnail"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Exploring Types of Statistical Models in R - Pickl.AI<\/title>\n<meta name=\"description\" content=\"Unlock the world of statistical modeling in R with this engaging Google Webstory. 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