{"id":3388,"date":"2018-06-05T14:45:13","date_gmt":"2018-06-05T14:45:13","guid":{"rendered":"https:\/\/blog.kolabtree.com\/?p=3388"},"modified":"2023-04-11T10:54:25","modified_gmt":"2023-04-11T10:54:25","slug":"6-essential-applications-of-statistical-analysis","status":"publish","type":"post","link":"https:\/\/www.kolabtree.com\/blog\/6-essential-applications-of-statistical-analysis\/","title":{"rendered":"6 Essential Application of Statistics"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_45_1 counter-flat ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">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\" area-label=\"ez-toc-toggle-icon-1\"><label for=\"item-69f9d1bcecd4d\" aria-label=\"Table of Content\"><span style=\"display: flex;align-items: center;width: 35px;height: 30px;justify-content: center;direction:ltr;\"><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><\/label><input  type=\"checkbox\" id=\"item-69f9d1bcecd4d\"><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.kolabtree.com\/blog\/6-essential-applications-of-statistical-analysis\/#Here_Are_the_Top_6_Application_of_Statistics\" title=\"Here Are the Top 6 Application of Statistics\">Here Are the Top 6 Application of Statistics<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.kolabtree.com\/blog\/6-essential-applications-of-statistical-analysis\/#1_Research_Interpretations_and_Conclusions\" title=\"1. Research Interpretations and Conclusions\">1. Research Interpretations and Conclusions<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.kolabtree.com\/blog\/6-essential-applications-of-statistical-analysis\/#2_Meta-Analysis_of_Literature_Reviews\" title=\"2. Meta-Analysis of Literature Reviews\">2. Meta-Analysis of Literature Reviews<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.kolabtree.com\/blog\/6-essential-applications-of-statistical-analysis\/#3_Clinical_Trial_Design\" title=\"3. Clinical Trial Design\">3. Clinical Trial Design<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.kolabtree.com\/blog\/6-essential-applications-of-statistical-analysis\/#4_Designing_Surveys\" title=\"4. Designing Surveys\u00a0\">4. Designing Surveys\u00a0<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.kolabtree.com\/blog\/6-essential-applications-of-statistical-analysis\/#5_Epidemiological_Studies\" title=\"5. Epidemiological Studies\u00a0\">5. Epidemiological Studies\u00a0<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.kolabtree.com\/blog\/6-essential-applications-of-statistical-analysis\/#6_Statistical_Modeling\" title=\"6. Statistical Modeling\">6. Statistical Modeling<\/a><\/li><\/ul><\/nav><\/div>\n<p>Statistician is one of the top 10 fastest-growing jobs in the US. Going by the rate at which the world is generating and collecting data, it is no surprise that the expertise of those who can effectively analyze this data is in great demand and are application of statistics. <a href=\"https:\/\/www.kolabtree.com\/services\/statistical-analysis\/?utm_source=Blog_6Applications\">Fr<\/a> experts help collect, study and extract relevant information from vast and complex data. This information is then applied to validate and further <a href=\"https:\/\/www.kolabtree.com\/blog\/ensuring-reproducibility-in-ai-driven-research-how-freelance-experts-can-help-in-biotech-and-healthcare\/\">research<\/a>, make sound business decisions and drive public initiatives.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Here_Are_the_Top_6_Application_of_Statistics\"><\/span>Here Are the Top 6 Application of Statistics<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"1_Research_Interpretations_and_Conclusions\"><\/span>1. Research Interpretations and Conclusions<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Statistics forms an important part of most sciences, helping researchers test hypotheses, confirm (or reject) theories, and arrive at reliable conclusions. The data generated from experiments and studies is never straightforward &#8212; one has to take into account randomness and uncertainty, eliminate coincidences and arrive at the most accurate findings. Statistical analysis helps reduce or eliminate errors so that researchers can confidently make conclusions that will then direct further research.<\/p>\n<div id=\"attachment_3453\" style=\"width: 469px\" class=\"wp-caption alignnone\"><img aria-describedby=\"caption-attachment-3453\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-3453 size-full\" src=\"https:\/\/blog.kolabtree.com\/wp-content\/uploads\/2018\/06\/correlation-2.png\" alt=\"\" width=\"459\" height=\"185\" srcset=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2018\/06\/correlation-2.png 459w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2018\/06\/correlation-2-300x121.png 300w\" sizes=\"(max-width: 459px) 100vw, 459px\" \/><p id=\"caption-attachment-3453\" class=\"wp-caption-text\">Image credit: XKCD<\/p><\/div>\n<h3><span class=\"ez-toc-section\" id=\"2_Meta-Analysis_of_Literature_Reviews\"><\/span><strong>2. Meta-Analysis of Literature Reviews<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Before a researcher or scientist embarks on new research, it is customary to perform a comprehensive <a href=\"https:\/\/www.kolabtree.com\/services\/literature-search\/?utm_source=Blog_6Applications\">literature search<\/a> of all the available published information on a specific topic. However, it is always difficult to make one definitive conclusion from multiple studies, especially if the studies follow different research methodologies, have been published in different journals (leading to publication bias), or are spread over a large time range. A statistical analysis of these studies helps extract the common truth underlying all these studies, or uncover a hidden pattern or relationship.<\/p>\n<div id=\"attachment_3454\" style=\"width: 359px\" class=\"wp-caption alignnone\"><img aria-describedby=\"caption-attachment-3454\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-3454 size-full\" src=\"https:\/\/blog.kolabtree.com\/wp-content\/uploads\/2018\/06\/meta-analysis.png\" alt=\"\" width=\"349\" height=\"318\" srcset=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2018\/06\/meta-analysis.png 349w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2018\/06\/meta-analysis-300x273.png 300w\" sizes=\"(max-width: 349px) 100vw, 349px\" \/><p id=\"caption-attachment-3454\" class=\"wp-caption-text\">Image credit: XKCD<\/p><\/div>\n<h3><span class=\"ez-toc-section\" id=\"3_Clinical_Trial_Design\"><\/span><strong>3. Clinical Trial Design<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>One of the most important applications of statistical analysis is in designing <a href=\"https:\/\/www.kolabtree.com\/find-an-expert\/subject\/clinical-trials?utm_source=Blog_6Applications\">clinical trials<\/a>. When a new drug or treatment is discovered, it has to first be tested on a group\/groups of people to understand its efficacy and safety. A clinical trial involves selecting a population\/sample size, defining the time range over which to monitor the treatment, designing the phases, and selecting parameters that will help decide how effective the treatment is and if it is better than an existing one. <a href=\"https:\/\/www.kolabtree.com\/find-an-expert\/subject\/biostatistics?utm_source=Blog_6Applications\">Biostatisticians<\/a> can take on the task of performing a statistical analysis of the study, helping not only to design it but also analyze and determine the outcomes.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Designing_Surveys\"><\/span><strong>4. Designing Surveys\u00a0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Do people who go to the gym lead a healthier, happier life? How safe is the city of New York? How effective is your HIV-awareness programme? Questions like these that cannot be answered without the help of statistics. Surveys require careful design and implementation, considerations about the survey format, accounting for bias and fatigue, etc. Data collected from surveys have to be carefully studied by statistical analysis experts who also use their own discretion and experience to derive the most meaningful information from a survey. Through surveys, governments can determine the effectiveness of an initiative, businesses can understand the response to a particular product, and social scientists can perform quantitative research.<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-3455 size-full\" src=\"https:\/\/blog.kolabtree.com\/wp-content\/uploads\/2018\/06\/vadlo.gif\" alt=\"\" width=\"601\" height=\"450\" \/><\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Epidemiological_Studies\"><\/span><strong>5. Epidemiological Studies\u00a0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Epidemiological studies help determine the link between the cause and effect of a disease, especially in outbreaks and epidemics. A statistical analysis involves identifying the most likely cause of a disease &#8212; for example, the link between smoking and lung cancer. This information is used to develop public health policies and implement preventive healthcare programmes. Data visualization and statistical analysis also played an important role in understanding the <a href=\"http:\/\/www.nextstrain.org\/ebola?l=clock\">Ebola epidemic<\/a> in West Africa.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Statistical_Modeling\"><\/span><strong>6. Statistical Modeling<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Statistical modeling involves building predictive models based on pattern recognition and knowledge discovery. It is used in environmental and geographical studies, predicting election outcomes, survival analysis of populations, and more. Meteorologists use statistical tools to help them predict the weather. The line between statistical modelling and machine learning is becoming increasingly blurry &#8212; Robert Tibshirani, a statistician at Stanford called machine learning &#8220;glorified statistics&#8221;.<\/p>\n<p>Here is an example of The Economist&#8217;s statistical model for predicting the US mid-term elections.<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-3456\" src=\"https:\/\/blog.kolabtree.com\/wp-content\/uploads\/2018\/06\/economist.png\" alt=\"\" width=\"550\" height=\"450\" srcset=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2018\/06\/economist.png 800w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2018\/06\/economist-300x245.png 300w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2018\/06\/economist-768x628.png 768w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2018\/06\/economist-168x137.png 168w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2018\/06\/economist-300x245@2x.png 600w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2018\/06\/economist-168x137@2x.png 336w\" sizes=\"(max-width: 550px) 100vw, 550px\" \/><\/p>\n<p>Since statisticians are also paid among the highest salaries, not all organizations can afford to have them in-house, full-time. Smaller businesses, nonprofits, government agencies and advocates, researchers and startups are increasingly outsourcing their statistical analysis work to <a href=\"https:\/\/www.kolabtree.com\/find-an-expert\/subject\/statistics\" target=\"_blank\" rel=\"noopener\">freelance statisticians<\/a>, who can work on smaller budgets and time frames.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Statistician is one of the top 10 fastest-growing jobs in the US. Going by the rate at which the world is generating and collecting data, it is no surprise that the expertise of those who can effectively analyze this data is in great demand and are application of statistics. Fr experts help collect, study and<\/p>\n<div class=\"read-more\"><a href=\"https:\/\/www.kolabtree.com\/blog\/6-essential-applications-of-statistical-analysis\/\" title=\"Read More\">Read More<\/a><\/div>\n","protected":false},"author":12,"featured_media":3458,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[398,304,403,433],"tags":[74,748,749],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.1 (Yoast SEO v20.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>6 Essential Applications of Statistics - Kolabtree Blog<\/title>\n<meta name=\"description\" content=\"Application of statistics have a range: it is used to design clinical trials, interpret research studies, build predictive models, and more.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.kolabtree.com\/blog\/6-essential-applications-of-statistical-analysis\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"6 Essential Application of Statistics\" \/>\n<meta property=\"og:description\" content=\"Application of statistics have a range: it is used to design clinical trials, interpret research studies, build predictive models, and more.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.kolabtree.com\/blog\/6-essential-applications-of-statistical-analysis\/\" \/>\n<meta property=\"og:site_name\" content=\"The Kolabtree Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/kolabtree\" \/>\n<meta property=\"article:published_time\" content=\"2018-06-05T14:45:13+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-04-11T10:54:25+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2018\/06\/entrepreneur-1340649_1280.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1280\" \/>\n\t<meta property=\"og:image:height\" content=\"905\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Ramya Sriram\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@kolabtree\" \/>\n<meta name=\"twitter:site\" content=\"@kolabtree\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Ramya Sriram\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"6 Essential Applications of Statistics - 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