{"id":689,"date":"2019-02-06T16:06:29","date_gmt":"2019-02-06T16:06:29","guid":{"rendered":"https:\/\/expertwritinghelp.com\/blog\/?p=689"},"modified":"2020-01-18T13:25:10","modified_gmt":"2020-01-18T13:25:10","slug":"statistical-tests","status":"publish","type":"post","link":"https:\/\/expertwritinghelp.com\/blog\/2019\/02\/statistical-tests\/","title":{"rendered":"How To Choose Statistical Tests"},"content":{"rendered":"<h2>How To Choose Statistical Tests To Use in your Dissertation or Capstone Project<\/h2>\n<p>Are you a nursing student worried how you will analyze data for your DNP capstone project or dissertation paper? We would like to present to you a comprehensive tutorial on <strong>how to choose statistical tests<\/strong> for your dissertation project. In case you get stuck feel free to consult our <a href=\"https:\/\/expertwritinghelp.com\/data-analysis-help\/\"><span style=\"color: #993300;\"><strong>SPSS data analysis help<\/strong><\/span><\/a> service<\/p>\n<p>Most people can handle descriptive statistics without issues. But when it comes to inferential statistics, few people exude total confidence. But with the right <a href=\"https:\/\/www.bmj.com\/about-bmj\/resources-readers\/publications\/statistics-square-one\/13-study-design-and-choosing-statisti\" rel=\"nofollow noopener\" target=\"_blank\">statistical tests<\/a> , inferential statistics does get a little easier. This post explains how to choose statistical tests that deliver high-quality findings.<\/p>\n<p>Statistical analysis and testing are somewhat complex but very useful processes. They help researchers and analysts convert tons of raw data into useful information. If you don\u2019t have a grasp of these procedures, you likely won\u2019t see great results.<\/p>\n<p>Before you dive into how to choose statistical tests for your study, study the distribution of your data. You also should spend some time extracting descriptive statistics from the data. In other words, you should calculate the <strong>mode<\/strong>, <strong>median, and mean<\/strong>. Doing that does make drawing inferences from your data somewhat easier.<\/p>\n<h2>What Factors Determine Which Tests You Should Select?<\/h2>\n<p>There are a plethora of statistical tests out there. Unsurprisingly, choosing the most fitting statistical test (s) for your research is a daunting task.<\/p>\n<p>Three factors determine the kind of statistical test(s) you should select. These are the nature and distribution of your data, the research design, and the number and type of variables.<\/p>\n<p>Here\u2019s a little general advice on picking statistical tests. If your data is \u201cnormally distributed,\u201d it\u2019s best to use parametric tests. But if your data isn\u2019t normally distributed (\u201cnon-normal\u201d data), you should go with non-parametric tests.<\/p>\n<h2>9 Common Statistical Tests and How to Pick the Right One<\/h2>\n<p>Before you pick any particular statistical test, ask yourself: what do I want to do with my data? What do I want to know? After that, pick the statistical test that\u2019s designed specifically to support the execution of that action.<\/p>\n<p>Here\u2019s a list of common statistical tests and what they\u2019re best for so you can pick the best bet for your analysis.<\/p>\n<h3 style=\"padding-left: 40px;\">Sign tests<\/h3>\n<p>Use the sign statistical test to study the difference between two <strong>related variables<\/strong>. This statistical test pays little attention to the magnitude of change in the difference (if any). However, the test factors in the direction of the difference between the variables in question.<\/p>\n<h3 style=\"padding-left: 40px;\">Wilcoxon rank sum test<\/h3>\n<p>The test focuses on the difference between two <strong>variables<\/strong> that are <strong>independent<\/strong> of each other. It takes into consideration both the direction and magnitude of the difference between the variables.<\/p>\n<h3 style=\"padding-left: 40px;\">Wilcoxon sign rank test<\/h3>\n<p>The Wilcoxon sign rank test is used to test the difference between two related variables.<\/p>\n<h3 style=\"padding-left: 40px;\">ANOVA<\/h3>\n<p>This statistical test helps data analysts to test the difference between group means. Note: You shouldn\u2019t run ANOVA before you\u2019ve accounted for all variances in the outcome variable.<\/p>\n<h3 style=\"padding-left: 40px;\">Paired T-test<\/h3>\n<p>The Paired T-test helps analyze the difference between the means of two related variables.<\/p>\n<h3 style=\"padding-left: 40px;\">Independent T-test<\/h3>\n<p>The Independent T-test is the exact opposite of the Paired T-test. This test deepens the analyst\u2019s understanding of the difference between the means of two independent variables.<\/p>\n<h3 style=\"padding-left: 40px;\">Pearson correlation test<\/h3>\n<p>The Pearson test is a correlational statistical test. It enables you to accurately determine if any statistical association exists between two continuous variables.<\/p>\n<h3 style=\"padding-left: 40px;\">Spearman correlation Test<\/h3>\n<p>The test is similar to the Pearson correlation test in that it\u2019s a correlational statistical test. The test helps you to describe the association existing between two ordinal variables.<\/p>\n<h3 style=\"padding-left: 40px;\">Chi-Square test<\/h3>\n<p>The Chi-Square test measures the strength of the association that exists between two categorical variables.<\/p>\n<h3 style=\"padding-left: 40px;\">Multiple regression test<\/h3>\n<p>The test tracks how change in multiple predictor variables (2 or more) predicts change in the outcome variable.<\/p>\n<h3 style=\"padding-left: 40px;\">Single regression test<\/h3>\n<p>The test tracks how change in one variable (predictor variable) predicts change in another variable (outcome variable).<\/p>\n<p>You now know what each of 11 common statistical tests measure. At this point, picking the right test for your study should be pretty easy.<\/p>\n<h2>Statistical Tests For Inferential Analysis<\/h2>\n<p>You\u2019ve learned what various statistical tests do. Which means you can easily know <strong>how to choose statistical tests<\/strong> that are suitable for your research. But you probably haven\u2019t mastered any of the tests, have you? Obviously, you can\u2019t leverage the power of any of the statistical tests if you don\u2019t know how they work. Also, you should learn <span style=\"color: #993300;\"><strong><a style=\"color: #993300;\" href=\"https:\/\/expertwritinghelp.com\/blog\/2016\/09\/03\/how-to-code-and-enter-data-in-spss\/\">how to use statistical analysis<\/a><\/strong><\/span> software packages such as SPSS and MATLAB work. That\u2019s because <strong>statistical tests<\/strong> and statistical software work hand in hand.<\/p>\n<h3>Infographic on how to choose statistical tests<\/h3>\n<p><a href=\"https:\/\/expertwritinghelp.com\/blog\/2019\/02\/06\/statistical-tests\/phd-statistics-analysis-help\/\" rel=\"attachment wp-att-690\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-690\" src=\"https:\/\/expertwritinghelp.com\/blog\/wp-content\/uploads\/2019\/02\/PhD-statistics-analysis-help-155x300.jpg\" alt=\"how to choose statistical tests\" width=\"237\" height=\"459\" srcset=\"https:\/\/expertwritinghelp.com\/blog\/wp-content\/uploads\/2019\/02\/PhD-statistics-analysis-help-155x300.jpg 155w, https:\/\/expertwritinghelp.com\/blog\/wp-content\/uploads\/2019\/02\/PhD-statistics-analysis-help-768x1489.jpg 768w, https:\/\/expertwritinghelp.com\/blog\/wp-content\/uploads\/2019\/02\/PhD-statistics-analysis-help-528x1024.jpg 528w, https:\/\/expertwritinghelp.com\/blog\/wp-content\/uploads\/2019\/02\/PhD-statistics-analysis-help.jpg 800w\" sizes=\"auto, (max-width: 237px) 100vw, 237px\" \/><\/a><\/p>\n<p>Source:\u00a0<a href=\"https:\/\/www.minds.com\/media\/939916680893247488\" rel=\"nofollow noopener\" target=\"_blank\">https:\/\/www.minds.com\/media\/939916680893247488<\/a><\/p>\n<h3>Video on how to choose statistical tests<\/h3>\n<p><iframe loading=\"lazy\" title=\"Statistical Tests: Choosing which statistical test to use\" width=\"660\" height=\"495\" src=\"https:\/\/www.youtube.com\/embed\/rulIUAN0U3w?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p>Source: https:\/\/youtu.be\/rulIUAN0U3w<\/p>\n","protected":false},"excerpt":{"rendered":"<p>How To Choose Statistical Tests To Use in your Dissertation or Capstone Project Are you a nursing student worried how you will analyze data for your DNP capstone project or dissertation paper? We would like to present to you a comprehensive tutorial on how to choose statistical tests for your dissertation project. In case you &hellip; <a href=\"https:\/\/expertwritinghelp.com\/blog\/2019\/02\/statistical-tests\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">How To Choose Statistical Tests<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":696,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[199,242,241,243],"class_list":["post-689","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-analysis","tag-data-analysis-help","tag-data-analysis-techniques","tag-how-to-choose-statistical-tests","tag-statistics-help"],"_links":{"self":[{"href":"https:\/\/expertwritinghelp.com\/blog\/wp-json\/wp\/v2\/posts\/689","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/expertwritinghelp.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/expertwritinghelp.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/expertwritinghelp.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/expertwritinghelp.com\/blog\/wp-json\/wp\/v2\/comments?post=689"}],"version-history":[{"count":10,"href":"https:\/\/expertwritinghelp.com\/blog\/wp-json\/wp\/v2\/posts\/689\/revisions"}],"predecessor-version":[{"id":880,"href":"https:\/\/expertwritinghelp.com\/blog\/wp-json\/wp\/v2\/posts\/689\/revisions\/880"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/expertwritinghelp.com\/blog\/wp-json\/wp\/v2\/media\/696"}],"wp:attachment":[{"href":"https:\/\/expertwritinghelp.com\/blog\/wp-json\/wp\/v2\/media?parent=689"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/expertwritinghelp.com\/blog\/wp-json\/wp\/v2\/categories?post=689"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/expertwritinghelp.com\/blog\/wp-json\/wp\/v2\/tags?post=689"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}