
{"id":18937,"date":"2023-07-03T12:24:37","date_gmt":"2023-07-03T12:24:37","guid":{"rendered":"https:\/\/www.editage.com\/insights\/video\/academic-editor-denise-mager-talks-about-how-she-decides-what-statistical-test-to-conduct\/"},"modified":"2025-11-26T12:55:31","modified_gmt":"2025-11-26T07:25:31","slug":"academic-editor-denise-mager-talks-about-how-she-decides-what-statistical-test-to-conduct","status":"publish","type":"video","link":"https:\/\/www.editage.com\/insights\/academic-editor-denise-mager-talks-about-how-she-decides-what-statistical-test-to-conduct","title":{"rendered":"Academic editor Denise Mager talks about how she decides what statistical test to conduct"},"content":{"rendered":"<p><a href=\"https:\/\/www.editage.com\/insights\/presenting-statistical-information-effectively-two-useful-guides?refer=insights-search-posts\" target=\"_blank\" rel=\"noreferrer noopener\">Statistics<\/a> play a crucial role in informing decision-making, making predictions, and drawing meaningful conclusions. However, before delving into the data analysis, it is essential to clarify the <a href=\"https:\/\/www.editage.com\/insights\/finding-the-right-research-question-is-the-first-step-to-successful-publication?refer=insights-search-posts\" target=\"_blank\" rel=\"noreferrer noopener\">research question<\/a> or objective that you aim to address. This foundational step is crucial as the techniques employed for <a href=\"https:\/\/www.editage.com\/blog\/guide-to-types-of-inferential-statistics-for-biomedical-researchers\/\" target=\"_blank\" rel=\"noreferrer noopener\">data analysis<\/a> will directly influence the conclusions drawn.<\/p>\n<p>To begin, it is important to ensure that you are comparing &#8220;apples with apples.&#8221; This entails assessing whether your data satisfies certain assumptions and considering the types of variables involved. If the common assumptions, such as independence of observations, homogeneity of variance, and <a href=\"https:\/\/www.editage.com\/blog\/normality-test-methods-of-assessing-normality\/\" target=\"_blank\" rel=\"noreferrer noopener\">normality<\/a>, are not met, it may be necessary to employ <a href=\"https:\/\/www.editage.com\/blog\/guide-to-types-of-inferential-statistics-for-biomedical-researchers\/\" target=\"_blank\" rel=\"noreferrer noopener\">nonparametric statistical tests<\/a>. Additionally, it is important to identify whether the <a href=\"https:\/\/www.editage.com\/insights\/what-are-the-different-kinds-of-variables-and-their-uses?refer=insights-search-qa\" target=\"_blank\" rel=\"noreferrer noopener\">variables<\/a> in your study are categorical or quantitative in nature.<\/p>\n<p>Fortunately, there are various tools available to assist in selecting the most appropriate <a href=\"https:\/\/www.editage.com\/blog\/decoding-statistical-data-for-accurate-insights\/\" target=\"_blank\" rel=\"noreferrer noopener\">statistical test<\/a> that will enable you to derive stronger inferences from the data. These tools consider the <a href=\"https:\/\/www.editage.com\/insights\/top-qas-from-the-recent-editage-webinar-on-describing-and-understanding-data-distributions?refer=insights-search-posts\" target=\"_blank\" rel=\"noreferrer noopener\">characteristics of your data<\/a> and the specific objectives of your study, aiding in the selection of the most suitable test.<\/p>\n<p>By carefully considering the research question, assessing data assumptions, and understanding the nature of variables, you can make informed decisions regarding the <a href=\"https:\/\/www.editage.com\/insights\/whats-the-best-way-to-check-for-differences-between-groups-t-test-chi-square-test-or-anova-a-quick-and-simple-guide?refer=insights-search-posts\" target=\"_blank\" rel=\"noreferrer noopener\">statistical tests<\/a> to be employed. This thoughtful approach enhances the validity and reliability of your <a href=\"https:\/\/www.editage.com\/blog\/beginners-guide-to-statistical-analysis-and-review\/\" target=\"_blank\" rel=\"noreferrer noopener\">analyses<\/a>, ultimately leading to more robust conclusions.<\/p>\n<p>Academic editor Denise Mager talks about how she decides what statistical test to conduct. Watch her video here.<\/p>\n<p><i>Would you like a 1:1 consultation with an expert statistician? Check out Editage\u2019s\u00a0<\/i><a href=\"https:\/\/www.editage.com\/services\/publishing-services-packs\/statistical-analysis\"><i>Statistical Analysis &amp; Review Service<\/i><\/a>.<\/p>\n","protected":false},"author":8,"featured_media":33313,"template":"","meta":{"_acf_changed":false,"inline_featured_image":false},"new_categories":[],"new_tags":[],"series":[],"class_list":["post-18937","video","type-video","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Academic editor Denise Mager talks about how she decides what statistical test to conduct | Editage Insights<\/title>\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.editage.com\/insights\/academic-editor-denise-mager-talks-about-how-she-decides-what-statistical-test-to-conduct\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Academic editor Denise Mager talks about how she decides what statistical test to conduct | Editage Insights\" \/>\n<meta property=\"og:description\" content=\"Statistics play a crucial role in informing decision-making, making predictions, and drawing meaningful conclusions. 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