{"id":3374,"date":"2023-08-20T14:25:20","date_gmt":"2023-08-20T12:25:20","guid":{"rendered":"https:\/\/www.psyctc.org\/psyctc\/?post_type=docs&#038;p=3374"},"modified":"2024-10-06T10:18:54","modified_gmt":"2024-10-06T08:18:54","password":"","slug":"null-hypothesis","status":"publish","type":"docs","link":"https:\/\/www.psyctc.org\/psyctc\/glossary2\/null-hypothesis\/","title":{"rendered":"Null hypothesis"},"content":{"rendered":"\n<p>This is one of the fundamental building blocks of the &#8220;Null Hypothesis Significance Test&#8221; (NHST) paradigm (q.v.) and &#8220;inferential testing&#8221; (q.v.) <\/p>\n\n\n\n<p>The null hypothesis is a model of a population and is essentially that whatever of interest you are interested in (a quantitative question) is not happening there. It really is null.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Details<\/h4>\n\n\n\n<p>The null hypothesis is specific to the question to be explored in the data you have, so for a question about whether the mean of a set of scores has changed the null hypothesis is that<em> in the population<\/em> the mean change is zero.  If the question is whether trained therapists score higher than do trainees on a test of observation after watching a video then the null hypothesis is that there is no difference between the mean scores <em>of the two populations<\/em>.  If the question is whether higher scores on a measure of authenticity are correlated with scores on a measure of spontaneity the null hypothesis is that there is no correlation between the two scores <em>in the population<\/em>.<\/p>\n\n\n\n<p>The eagle eyed reader will have noticed that I&#8217;m hammering the &#8220;in the population(s)&#8221; issue.  Sorry but that&#8217;s because it&#8217;s fundamental!  The null hypothesis is about the population and generally the assumption in null hypothesis testing is of an infinitely large population.  Generally the population is a theoretical one: we are talking about models.  This means that our tests don&#8217;t &#8220;prove&#8221; or &#8220;disprove&#8221; the model, they simply give us a rational way to &#8220;accept&#8221; or &#8220;reject&#8221; it.  More detail in the entry on the NHST paradigm.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Try also<\/h4>\n\n\n\n<p><a href=\"https:\/\/www.psyctc.org\/psyctc\/glossary2\/bootstrap-bootstrapping\/\" title=\"\">Bootstrapping<\/a><br><a href=\"https:\/\/www.psyctc.org\/psyctc\/glossary2\/confidence-intervals-cis\/\" title=\"\">Confidence intervals (CIs)<\/a><br><a href=\"https:\/\/www.psyctc.org\/psyctc\/glossary2\/estimate-estimation\/\" title=\"\">Estimation<\/a><br><a href=\"https:\/\/www.psyctc.org\/psyctc\/glossary2\/inferential-testing-tests\/\" title=\"\">Inferential tests\/testing<\/a><br><a href=\"https:\/\/www.psyctc.org\/psyctc\/glossary2\/mean-arithmetic-mean-average\/\" title=\"\">Mean (arithmetic mean, average)<\/a><br><a href=\"https:\/\/www.psyctc.org\/psyctc\/glossary2\/non-parametric-tests\/\" title=\"\">Non-parametric tests<\/a><br>Paradigms<br><a href=\"https:\/\/www.psyctc.org\/psyctc\/glossary2\/parametric-tests\/\" title=\"\">Parametric tests<\/a><br><a href=\"https:\/\/www.psyctc.org\/psyctc\/glossary2\/type-i-error\/\" title=\"\">Type I error<\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Chapters<\/h4>\n\n\n\n<p>Touched on in Chapter 5.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Online resources<\/h4>\n\n\n\n<p>None yet and if there are, they will present both NHST and estimation methods with some clarification of the issues with both.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Dates<\/h4>\n\n\n\n<p>First created 20.viii.23, last updated 6.xi.24.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>This is one of the fundamental building blocks of the &#8220;Null Hypothesis Significance Test&#8221; (NHST) paradigm (q.v.) and &#8220;inferential testing&#8221; (q.v.) The null hypothesis is a model of a population and is essentially that whatever of interest you are interested in (a quantitative question) is not happening there. It really is null. Details The null &hellip; <a href=\"https:\/\/www.psyctc.org\/psyctc\/glossary2\/null-hypothesis\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">Null hypothesis<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","meta":{"footnotes":""},"doc_category":[18],"glossaries":[],"doc_tag":[],"knowledge_base":[],"class_list":["post-3374","docs","type-docs","status-publish","hentry","doc_category-om-book"],"year_month":"2026-04","word_count":314,"total_views":"1003","reactions":{"happy":"0","normal":"0","sad":"0"},"author_info":{"name":"chris","author_nicename":"chris","author_url":"https:\/\/www.psyctc.org\/psyctc\/author\/chris\/"},"doc_category_info":[{"term_name":"All OM book glossary entries","term_url":"https:\/\/www.psyctc.org\/psyctc\/glossary\/non-knowledgebase\/om-book\/"}],"doc_tag_info":[],"knowledge_base_info":[],"knowledge_base_slug":[],"_links":{"self":[{"href":"https:\/\/www.psyctc.org\/psyctc\/wp-json\/wp\/v2\/docs\/3374","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.psyctc.org\/psyctc\/wp-json\/wp\/v2\/docs"}],"about":[{"href":"https:\/\/www.psyctc.org\/psyctc\/wp-json\/wp\/v2\/types\/docs"}],"author":[{"embeddable":true,"href":"https:\/\/www.psyctc.org\/psyctc\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.psyctc.org\/psyctc\/wp-json\/wp\/v2\/comments?post=3374"}],"version-history":[{"count":6,"href":"https:\/\/www.psyctc.org\/psyctc\/wp-json\/wp\/v2\/docs\/3374\/revisions"}],"predecessor-version":[{"id":4469,"href":"https:\/\/www.psyctc.org\/psyctc\/wp-json\/wp\/v2\/docs\/3374\/revisions\/4469"}],"wp:attachment":[{"href":"https:\/\/www.psyctc.org\/psyctc\/wp-json\/wp\/v2\/media?parent=3374"}],"wp:term":[{"taxonomy":"doc_category","embeddable":true,"href":"https:\/\/www.psyctc.org\/psyctc\/wp-json\/wp\/v2\/doc_category?post=3374"},{"taxonomy":"glossaries","embeddable":true,"href":"https:\/\/www.psyctc.org\/psyctc\/wp-json\/wp\/v2\/glossaries?post=3374"},{"taxonomy":"doc_tag","embeddable":true,"href":"https:\/\/www.psyctc.org\/psyctc\/wp-json\/wp\/v2\/doc_tag?post=3374"},{"taxonomy":"knowledge_base","embeddable":true,"href":"https:\/\/www.psyctc.org\/psyctc\/wp-json\/wp\/v2\/knowledge_base?post=3374"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}