{"id":16120,"date":"2022-07-28T06:59:20","date_gmt":"2022-07-28T09:59:20","guid":{"rendered":"https:\/\/mindthegraph.com\/blog\/?p=16120"},"modified":"2024-12-05T16:09:24","modified_gmt":"2024-12-05T19:09:24","slug":"post-hoc-analysis","status":"publish","type":"post","link":"https:\/\/mindthegraph.com\/blog\/sv_se\/post-hoc-analys\/","title":{"rendered":"Post Hoc-analys: Process och typer av tester"},"content":{"rendered":"<p>Alla forskningsprojekt genererar en m\u00e4ngd data, varav en del \u00e4r v\u00e4rdefulla och en del inte. Att hitta n\u00e5got nytt, ov\u00e4ntat eller f\u00f6rvirrande i forskningen kan snabbt bli \u00f6verv\u00e4ldigande. <\/p>\n\n\n\n<p>Ibland kan man komma av sig n\u00e4r man \u00e4r pressad att h\u00e5lla en deadline. Undvik att oroa dig f\u00f6r dessa oavsiktliga resultat n\u00e4r din nuvarande forskning \u00e4r klar genom att utesluta dem fr\u00e5n \u00f6verv\u00e4gandet.<\/p>\n\n\n\n<p>Vid post hoc-analys analyserar du inte varje slumpm\u00e4ssigt utfall av ett experiment. Det \u00e4r viktigt att leta efter m\u00f6nster n\u00e4r du observerar n\u00e5got som motiverar en n\u00e4rmare titt och ytterligare studier f\u00f6r att hj\u00e4lpa dig att b\u00e4ttre f\u00f6rst\u00e5 konceptet. <\/p>\n\n\n\n<p>Efter en post hoc-analys kan du f\u00e5 ytterligare information och g\u00e5 djupare in i din \u00e4mnesbas. L\u00e5t oss ta en n\u00e4rmare titt p\u00e5 post hoc-analys.<\/p>\n\n\n\n<h2><strong>Post hoc-analys: vad \u00e4r det?<\/strong><\/h2>\n\n\n\n<p>P\u00e5 latin betyder post hoc \"efter detta\", dvs. att man analyserar de experimentella data i efterhand. <\/p>\n\n\n\n<p>Syftet med en post hoc-analys \u00e4r att hitta m\u00f6nster efter att studien har slutf\u00f6rts, och att hitta resultat som inte var det prim\u00e4ra m\u00e5let. Alla analyser som genomf\u00f6rs efter att ett experiment har avslutats och som inte var planerade i f\u00f6rv\u00e4g betraktas d\u00e4rf\u00f6r som post hoc-analyser. <\/p>\n\n\n\n<p>Data som redan har samlats in anv\u00e4nds i en post hoc-studie. Forskare analyserar dessa data f\u00f6r att utveckla nya syften, som inte fanns med i experimentets design. Post hoc-studier kan d\u00e4rf\u00f6r utf\u00f6ras p\u00e5 aggregerade data fr\u00e5n tidigare f\u00f6rs\u00f6k.&nbsp;<\/p>\n\n\n\n<p>Processen att utf\u00f6ra post hoc-analyser \u00e4r ofta tidskr\u00e4vande, men den erbjuder ett antal f\u00f6rdelar. F\u00f6r att f\u00e5 fram v\u00e4rdefull information b\u00f6r man anv\u00e4nda en rimlig m\u00e4ngd f\u00f6rsiktighet och inte \u00f6verskatta ov\u00e4ntade resultat. Det kan vara ett tecken p\u00e5 n\u00e5got betydelsefullt, \u00e4ven om det \u00e4r en slump.<\/p>\n\n\n\n<p>Post hoc-analyser \u00e4r anv\u00e4ndbara f\u00f6r att unders\u00f6ka felprocent, bed\u00f6ma hypotesers signifikans eller avg\u00f6ra om de \u00e4r statistiskt signifikanta. <\/p>\n\n\n\n<p>Om man g\u00f6r flera f\u00f6rs\u00f6k eller avviker fr\u00e5n sin huvudsakliga forskningsinriktning \u00f6kar risken f\u00f6r fel och falska positiva resultat. Det \u00e4r h\u00e4r post hoc spelar en nyckelroll. Hur fungerar det egentligen?&nbsp;<\/p>\n\n\n\n<h2><strong>Post hoc-analys: hur fungerar det?<\/strong><\/h2>\n\n\n\n<p>Det \u00e4r fortfarande m\u00f6jligt att f\u00e5 v\u00e4rdefulla insikter fr\u00e5n data \u00e4ven om det prim\u00e4ra m\u00e5let inte uppn\u00e5s. Eventuellt l\u00e4kemedlets efterverkningar och data om dem. Eller andra liknande l\u00e4kemedel kan ocks\u00e5 vara v\u00e4rda att testa. <\/p>\n\n\n\n<p>Syftet med en post hoc-analys \u00e4r att besvara fr\u00e5gor efter att studien har slutf\u00f6rts, ett m\u00e5l som inte har angetts i studien.<\/p>\n\n\n\n<p>F\u00f6r att fastst\u00e4lla varifr\u00e5n skillnaderna kommer anv\u00e4nds ett post hoc-test efter att man funnit ett statistiskt signifikant resultat. Post hoc-test kan anv\u00e4ndas f\u00f6r att bed\u00f6ma skillnader mellan flera grupper samtidigt som man undviker experimentella fel. Flera post hoc-test har formulerats, och de flesta av dem ger liknande resultat.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/researcher.life\/all-access-pricing?utm_source=mtg&amp;utm_campaign=all-access-promotion&amp;utm_medium=blog\"><img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"410\" src=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-1024x410.png\" alt=\"\" class=\"wp-image-55426\" srcset=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-1024x410.png 1024w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-300x120.png 300w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-768x307.png 768w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-1536x615.png 1536w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-2048x820.png 2048w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-18x7.png 18w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner2-100x40.png 100w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<h2><strong>Det finns olika typer av post hoc-test<\/strong><\/h2>\n\n\n\n<p>De data som samlas in under en forskning eller klinisk pr\u00f6vning kan analyseras f\u00f6r att uppt\u00e4cka m\u00f6nster och olika faktorer. De vanligaste post hoc-testerna \u00e4r:<\/p>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Bonferroni-f\u00f6rfarande:<\/strong> Det \u00e4r m\u00f6jligt att utf\u00f6ra flera statistiska tester samtidigt genom att anv\u00e4nda denna post hoc-korrigering f\u00f6r multipla j\u00e4mf\u00f6relser.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong><strong>Duncans nya multipla r\u00e4ckviddstest (MRT):&nbsp; <\/strong><\/strong>Duncans Multiple Range Test identifierar de par av medelv\u00e4rden (fr\u00e5n minst tre) som skiljer sig \u00e5t.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Dunns test f\u00f6r multipel j\u00e4mf\u00f6relse: <\/strong>Detta \u00e4r en post hoc-analys som utf\u00f6rs efter en ANOVA, ett icke-parametriskt test som inte f\u00f6ruts\u00e4tter att dina data f\u00f6ljer en viss f\u00f6rdelning.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Fishers minsta signifikanta skillnad (LSD): <\/strong>Avg\u00f6r om tv\u00e5 medelv\u00e4rden \u00e4r statistiskt olika.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Holm-Bonferroni-f\u00f6rfarande: <\/strong>Holms sekventiella Bonferroni-test g\u00f6r multipla j\u00e4mf\u00f6relser mindre strikta.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li>Med hj\u00e4lp av Newman-Keuls kan man identifiera stickprov som har olika medelv\u00e4rden. Newman-Keuls j\u00e4mf\u00f6r par av medelv\u00e4rden med hj\u00e4lp av olika kritiska v\u00e4rden. Som ett resultat \u00e4r det mer sannolikt att signifikanta skillnader hittas.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Rodgers metod: <\/strong>Denna statistiska metod anv\u00e4nds f\u00f6r att utv\u00e4rdera forskningsdata post hoc efter en \"multivariat\" analys.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Scheff\u00e9s metod:<\/strong> I Scheffes metod justeras teststatistiken p\u00e5 olika s\u00e4tt beroende p\u00e5 hur m\u00e5nga j\u00e4mf\u00f6relser som gjorts.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Tukeys test: <\/strong>Tukeys test avg\u00f6r om ditt urval best\u00e5r av grupper som skiljer sig fr\u00e5n varandra. Varje medelv\u00e4rde j\u00e4mf\u00f6rs med medelv\u00e4rdet f\u00f6r alla andra grupper med hj\u00e4lp av den \"\u00e4rliga signifikanta skillnaden\", som anger hur l\u00e5ngt ifr\u00e5n varandra grupperna \u00e4r.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Dunnett's korrigering: <\/strong>Detta post hoc-test j\u00e4mf\u00f6r medelv\u00e4rden. Till skillnad fr\u00e5n Tukey's j\u00e4mf\u00f6rs varje medelv\u00e4rde med ett kontrollmedelv\u00e4rde.<\/li>\n<\/ul>\n\n\n\n<ul class=\"has-white-color has-text-color has-background\" style=\"background-color:#dc1866\">\n<li><strong>Benjamini-Hochberg-f\u00f6rfarande (BH): <\/strong>Ett signifikant resultat kan bara uppst\u00e5 av en slump om man utf\u00f6r m\u00e5nga tester. Den falska uppt\u00e4cktsfrekvensen beaktas genom detta post hoc-test.<\/li>\n<\/ul>\n\n\n\n<h2><strong>Inget kan sl\u00e5 en felfri visuell produkt som f\u00f6rmedlar ett komplext budskap<\/strong><\/h2>\n\n\n\n<p>Ja, det st\u00e4mmer, med hj\u00e4lp av grafik \u00e4r det mycket l\u00e4ttare att s\u00e4tta de sv\u00e5raste begreppen i perspektiv. I visualiseringens tidevarv \u00e4r det inte konstigt att du f\u00f6rmodligen kan f\u00f6rst\u00e5 kvantfysik p\u00e5 ett mycket enklare s\u00e4tt tack vare grafikens effektivitet.<\/p>\n\n\n\n<p>Undrar du hur du ska komma ig\u00e5ng? Varf\u00f6r oroa sig n\u00e4r du har hela diagrammet till hands! Hos oss kan du v\u00e4lja bland mer \u00e4n tusen illustrationer i v\u00e5rt galleri och g\u00f6ra affischer med hj\u00e4lp av den smarta affischtillverkaren som vi har utvecklat \u00e5t dig. F\u00e5 ut det mesta av v\u00e5rt beg\u00e5vade teams expertis och f\u00e5 den skr\u00e4ddarsydd efter dina behov. F\u00f6r mer information, bes\u00f6k v\u00e5r <a href=\"https:\/\/mindthegraph.com\/\">webbplats<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Handledning | Skapa ett grafiskt abstrakt p\u00e5 Mind the Graph\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/r_aczJuec7Y?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<div style=\"height:25px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>F\u00f6rst\u00e5 vad post hoc-analys \u00e4r och hur man hittar v\u00e4rdefulla data och m\u00f6nster efter att studien har slutf\u00f6rts.<\/p>","protected":false},"author":4,"featured_media":16133,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[38],"tags":[872,873,554,962],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Post Hoc Analysis: Process and types of tests<\/title>\n<meta name=\"description\" content=\"Understand what is post-hoc analysis and how to find valuable data and patterns after the study has been completed.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mindthegraph.com\/blog\/sv_se\/post-hoc-analys\/\" \/>\n<meta property=\"og:locale\" content=\"sv_SE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Post Hoc Analysis: Process and types of tests\" \/>\n<meta property=\"og:description\" content=\"Understand what is post-hoc analysis and how to find valuable data and patterns after the study has been completed.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mindthegraph.com\/blog\/sv_se\/post-hoc-analys\/\" \/>\n<meta property=\"og:site_name\" content=\"Mind the Graph Blog\" \/>\n<meta property=\"article:published_time\" content=\"2022-07-28T09:59:20+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-12-05T19:09:24+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/07\/post-hoc-analysis-blog.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1123\" \/>\n\t<meta property=\"og:image:height\" content=\"612\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Fabricio Pamplona\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Post Hoc Analysis: Process and types of tests\" \/>\n<meta name=\"twitter:description\" content=\"Understand what is post-hoc analysis and how to find valuable data and patterns after the study has been completed.\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/07\/post-hoc-analysis-blog.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fabricio Pamplona\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Post Hoc Analysis: Process and types of tests","description":"Understand what is post-hoc analysis and how to find valuable data and patterns after the study has been completed.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/mindthegraph.com\/blog\/sv_se\/post-hoc-analys\/","og_locale":"sv_SE","og_type":"article","og_title":"Post Hoc Analysis: Process and types of tests","og_description":"Understand what is post-hoc analysis and how to find valuable data and patterns after the study has been completed.","og_url":"https:\/\/mindthegraph.com\/blog\/sv_se\/post-hoc-analys\/","og_site_name":"Mind the Graph Blog","article_published_time":"2022-07-28T09:59:20+00:00","article_modified_time":"2024-12-05T19:09:24+00:00","og_image":[{"width":1123,"height":612,"url":"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/07\/post-hoc-analysis-blog.jpg","type":"image\/jpeg"}],"author":"Fabricio Pamplona","twitter_card":"summary_large_image","twitter_title":"Post Hoc Analysis: Process and types of tests","twitter_description":"Understand what is post-hoc analysis and how to find valuable data and patterns after the study has been completed.","twitter_image":"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/07\/post-hoc-analysis-blog.jpg","twitter_misc":{"Written by":"Fabricio Pamplona","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/mindthegraph.com\/blog\/post-hoc-analysis\/","url":"https:\/\/mindthegraph.com\/blog\/post-hoc-analysis\/","name":"Post Hoc Analysis: Process and types of tests","isPartOf":{"@id":"https:\/\/mindthegraph.com\/blog\/#website"},"datePublished":"2022-07-28T09:59:20+00:00","dateModified":"2024-12-05T19:09:24+00:00","author":{"@id":"https:\/\/mindthegraph.com\/blog\/#\/schema\/person\/c8eaee6d8007ac319523c3ddc98cedd3"},"description":"Understand what is post-hoc analysis and how to find valuable data and patterns after the study has been completed.","breadcrumb":{"@id":"https:\/\/mindthegraph.com\/blog\/post-hoc-analysis\/#breadcrumb"},"inLanguage":"sv-SE","potentialAction":[{"@type":"ReadAction","target":["https:\/\/mindthegraph.com\/blog\/post-hoc-analysis\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/mindthegraph.com\/blog\/post-hoc-analysis\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/mindthegraph.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Post Hoc Analysis: Process and types of tests"}]},{"@type":"WebSite","@id":"https:\/\/mindthegraph.com\/blog\/#website","url":"https:\/\/mindthegraph.com\/blog\/","name":"Mind the Graph Blog","description":"Your science can be beautiful!","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/mindthegraph.com\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"sv-SE"},{"@type":"Person","@id":"https:\/\/mindthegraph.com\/blog\/#\/schema\/person\/c8eaee6d8007ac319523c3ddc98cedd3","name":"Fabricio Pamplona","image":{"@type":"ImageObject","inLanguage":"sv-SE","@id":"https:\/\/mindthegraph.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/da6985d9f20ecb24f3238df103a638ac?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/da6985d9f20ecb24f3238df103a638ac?s=96&d=mm&r=g","caption":"Fabricio Pamplona"},"description":"Fabricio Pamplona is the founder of Mind the Graph - a tool used by over 400K users in 60 countries. He has a Ph.D. and solid scientific background in Psychopharmacology and experience as a Guest Researcher at the Max Planck Institute of Psychiatry (Germany) and Researcher in D'Or Institute for Research and Education (IDOR, Brazil). Fabricio holds over 2500 citations in Google Scholar. He has 10 years of experience in small innovative businesses, with relevant experience in product design and innovation management. Connect with him on LinkedIn - Fabricio Pamplona.","sameAs":["http:\/\/mindthegraph.com","https:\/\/www.linkedin.com\/in\/fabriciopamplona"],"url":"https:\/\/mindthegraph.com\/blog\/sv_se\/author\/fabricio\/"}]}},"_links":{"self":[{"href":"https:\/\/mindthegraph.com\/blog\/sv_se\/wp-json\/wp\/v2\/posts\/16120"}],"collection":[{"href":"https:\/\/mindthegraph.com\/blog\/sv_se\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mindthegraph.com\/blog\/sv_se\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/sv_se\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/sv_se\/wp-json\/wp\/v2\/comments?post=16120"}],"version-history":[{"count":7,"href":"https:\/\/mindthegraph.com\/blog\/sv_se\/wp-json\/wp\/v2\/posts\/16120\/revisions"}],"predecessor-version":[{"id":55781,"href":"https:\/\/mindthegraph.com\/blog\/sv_se\/wp-json\/wp\/v2\/posts\/16120\/revisions\/55781"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/sv_se\/wp-json\/wp\/v2\/media\/16133"}],"wp:attachment":[{"href":"https:\/\/mindthegraph.com\/blog\/sv_se\/wp-json\/wp\/v2\/media?parent=16120"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/sv_se\/wp-json\/wp\/v2\/categories?post=16120"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/sv_se\/wp-json\/wp\/v2\/tags?post=16120"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}