{"id":26638,"date":"2023-02-08T09:50:00","date_gmt":"2023-02-08T12:50:00","guid":{"rendered":"https:\/\/mindthegraph.com\/blog\/the-science-behind-falling-in-love-copy\/"},"modified":"2023-04-05T10:55:10","modified_gmt":"2023-04-05T13:55:10","slug":"statistics-parametric-tests","status":"publish","type":"post","link":"https:\/\/mindthegraph.com\/blog\/sv_se\/statistik-parametriska-test\/","title":{"rendered":"Vad \u00e4r statistiska parametriska test och var kan man anv\u00e4nda dem?"},"content":{"rendered":"<p>Statistiska parametriska test \u00e4r en typ av statistisk analys som anv\u00e4nds f\u00f6r att testa hypoteser om populationens medelv\u00e4rde och varians. Dessa tester bygger p\u00e5 antagandet att de underliggande data f\u00f6ljer en normalf\u00f6rdelning och har flera viktiga egenskaper, inklusive robusthet, tillf\u00f6rlitlighet och f\u00f6rm\u00e5gan att uppt\u00e4cka subtila skillnader i data.<\/p>\n\n\n\n<p>Parametriska test anv\u00e4nds ofta i en rad olika till\u00e4mpningar, inklusive medicinsk forskning, marknadsunders\u00f6kningar och samh\u00e4llsvetenskap. Inom dessa omr\u00e5den kan forskare anv\u00e4nda parametriska test f\u00f6r att avg\u00f6ra betydelsen av f\u00f6r\u00e4ndringar i populationens medelv\u00e4rden eller varianser, eller f\u00f6r att avg\u00f6ra om en viss behandling eller intervention har haft en betydande inverkan p\u00e5 uppgifterna.<\/p>\n\n\n\n<h2>Vanligaste typerna av statistik parametriska test<\/h2>\n\n\n\n<h3>T-testet&nbsp;<\/h3>\n\n\n\n<p>Ett av de vanligaste parametriska testerna \u00e4r t-testet, som anv\u00e4nds f\u00f6r att j\u00e4mf\u00f6ra medelv\u00e4rdena f\u00f6r tv\u00e5 populationer. Det <a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC4667138\/\">t-test<\/a> f\u00f6ruts\u00e4tter att de underliggande uppgifterna \u00e4r normalf\u00f6rdelade och att varianserna f\u00f6r de tv\u00e5 populationerna \u00e4r lika stora. Teststatistiken ber\u00e4knas med hj\u00e4lp av skillnaden i medelv\u00e4rdena f\u00f6r de tv\u00e5 populationerna, dividerat med standardfelet f\u00f6r skillnaden.<\/p>\n\n\n\n<h3>ANOVA-test<\/h3>\n\n\n\n<p>Ett annat vanligt parametriskt test \u00e4r variansanalys (ANOVA), som anv\u00e4nds f\u00f6r att j\u00e4mf\u00f6ra medelv\u00e4rdena f\u00f6r tre eller fler populationer. Den <a href=\"https:\/\/jbhender.github.io\/Stats506\/F18\/GP\/Group3.html\">ANOVA-test<\/a> f\u00f6ruts\u00e4tter att de underliggande data \u00e4r normalf\u00f6rdelade och att varianserna f\u00f6r alla populationer \u00e4r lika. Teststatistiken ber\u00e4knas med hj\u00e4lp av kvoten mellan variansen mellan populationerna och variansen inom populationerna.<\/p>\n\n\n\n<h3>Andra parametriska test<\/h3>\n\n\n\n<p>F\u00f6rutom t-test och ANOVA finns det flera andra parametriska statistiktester som anv\u00e4nds i olika till\u00e4mpningar, bland annat parat t-test, env\u00e4gs-ANOVA, tv\u00e5v\u00e4gs-ANOVA, ANOVA med upprepade m\u00e4tningar och ANOVA med blandad design. Alla dessa tester har olika antaganden och teststatistik, och anv\u00e4nds f\u00f6r att besvara olika typer av forskningsfr\u00e5gor.<\/p>\n\n\n\n<p>En av de viktigaste f\u00f6rdelarna med parametriska test \u00e4r att de \u00e4r robusta, vilket inneb\u00e4r att de inte \u00e4r k\u00e4nsliga f\u00f6r formen p\u00e5 den underliggande dataf\u00f6rdelningen. S\u00e5 l\u00e4nge data \u00e4r approximativt normalf\u00f6rdelade kan parametriska test ge korrekta resultat.<\/p>\n\n\n\n<h2>Skapa fantastisk infografik p\u00e5 n\u00e5gra minuter<\/h2>\n\n\n\n<p>Mind the Graph \u00e4r det perfekta verktyget f\u00f6r att sammanst\u00e4lla dina data och presentera dem visuellt. Anv\u00e4nd diagram, tabeller och vetenskapliga illustrationer f\u00f6r att g\u00f6ra ditt arbete l\u00e4ttare att f\u00f6rst\u00e5.<\/p>\n\n\n\n<div style=\"height:18px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"is-layout-flex wp-block-buttons\">\n<div class=\"wp-block-button aligncenter\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/mindthegraph.com\/\" style=\"border-radius:50px;background-color:#dc1866\" target=\"_blank\" rel=\"noreferrer noopener\">Skapa min f\u00f6rsta infografik<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:18px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2>Tillf\u00f6rlitligheten hos statistiska parametriska test<\/h2>\n\n\n\n<p>En annan f\u00f6rdel med parametriska test \u00e4r deras tillf\u00f6rlitlighet, eftersom de baseras p\u00e5 v\u00e4letablerade statistiska metoder och antaganden. Resultaten av parametriska tester \u00e4r mycket repeterbara och kan anv\u00e4ndas f\u00f6r att g\u00f6ra giltiga slutsatser om den underliggande populationen.<\/p>\n\n\n\n<p>Trots sina m\u00e5nga f\u00f6rdelar \u00e4r parametriska test inte alltid det b\u00e4sta valet f\u00f6r varje dataupps\u00e4ttning. I vissa fall kanske de underliggande uppgifterna inte \u00e4r normalf\u00f6rdelade, eller s\u00e5 kanske populationernas varianser inte \u00e4r lika stora. I dessa fall kan icke-parametriska test vara mer l\u00e4mpliga.<\/p>\n\n\n\n<h2>Parametriska tester vs. icke-parametriska tester<\/h2>\n\n\n\n<p>Icke-parametriska test \u00e4r en typ av statistisk analys som inte g\u00f6r n\u00e5gra antaganden om den underliggande dataf\u00f6rdelningen. Ist\u00e4llet f\u00f6rlitar de sig p\u00e5 rangordningen av data f\u00f6r att avg\u00f6ra resultatens signifikans. N\u00e5gra vanliga icke-parametriska tester inkluderar <a href=\"https:\/\/data.library.virginia.edu\/the-wilcoxon-rank-sum-test\/\">Wilcoxon rank-sum test<\/a>, den <a href=\"https:\/\/en.wikipedia.org\/wiki\/Kruskal%E2%80%93Wallis_one-way_analysis_of_variance\">Kruskal-Wallis-test<\/a>, och <a href=\"https:\/\/en.wikipedia.org\/wiki\/Mann%E2%80%93Whitney_U_test\">Mann-Whitneys test<\/a>.<\/p>\n\n\n\n<p>N\u00e4r man v\u00e4ljer mellan parametriska och icke-parametriska test \u00e4r det viktigt att ta h\u00e4nsyn till typen av data och den forskningsfr\u00e5ga som ska besvaras. I allm\u00e4nhet \u00e4r parametriska tester l\u00e4mpliga f\u00f6r data som \u00e4r normalf\u00f6rdelade och har lika varianser, medan icke-parametriska tester \u00e4r l\u00e4mpliga f\u00f6r data som inte uppfyller dessa antaganden.<\/p>\n\n\n\n<h2>Exempel p\u00e5 ett parametriskt test f\u00f6r statistik<\/h2>\n\n\n\n<p>Anta att en forskare \u00e4r intresserad av att testa om det finns en skillnad i medell\u00e4ngd mellan tv\u00e5 grupper av barn - grupp A och grupp B. F\u00f6r att g\u00f6ra detta v\u00e4ljer forskaren slumpm\u00e4ssigt ut 20 barn fr\u00e5n varje grupp och m\u00e4ter deras l\u00e4ngd.<\/p>\n\n\n\n<p>Forskaren vill veta om medell\u00e4ngden hos barnen i grupp A skiljer sig fr\u00e5n medell\u00e4ngden hos barnen i grupp B. F\u00f6r att testa denna hypotes kan forskaren anv\u00e4nda ett t-test med tv\u00e5 stickprov. T-testet f\u00f6ruts\u00e4tter att de underliggande uppgifterna \u00e4r normalf\u00f6rdelade och att varianserna f\u00f6r de tv\u00e5 grupperna \u00e4r lika stora.<\/p>\n\n\n\n<p>Forskaren ber\u00e4knar medell\u00e4ngden f\u00f6r varje grupp och finner att medell\u00e4ngden f\u00f6r grupp A \u00e4r 150 cm och medell\u00e4ngden f\u00f6r grupp B \u00e4r 155 cm. Forskaren ber\u00e4knar sedan standardavvikelsen f\u00f6r varje grupp och finner att standardavvikelsen f\u00f6r grupp A \u00e4r 5 cm och standardavvikelsen f\u00f6r grupp B \u00e4r 4 cm.<\/p>\n\n\n\n<p>D\u00e4refter ber\u00e4knar forskaren t-statistiken med hj\u00e4lp av skillnaden i medelv\u00e4rden f\u00f6r de tv\u00e5 grupperna, dividerat med standardfelet f\u00f6r skillnaden. Om t-statistiken \u00e4r st\u00f6rre \u00e4n ett kritiskt v\u00e4rde som best\u00e4ms av signifikansniv\u00e5n och frihetsgraderna, kan forskaren dra slutsatsen att det finns en signifikant skillnad i medelh\u00f6jden f\u00f6r barn i grupp A och grupp B.<\/p>\n\n\n\n<p>Detta exempel visar hur ett t-test med tv\u00e5 stickprov kan anv\u00e4ndas f\u00f6r att testa en hypotes om skillnaden i medelv\u00e4rden f\u00f6r tv\u00e5 grupper. T-testet \u00e4r ett kraftfullt och ofta anv\u00e4nt parametriskt test som ger ett robust och tillf\u00f6rlitligt s\u00e4tt att testa hypoteser om populationsmedelv\u00e4rdet.<\/p>\n\n\n\n<h2>Kraftfulla verktyg f\u00f6r analys av data<\/h2>\n\n\n\n<p>Sammanfattningsvis \u00e4r parametriska test ett kraftfullt verktyg f\u00f6r statistisk analys, som ger robusta och tillf\u00f6rlitliga resultat f\u00f6r ett brett spektrum av till\u00e4mpningar. Det \u00e4r dock viktigt att v\u00e4lja l\u00e4mpligt test baserat p\u00e5 typen av data och den forskningsfr\u00e5ga som behandlas. Oavsett om man anv\u00e4nder parametriska eller icke-parametriska test \u00e4r m\u00e5let med statistisk analys alltid att g\u00f6ra giltiga slutsatser om den underliggande populationen och att dra meningsfulla slutsatser fr\u00e5n data.<\/p>\n\n\n\n<h2>Inget kan sl\u00e5 en felfri visuell produkt som f\u00f6rmedlar ett komplext budskap<\/h2>\n\n\n\n<p>Har du sv\u00e5rt att kommunicera en stor m\u00e4ngd information? Anv\u00e4nd infografik och illustrationer f\u00f6r att g\u00f6ra ditt arbete mer begripligt och tillg\u00e4ngligt. Mind the Graph \u00e4r ett utm\u00e4rkt verktyg f\u00f6r forskare som vill g\u00f6ra sitt arbete mer effektivt med hj\u00e4lp av visuellt attraktiv infografik.&nbsp;<\/p>\n\n\n\n<div style=\"height:18px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"600\" height=\"338\" src=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2022\/09\/3iezpf5xkd3.gif\" alt=\"\" class=\"wp-image-20197\"\/><\/figure><\/div>\n\n\n<div style=\"height:18px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"is-layout-flex wp-block-buttons\">\n<div class=\"wp-block-button aligncenter\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/mindthegraph.com\/\" style=\"border-radius:50px;background-color:#dc1866\" target=\"_blank\" rel=\"noreferrer noopener\">\u00d6ka min forskning med illustrationer<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\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>Den h\u00e4r artikeln hj\u00e4lper dig att f\u00f6rst\u00e5 statistiska parametriska test, deras vanligaste typer samt var och n\u00e4r de ska anv\u00e4ndas.<\/p>","protected":false},"author":4,"featured_media":26646,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[959,28],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What are statistics parametric tests and where to apply them?<\/title>\n<meta name=\"description\" content=\"This article will help you understand statistics parametric tests, their most common types, and also where and when to 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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\/26638"}],"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=26638"}],"version-history":[{"count":3,"href":"https:\/\/mindthegraph.com\/blog\/sv_se\/wp-json\/wp\/v2\/posts\/26638\/revisions"}],"predecessor-version":[{"id":26658,"href":"https:\/\/mindthegraph.com\/blog\/sv_se\/wp-json\/wp\/v2\/posts\/26638\/revisions\/26658"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/sv_se\/wp-json\/wp\/v2\/media\/26646"}],"wp:attachment":[{"href":"https:\/\/mindthegraph.com\/blog\/sv_se\/wp-json\/wp\/v2\/media?parent=26638"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/sv_se\/wp-json\/wp\/v2\/categories?post=26638"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/sv_se\/wp-json\/wp\/v2\/tags?post=26638"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}