{"id":1303,"date":"2023-07-26T22:57:59","date_gmt":"2023-07-26T22:57:59","guid":{"rendered":"https:\/\/statorials.org\/pt\/aproximacao-de-satterthwaite\/"},"modified":"2023-07-26T22:57:59","modified_gmt":"2023-07-26T22:57:59","slug":"aproximacao-de-satterthwaite","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/aproximacao-de-satterthwaite\/","title":{"rendered":"A aproxima\u00e7\u00e3o de satterthwaite: defini\u00e7\u00e3o e exemplo"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">A <strong>aproxima\u00e7\u00e3o de Satterthwaite<\/strong> \u00e9 uma f\u00f3rmula usada para encontrar os &#8220;graus de liberdade efetivos&#8221; em um teste t de duas amostras.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00c9 usado com mais frequ\u00eancia <a href=\"https:\/\/statorials.org\/pt\/teste-t-de-welch\/\" target=\"_blank\" rel=\"noopener\">no teste t de Welch<\/a> , que compara as m\u00e9dias de duas amostras independentes sem assumir que as popula\u00e7\u00f5es das quais as <a href=\"https:\/\/statorials.org\/pt\/populacao-vs.-amostra\/\" target=\"_blank\" rel=\"noopener\">amostras<\/a> s\u00e3o extra\u00eddas t\u00eam vari\u00e2ncias iguais.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A f\u00f3rmula para a aproxima\u00e7\u00e3o de Satterthwaite \u00e9 a seguinte:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #000000;\">Degrees of freedom:<\/span> <span style=\"color: #000000;\">(s <sub>1<\/sub> <sup>2<\/sup> \/n <sub>1<\/sub> + s <sub>2<\/sub> <sup>2<\/sup> \/n <sub>2<\/sub> ) <sup>2<\/sup> \/ {[(s <sub>1<\/sub> <sup>2<\/sup> \/n <sub>1<\/sub> ) <sup>2<\/sup> \/(n <sub>1<\/sub> \u2013 1)] + [(s <sub>2<\/sub> <sup>2<\/sup> \/n <sub>2<\/sub> ) <sup>2<\/sup> \/(n <sub>2<\/sub> \u2013 1)]}<\/span>\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Ouro:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>s <sub>1<\/sub> <sup>2<\/sup> , s <sub>2<\/sub> <sup>2<\/sup> :<\/strong> A vari\u00e2ncia amostral da primeira e segunda amostras, respectivamente.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong><sub>n1<\/sub> , <sub>n2<\/sub> :<\/strong> O tamanho da amostra da primeira e da segunda amostras, respectivamente.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">O exemplo a seguir mostra como usar a aproxima\u00e7\u00e3o de Satterthwaite para calcular os graus de liberdade efetivos.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo: C\u00e1lculo da aproxima\u00e7\u00e3o de Satterthwaite<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Suponha que queiramos saber se a altura m\u00e9dia de duas esp\u00e9cies de plantas diferentes \u00e9 igual. Ent\u00e3o iremos coletar duas amostras aleat\u00f3rias simples de cada esp\u00e9cie e medir a altura das plantas em cada amostra.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Os seguintes valores indicam a altura (em polegadas) de cada amostra:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Amostra 1:<\/strong> 14, 15, 15, 15, 16, 18, 22, 23, 24, 25, 25<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Amostra 2:<\/strong> 10, 12, 14, 15, 18, 22, 24, 27, 31, 33, 34, 34, 34<\/span><\/p>\n<p> <span style=\"color: #000000;\">As m\u00e9dias, vari\u00e2ncias e tamanhos de amostra s\u00e3o:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong><span style=\"border-top: 1px solid black;\">x1<\/span> <sub>=<\/sub><\/strong> 19,27<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong><span style=\"border-top: 1px solid black;\">x2<\/span> <sub>=<\/sub><\/strong> 23,69<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>s <sub>1<\/sub> <sup>2<\/sup><\/strong> = 20,42<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>s <sub>2<\/sub> <sup>2<\/sup><\/strong> = 83,23<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>n1<\/strong> <sub><strong>=<\/strong><\/sub> 11<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>n2<\/strong> = <sub><strong>13<\/strong><\/sub><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Em seguida, podemos inserir os valores das vari\u00e2ncias e tamanhos de amostra na f\u00f3rmula de aproxima\u00e7\u00e3o de Satterthwaite para encontrar os graus de liberdade efetivos:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #000000;\">df = (s <sub>1<\/sub> <sup>2<\/sup> \/n <sub>1<\/sub> + s <sub>2<\/sub> <sup>2<\/sup> \/n <sub>2<\/sub> ) <sup>2<\/sup> \/ {[(s <sub>1<\/sub> <sup>2<\/sup> \/n <sub>1<\/sub> ) <sup>2<\/sup> \/(n <sub>1<\/sub> \u2013 1)] + [(s <sub>2<\/sub> <sup>2<\/sup> \/n <sub>2<\/sub> ) <sup>2<\/sup> \/ (n <sub>2<\/sub> \u2013 1)]} \n\ndf = (20.42\/11 + 83.23\/13) <sup>2<\/sup> \/{[(20.42\/11) <sup>2<\/sup> \/(11 \u2013 1)] + [(83.23\/13) <sup>2<\/sup> \/(13 \u2013 1)]} = 18.137<\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Os graus de liberdade efetivos s\u00e3o <strong>18.137<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Normalmente, arredondamos esse valor para o n\u00famero inteiro mais pr\u00f3ximo, de modo que os graus de liberdade que usar\u00edamos em nosso teste t de Welch seriam <strong>18<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Finalmente, encontraremos o valor cr\u00edtico <em>t<\/em> na tabela de distribui\u00e7\u00e3o t que corresponde a um teste bicaudal com alfa = 0,05 para 18 graus de liberdade:<\/span> <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/t_dist.png\" alt=\"Tabela de distribui\u00e7\u00e3o T\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">O valor cr\u00edtico t \u00e9 <strong>2,101<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Calcular\u00edamos ent\u00e3o nossa estat\u00edstica de teste da seguinte forma:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Estat\u00edstica de teste:<\/strong> ( <span style=\"border-top: 1px solid black;\">x <sub>1<\/sub><\/span> \u2013 <span style=\"border-top: 1px solid black;\">x <sub>2<\/sub><\/span> ) \/ (\u221a <span style=\"border-top: 1px solid black;\">s <sub>1<\/sub> <sup>2<\/sup> \/n <sub>1<\/sub> + s <sub>2<\/sub> <sup>2<\/sup> \/n <sub>2<\/sub><\/span> )<\/span><\/p>\n<p> <span style=\"color: #000000;\">Estat\u00edstica de teste: (19,27 \u2013 23,69) \/ (\u221a <span style=\"border-top: 1px solid black;\">20,42\/11 + 83,23\/13<\/span> ) = -4,42 \/ 2,873 = <strong>-1,538<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Como o valor absoluto da nossa estat\u00edstica de teste (1,538) n\u00e3o \u00e9 maior que o valor cr\u00edtico t, n\u00e3o conseguimos rejeitar a hip\u00f3tese nula do teste.<\/span><\/p>\n<p> <span style=\"color: #000000;\">N\u00e3o h\u00e1 evid\u00eancias suficientes para afirmar que as m\u00e9dias das duas popula\u00e7\u00f5es sejam significativamente diferentes.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>A aproxima\u00e7\u00e3o de Satterthwaite na pr\u00e1tica<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Na pr\u00e1tica, raramente ser\u00e1 necess\u00e1rio calcular manualmente a aproxima\u00e7\u00e3o de Satterthwaite.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Em vez disso, softwares estat\u00edsticos comuns como R, Python, Excel, SAS e Stata podem usar a aproxima\u00e7\u00e3o de Satterthwaite para calcular automaticamente os graus de liberdade efetivos para voc\u00ea.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/pt\/teste-de-hipotese-1\/\" target=\"_blank\" rel=\"noopener\">Introdu\u00e7\u00e3o ao teste de hip\u00f3teses<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/teste-suas-duas-amostras\/\" target=\"_blank\" rel=\"noopener\">Uma introdu\u00e7\u00e3o ao teste t de duas amostras<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/teste-t-de-welch\/\" target=\"_blank\" rel=\"noopener\">Uma introdu\u00e7\u00e3o ao teste t de Welch<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A aproxima\u00e7\u00e3o de Satterthwaite \u00e9 uma f\u00f3rmula usada para encontrar os &#8220;graus de liberdade efetivos&#8221; em um teste t de duas amostras. \u00c9 usado com mais frequ\u00eancia no teste t de Welch , que compara as m\u00e9dias de duas amostras independentes sem assumir que as popula\u00e7\u00f5es das quais as amostras s\u00e3o extra\u00eddas t\u00eam vari\u00e2ncias iguais. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-1303","post","type-post","status-publish","format-standard","hentry","category-guia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>A aproxima\u00e7\u00e3o de Satterthwaite: defini\u00e7\u00e3o e exemplo<\/title>\n<meta name=\"description\" content=\"Este tutorial fornece uma explica\u00e7\u00e3o da aproxima\u00e7\u00e3o de Satterthwaite, incluindo uma f\u00f3rmula e um exemplo.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/pt\/aproximacao-de-satterthwaite\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A aproxima\u00e7\u00e3o de Satterthwaite: defini\u00e7\u00e3o e exemplo\" \/>\n<meta property=\"og:description\" content=\"Este tutorial fornece uma explica\u00e7\u00e3o da aproxima\u00e7\u00e3o de Satterthwaite, incluindo uma f\u00f3rmula e um exemplo.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/aproximacao-de-satterthwaite\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-26T22:57:59+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/t_dist.png\" \/>\n<meta name=\"author\" content=\"Dr. benjamim anderson\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dr. benjamim anderson\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tempo estimado de leitura\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pt\/aproximacao-de-satterthwaite\/\",\"url\":\"https:\/\/statorials.org\/pt\/aproximacao-de-satterthwaite\/\",\"name\":\"A aproxima\u00e7\u00e3o de Satterthwaite: defini\u00e7\u00e3o e exemplo\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-26T22:57:59+00:00\",\"dateModified\":\"2023-07-26T22:57:59+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial fornece uma explica\u00e7\u00e3o da aproxima\u00e7\u00e3o de Satterthwaite, incluindo uma f\u00f3rmula e um exemplo.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/aproximacao-de-satterthwaite\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/aproximacao-de-satterthwaite\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/aproximacao-de-satterthwaite\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"A aproxima\u00e7\u00e3o de satterthwaite: defini\u00e7\u00e3o e exemplo\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/pt\/#website\",\"url\":\"https:\/\/statorials.org\/pt\/\",\"name\":\"Statorials\",\"description\":\"O seu guia para a literacia estat\u00edstica!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/pt\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"pt-PT\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\",\"name\":\"Dr. benjamim anderson\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/pt\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/pt\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"Dr. benjamim anderson\"},\"description\":\"Ol\u00e1, sou Benjamin, um professor aposentado de estat\u00edstica que se tornou professor dedicado na Statorials. 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