{"id":1624,"date":"2023-07-25T14:58:26","date_gmt":"2023-07-25T14:58:26","guid":{"rendered":"https:\/\/statorials.org\/pt\/erro-de-proporcao-padrao\/"},"modified":"2023-07-25T14:58:26","modified_gmt":"2023-07-25T14:58:26","slug":"erro-de-proporcao-padrao","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/erro-de-proporcao-padrao\/","title":{"rendered":"Erro padr\u00e3o de propor\u00e7\u00e3o: f\u00f3rmula e exemplo"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Muitas vezes nas estat\u00edsticas procuramos estimar a propor\u00e7\u00e3o de indiv\u00edduos numa <a href=\"https:\/\/statorials.org\/pt\/populacao-vs.-amostra\/\" target=\"_blank\" rel=\"noopener\">popula\u00e7\u00e3o<\/a> com uma determinada caracter\u00edstica.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Por exemplo, podemos querer estimar a propor\u00e7\u00e3o de residentes numa determinada cidade que apoiam uma nova lei.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Em vez de perguntar a cada residente se apoiam a lei, recolher\u00edamos uma <a href=\"https:\/\/statorials.org\/pt\/metodos-de-amostragem\/\" target=\"_blank\" rel=\"noopener\">amostra aleat\u00f3ria simples<\/a> e descobrir\u00edamos quantos residentes na amostra apoiam a lei.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Calcular\u00edamos ent\u00e3o a <strong>propor\u00e7\u00e3o da amostra (p\u0302)<\/strong> da seguinte forma:<\/span><\/p>\n<blockquote>\n<p> <span style=\"color: #000000;\"><strong>Exemplo de f\u00f3rmula de propor\u00e7\u00e3o:<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>p\u0302 = x\/n<\/strong><\/span><\/p>\n<\/blockquote>\n<p> <span style=\"color: #000000;\">Ouro:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>x:<\/strong> Quantidade de indiv\u00edduos da amostra com determinada caracter\u00edstica.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>n:<\/strong> O n\u00famero total de indiv\u00edduos da amostra.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Usar\u00edamos ent\u00e3o essa propor\u00e7\u00e3o da amostra para <em>estimar<\/em> a propor\u00e7\u00e3o da popula\u00e7\u00e3o. Por exemplo, se 47 dos 300 residentes da amostra apoiassem a nova lei, a propor\u00e7\u00e3o da amostra seria calculada da seguinte forma: 47\/300 = <strong>0,157<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Isto significa que a nossa melhor estimativa da propor\u00e7\u00e3o de residentes na popula\u00e7\u00e3o que apoiam a lei seria de <strong>0,157<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">No entanto, n\u00e3o h\u00e1 garantia de que esta estimativa corresponda exactamente \u00e0 verdadeira propor\u00e7\u00e3o da popula\u00e7\u00e3o, pelo que normalmente tamb\u00e9m calculamos o <strong>erro padr\u00e3o da propor\u00e7\u00e3o<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Isso \u00e9 calculado da seguinte forma:<\/span><\/p>\n<blockquote>\n<p> <span style=\"color: #000000;\"><strong>Erro padr\u00e3o da f\u00f3rmula de propor\u00e7\u00e3o:<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Erro padr\u00e3o = \u221a <span style=\"text-decoration: overline;\">p\u0302(1-p\u0302) \/ n<\/span><\/strong><\/span><\/p>\n<\/blockquote>\n<p> <span style=\"color: #000000;\">Por exemplo, se p\u0302 = 0,157 en = 300, ent\u00e3o calcular\u00edamos o erro padr\u00e3o da propor\u00e7\u00e3o da seguinte forma:<\/span><\/p>\n<p> <span style=\"color: #000000;\">Erro padr\u00e3o de propor\u00e7\u00e3o = \u221a <span style=\"text-decoration: overline;\">0,157(1-0,157) \/ 300<\/span> = <strong>0,021<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Normalmente usamos esse erro padr\u00e3o para calcular um intervalo de confian\u00e7a para a verdadeira propor\u00e7\u00e3o de residentes que apoiam a lei.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Isso \u00e9 calculado da seguinte forma:<\/span><\/p>\n<blockquote>\n<p> <strong><span style=\"color: #000000;\">Intervalo de confian\u00e7a para uma f\u00f3rmula de propor\u00e7\u00e3o populacional:<\/span><\/strong><\/p>\n<p> <span style=\"color: #000000;\"><strong>Intervalo de confian\u00e7a = p\u0302<\/strong> <strong>+\/- z*\u221a <span style=\"text-decoration: overline;\">p\u0302(1-p\u0302) \/ n<\/span><\/strong><\/span><\/p>\n<\/blockquote>\n<p> <span style=\"color: #000000;\">Olhando para esta f\u00f3rmula, \u00e9 f\u00e1cil perceber que <strong>quanto maior o erro padr\u00e3o da propor\u00e7\u00e3o, maior ser\u00e1 o intervalo de confian\u00e7a<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Observe que <strong>z<\/strong> na f\u00f3rmula \u00e9 o valor z que corresponde \u00e0s escolhas de n\u00edvel de confian\u00e7a mais comuns:<\/span><\/p>\n<table>\n<tbody>\n<tr>\n<th style=\"text-align: center;\"> <span style=\"color: #000000;\"><strong>Um n\u00edvel de confian\u00e7a<\/strong><\/span><\/th>\n<th style=\"text-align: center;\"> <span style=\"color: #000000;\"><strong>valor z<\/strong><\/span><\/th>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\"> <span style=\"color: #000000;\">0,90<\/span><\/td>\n<td style=\"text-align: center;\"> <span style=\"color: #000000;\">1.645<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\"> <span style=\"color: #000000;\">0,95<\/span><\/td>\n<td style=\"text-align: center;\"> <span style=\"color: #000000;\">1,96<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\"> <span style=\"color: #000000;\">0,99<\/span><\/td>\n<td style=\"text-align: center;\"> <span style=\"color: #000000;\">2,58<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p> <span style=\"color: #000000;\">Por exemplo, veja como calcular um intervalo de confian\u00e7a de 95% para a verdadeira propor\u00e7\u00e3o de residentes da cidade que apoiam a nova lei:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">IC 95% = p\u0302 +\/- z*\u221a <span style=\"text-decoration: overline;\">p\u0302(1-p\u0302) \/ n<\/span><\/span><\/li>\n<li> <span style=\"color: #000000;\">IC 95% = 0,157 +\/- 1,96*\u221a <span style=\"text-decoration: overline;\">0,157(1-0,157) \/ 300<\/span><\/span><\/li>\n<li> <span style=\"color: #000000;\">IC 95% = 0,157 +\/- 1,96*(0,021)<\/span><\/li>\n<li> <span style=\"color: #000000;\">IC 95% = [0,10884, 0,19816]<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Assim, dir\u00edamos com 95% de confian\u00e7a que a verdadeira propor\u00e7\u00e3o de residentes da cidade que apoiam a nova lei est\u00e1 entre 10.884% e 19.816%.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/pt\/erro-padrao-da-calculadora-de-proporcao\/\" target=\"_blank\" rel=\"noopener\">Erro padr\u00e3o da calculadora de propor\u00e7\u00e3o<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/calculadora-de-proporcao-de-intervalo-de-confianca\/\" target=\"_blank\" rel=\"noopener\">Intervalo de confian\u00e7a para calculadora de propor\u00e7\u00e3o<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/proporcao-da-populacao\/\" target=\"_blank\" rel=\"noopener\">O que \u00e9 uma propor\u00e7\u00e3o populacional?<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Muitas vezes nas estat\u00edsticas procuramos estimar a propor\u00e7\u00e3o de indiv\u00edduos numa popula\u00e7\u00e3o com uma determinada caracter\u00edstica. Por exemplo, podemos querer estimar a propor\u00e7\u00e3o de residentes numa determinada cidade que apoiam uma nova lei. Em vez de perguntar a cada residente se apoiam a lei, recolher\u00edamos uma amostra aleat\u00f3ria simples e descobrir\u00edamos quantos residentes na amostra [&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-1624","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>Erro padr\u00e3o de propor\u00e7\u00e3o: f\u00f3rmula e exemplo<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como calcular o erro padr\u00e3o de propor\u00e7\u00e3o, com um exemplo passo a passo.\" \/>\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\/erro-de-proporcao-padrao\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Erro padr\u00e3o de propor\u00e7\u00e3o: f\u00f3rmula e exemplo\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como calcular o erro padr\u00e3o de propor\u00e7\u00e3o, com um exemplo passo a passo.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/erro-de-proporcao-padrao\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-25T14:58:26+00:00\" \/>\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\/erro-de-proporcao-padrao\/\",\"url\":\"https:\/\/statorials.org\/pt\/erro-de-proporcao-padrao\/\",\"name\":\"Erro padr\u00e3o de propor\u00e7\u00e3o: f\u00f3rmula e exemplo\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-25T14:58:26+00:00\",\"dateModified\":\"2023-07-25T14:58:26+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como calcular o erro padr\u00e3o de propor\u00e7\u00e3o, com um exemplo passo a passo.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/erro-de-proporcao-padrao\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/erro-de-proporcao-padrao\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/erro-de-proporcao-padrao\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Erro padr\u00e3o de propor\u00e7\u00e3o: f\u00f3rmula 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. Com vasta experi\u00eancia e conhecimento na \u00e1rea de estat\u00edstica, estou empenhado em compartilhar meu conhecimento para capacitar os alunos por meio de Statorials. Saber mais\",\"sameAs\":[\"https:\/\/statorials.org\/pt\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Erro padr\u00e3o de propor\u00e7\u00e3o: f\u00f3rmula e exemplo","description":"Este tutorial explica como calcular o erro padr\u00e3o de propor\u00e7\u00e3o, com um exemplo passo a passo.","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:\/\/statorials.org\/pt\/erro-de-proporcao-padrao\/","og_locale":"pt_PT","og_type":"article","og_title":"Erro padr\u00e3o de propor\u00e7\u00e3o: f\u00f3rmula e exemplo","og_description":"Este tutorial explica como calcular o erro padr\u00e3o de propor\u00e7\u00e3o, com um exemplo passo a passo.","og_url":"https:\/\/statorials.org\/pt\/erro-de-proporcao-padrao\/","og_site_name":"Statorials","article_published_time":"2023-07-25T14:58:26+00:00","author":"Dr. benjamim anderson","twitter_card":"summary_large_image","twitter_misc":{"Escrito por":"Dr. benjamim anderson","Tempo estimado de leitura":"2 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/pt\/erro-de-proporcao-padrao\/","url":"https:\/\/statorials.org\/pt\/erro-de-proporcao-padrao\/","name":"Erro padr\u00e3o de propor\u00e7\u00e3o: f\u00f3rmula e exemplo","isPartOf":{"@id":"https:\/\/statorials.org\/pt\/#website"},"datePublished":"2023-07-25T14:58:26+00:00","dateModified":"2023-07-25T14:58:26+00:00","author":{"@id":"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666"},"description":"Este tutorial explica como calcular o erro padr\u00e3o de propor\u00e7\u00e3o, com um exemplo passo a passo.","breadcrumb":{"@id":"https:\/\/statorials.org\/pt\/erro-de-proporcao-padrao\/#breadcrumb"},"inLanguage":"pt-PT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/pt\/erro-de-proporcao-padrao\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/pt\/erro-de-proporcao-padrao\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Lar","item":"https:\/\/statorials.org\/pt\/"},{"@type":"ListItem","position":2,"name":"Erro padr\u00e3o de propor\u00e7\u00e3o: f\u00f3rmula 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. Com vasta experi\u00eancia e conhecimento na \u00e1rea de estat\u00edstica, estou empenhado em compartilhar meu conhecimento para capacitar os alunos por meio de Statorials. Saber mais","sameAs":["https:\/\/statorials.org\/pt"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts\/1624","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/comments?post=1624"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts\/1624\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/media?parent=1624"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/categories?post=1624"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/tags?post=1624"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}