{"id":689,"date":"2023-07-29T02:11:57","date_gmt":"2023-07-29T02:11:57","guid":{"rendered":"https:\/\/statorials.org\/pt\/teorema-do-limite-central-excel\/"},"modified":"2023-07-29T02:11:57","modified_gmt":"2023-07-29T02:11:57","slug":"teorema-do-limite-central-excel","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/teorema-do-limite-central-excel\/","title":{"rendered":"Como aplicar o teorema do limite central no excel"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">O <a href=\"https:\/\/statorials.org\/pt\/teorema-do-limite-central\/\" target=\"_blank\" rel=\"noopener\">teorema do limite central<\/a> afirma que a distribui\u00e7\u00e3o amostral de uma m\u00e9dia amostral \u00e9 aproximadamente normal se o tamanho da amostra for grande o suficiente, <em>mesmo que a distribui\u00e7\u00e3o populacional n\u00e3o seja normal<\/em> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">O teorema do limite central tamb\u00e9m afirma que a distribui\u00e7\u00e3o amostral ter\u00e1 as seguintes propriedades:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1.<\/strong> A m\u00e9dia da distribui\u00e7\u00e3o amostral ser\u00e1 igual \u00e0 m\u00e9dia da distribui\u00e7\u00e3o populacional:<\/span><\/p>\n<p style=\"text-align: center;\"> <span style=\"color: #000000;\"><strong>x = \u00b5<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.<\/strong> O desvio padr\u00e3o da distribui\u00e7\u00e3o amostral ser\u00e1 igual ao desvio padr\u00e3o da popula\u00e7\u00e3o dividido pelo tamanho da amostra:<\/span><\/p>\n<p style=\"text-align: center;\"> <span style=\"color: #000000;\"><strong>s = \u03c3\/ <span style=\"text-decoration: overline;\">\u221an<\/span><\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Neste tutorial explicamos como aplicar o teorema do limite central no Excel a uma determinada distribui\u00e7\u00e3o.<\/span><\/p>\n<h2> <strong>Aplicando o Teorema do Limite Central no Excel<\/strong><\/h2>\n<p> <span style=\"color: #000000;\">Suponha que temos uma distribui\u00e7\u00e3o com m\u00e9dia <strong>8<\/strong> e desvio padr\u00e3o <strong>4<\/strong> . Podemos usar as seguintes f\u00f3rmulas no Excel para encontrar a m\u00e9dia e o desvio padr\u00e3o da distribui\u00e7\u00e3o amostral com um tamanho de amostra de <strong>15<\/strong> :<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-6637 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/centrallimexcel1.png\" alt=\"Exemplo de teorema do limite central no Excel\" width=\"537\" height=\"324\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">A m\u00e9dia da distribui\u00e7\u00e3o amostral \u00e9 simplesmente igual \u00e0 m\u00e9dia da distribui\u00e7\u00e3o populacional, que \u00e9 <strong>8<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">O desvio padr\u00e3o da distribui\u00e7\u00e3o amostral \u00e9 igual ao desvio padr\u00e3o da popula\u00e7\u00e3o dividido pelo tamanho da amostra, ou: 4 \/\u221a15 = <strong>1,0328<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Tamb\u00e9m podemos usar o teorema do limite central para responder quest\u00f5es sobre probabilidade. Por exemplo, se uma determinada popula\u00e7\u00e3o tem uma m\u00e9dia de <strong>8<\/strong> e um desvio padr\u00e3o de <strong>4<\/strong> , qual \u00e9 a probabilidade de que uma determinada amostra de tamanho <strong>15<\/strong> <b>&nbsp;<\/b> tem m\u00e9dia menor ou igual a <strong>7<\/strong> ?<\/span><\/p>\n<p> <span style=\"color: #000000;\">Para responder a esta pergunta, podemos usar a fun\u00e7\u00e3o <strong>NORM.DIST()<\/strong> no Excel, que utiliza a seguinte sintaxe:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>DIST.NORM(x, m\u00e9dia, desvio_padr\u00e3o, cumulativo)<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Ouro:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>x:<\/strong> amostra significa que voc\u00ea deseja testar<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>m\u00e9dia:<\/strong> m\u00e9dia esperada da distribui\u00e7\u00e3o amostral<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>standard_dev:<\/strong> desvio padr\u00e3o esperado da distribui\u00e7\u00e3o amostral<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>cumulativo:<\/strong> TRUE retorna o valor CDF normal; FALSE retorna o valor do PDF normal. No nosso caso, sempre usaremos TRUE.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Esta fun\u00e7\u00e3o retornar\u00e1 a probabilidade de que a m\u00e9dia da amostra seja menor ou igual a um determinado valor.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Aqui est\u00e1 a f\u00f3rmula que usar\u00edamos neste exemplo:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-6640 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/centrallimexcel2.png\" alt=\"Probabilidade do Teorema do Limite Central no Excel\" width=\"587\" height=\"301\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Isso nos diz que para uma popula\u00e7\u00e3o com m\u00e9dia <strong>8<\/strong> e desvio padr\u00e3o <strong>4<\/strong> , a probabilidade de que uma determinada amostra de tamanho <strong>15<\/strong> <b>&nbsp;<\/b> tem m\u00e9dia menor ou igual a <strong>7<\/strong> ou <strong>0,1665<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Tamb\u00e9m podemos encontrar a probabilidade de que um determinado tamanho de amostra tenha uma m\u00e9dia <em>maior<\/em> que um determinado n\u00famero simplesmente usando a f\u00f3rmula <strong>1 \u2013 NORM.DIST()<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Por exemplo, a f\u00f3rmula a seguir mostra como determinar a probabilidade de que um determinado tamanho de amostra de 15 tenha uma m\u00e9dia <em>superior a<\/em> 7:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-6641 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/centrallimexcel3.png\" alt=\"Teorema do Limite Central no Excel\" width=\"619\" height=\"312\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Finalmente, podemos encontrar a probabilidade de que um determinado tamanho de amostra tenha uma m\u00e9dia <em>entre<\/em> dois n\u00fameros usando a f\u00f3rmula <strong>NORM.DIST(n\u00famero maior) \u2013 NORM.DIST(n\u00famero menor)<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Por exemplo, a f\u00f3rmula a seguir mostra como encontrar a probabilidade de que um determinado tamanho de amostra de 15 tenha uma m\u00e9dia entre 7 e 9:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-6642 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/centrallimexcel4.png\" alt=\"Distribui\u00e7\u00e3o Amostragem com Teorema do Limite Central no Excel\" width=\"663\" height=\"293\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/pt\/calculadora-do-teorema-do-limite-central\/\" target=\"_blank\" rel=\"noopener\">Calculadora do Teorema do Limite Central<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/regra-pratica-do-excel\/\" target=\"_blank\" rel=\"noopener\">Como aplicar a regra pr\u00e1tica no Excel<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/curva-de-sino-excel\/\" target=\"_blank\" rel=\"noopener\">Como criar uma curva em forma de sino no Excel<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>O teorema do limite central afirma que a distribui\u00e7\u00e3o amostral de uma m\u00e9dia amostral \u00e9 aproximadamente normal se o tamanho da amostra for grande o suficiente, mesmo que a distribui\u00e7\u00e3o populacional n\u00e3o seja normal . O teorema do limite central tamb\u00e9m afirma que a distribui\u00e7\u00e3o amostral ter\u00e1 as seguintes propriedades: 1. A m\u00e9dia da distribui\u00e7\u00e3o [&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-689","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>Como Aplicar o Teorema do Limite Central no Excel \u2013 Statorials<\/title>\n<meta name=\"description\" content=\"Aqui est\u00e3o v\u00e1rios exemplos que ilustram como aplicar o teorema do limite central no Excel.\" \/>\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\/teorema-do-limite-central-excel\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como Aplicar o Teorema do Limite Central no Excel \u2013 Statorials\" \/>\n<meta property=\"og:description\" content=\"Aqui est\u00e3o v\u00e1rios exemplos que ilustram como aplicar o teorema do limite central no Excel.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/teorema-do-limite-central-excel\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-29T02:11:57+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/centrallimexcel1.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=\"3 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pt\/teorema-do-limite-central-excel\/\",\"url\":\"https:\/\/statorials.org\/pt\/teorema-do-limite-central-excel\/\",\"name\":\"Como Aplicar o Teorema do Limite Central no Excel \u2013 Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-29T02:11:57+00:00\",\"dateModified\":\"2023-07-29T02:11:57+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Aqui est\u00e3o v\u00e1rios exemplos que ilustram como aplicar o teorema do limite central no Excel.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/teorema-do-limite-central-excel\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/teorema-do-limite-central-excel\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/teorema-do-limite-central-excel\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como aplicar o teorema do limite central no excel\"}]},{\"@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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