{"id":1988,"date":"2023-07-24T04:38:09","date_gmt":"2023-07-24T04:38:09","guid":{"rendered":"https:\/\/statorials.org\/pt\/estimativa-pontual-excel\/"},"modified":"2023-07-24T04:38:09","modified_gmt":"2023-07-24T04:38:09","slug":"estimativa-pontual-excel","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/estimativa-pontual-excel\/","title":{"rendered":"Como calcular estimativas pontuais no excel (com exemplos)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Uma <a href=\"https:\/\/statorials.org\/pt\/estimativa-pontual-1\/\" target=\"_blank\" rel=\"noopener\">estimativa pontual<\/a> representa um n\u00famero que calculamos a partir de dados amostrais para estimar um par\u00e2metro populacional. Esta \u00e9 a nossa melhor estimativa poss\u00edvel de qual pode ser o verdadeiro par\u00e2metro populacional.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A tabela a seguir mostra a estimativa pontual que usamos para estimar os par\u00e2metros populacionais:<\/span><\/p>\n<table>\n<tbody>\n<tr>\n<th style=\"text-align: left;\"> <span style=\"color: #000000;\"><strong>A medida<\/strong><\/span><\/th>\n<th> <span style=\"color: #000000;\"><strong>Par\u00e2metro populacional<\/strong><\/span><\/th>\n<th> <span style=\"color: #000000;\"><strong>Ponto estimado<\/strong><\/span><\/th>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\"> <span style=\"color: #000000;\">Significar<\/span><\/td>\n<td style=\"text-align: left;\"> <span style=\"color: #000000;\">\u03bc (m\u00e9dia da popula\u00e7\u00e3o)<\/span><\/td>\n<td style=\"text-align: left;\"> <span style=\"color: #000000;\"><span style=\"text-decoration: overline;\">x<\/span> (m\u00e9dia amostral)<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\"> <span style=\"color: #000000;\">Propor\u00e7\u00e3o<\/span><\/td>\n<td style=\"text-align: left;\"> <span style=\"color: #000000;\">\u03c0 (propor\u00e7\u00e3o da popula\u00e7\u00e3o)<\/span><\/td>\n<td style=\"text-align: left;\"> <span style=\"color: #000000;\">p (propor\u00e7\u00e3o da amostra)<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p> <span style=\"color: #000000;\">Embora uma estimativa pontual represente a nossa melhor estimativa de um par\u00e2metro populacional, n\u00e3o \u00e9 garantido que corresponda exatamente ao verdadeiro par\u00e2metro populacional.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Por esta raz\u00e3o, tamb\u00e9m calculamos frequentemente intervalos de confian\u00e7a, ou seja, intervalos que provavelmente conter\u00e3o um par\u00e2metro populacional com um certo n\u00edvel de confian\u00e7a.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Os exemplos a seguir demonstram como calcular estimativas pontuais e intervalos de confian\u00e7a no Excel.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 1: Estimativa pontual de uma m\u00e9dia populacional<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Suponha que queiramos calcular o peso m\u00e9dio de uma popula\u00e7\u00e3o de tartarugas. Para fazer isso, coletamos uma amostra aleat\u00f3ria de 20 tartarugas:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-18738 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/point1.png\" alt=\"\" width=\"477\" height=\"434\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Nossa <strong>estimativa pontual<\/strong> da m\u00e9dia populacional \u00e9 simplesmente a m\u00e9dia amostral, que resulta em <strong>300,3<\/strong> livros:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-18739 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/point2.png\" alt=\"\" width=\"473\" height=\"435\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Podemos ent\u00e3o usar a seguinte f\u00f3rmula para calcular um intervalo de confian\u00e7a de 95% para a m\u00e9dia populacional:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-18740\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/point3.png\" alt=\"estimativa pontual e intervalo de confian\u00e7a no Excel\" width=\"669\" height=\"474\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Estamos 95% confiantes de que o verdadeiro peso m\u00e9dio das tartarugas nesta popula\u00e7\u00e3o est\u00e1 dentro da faixa <strong>[296,96, 303,64]<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Podemos confirmar esses resultados usando a <a href=\"https:\/\/statorials.org\/pt\/calculadora-de-intervalo-de-confianca-medio\/\" target=\"_blank\" rel=\"noopener\">calculadora de intervalo de confian\u00e7a<\/a> .<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 2: Estimativa pontual de uma propor\u00e7\u00e3o populacional<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Suponha que queiramos calcular a propor\u00e7\u00e3o de tartarugas em uma popula\u00e7\u00e3o que apresentam manchas no casco. Para fazer isso, coletamos uma amostra aleat\u00f3ria de 20 tartarugas e descobrimos que 13 delas t\u00eam pintas.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Nossa <strong>estimativa pontual<\/strong> para a propor\u00e7\u00e3o de tartarugas com manchas \u00e9 de <strong>0,65<\/strong> :<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-18741 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/point4.png\" alt=\"\" width=\"559\" height=\"430\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Podemos ent\u00e3o usar a seguinte f\u00f3rmula para calcular um intervalo de confian\u00e7a de 95% para a propor\u00e7\u00e3o da popula\u00e7\u00e3o:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-18744 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/point5.png\" alt=\"\" width=\"677\" height=\"336\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Temos 95% de certeza de que a verdadeira propor\u00e7\u00e3o de tartarugas nesta popula\u00e7\u00e3o que apresentam manchas est\u00e1 na faixa <strong>[0,44, 0,86]<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Podemos confirmar esses resultados usando o <a href=\"https:\/\/statorials.org\/pt\/calculadora-de-proporcao-de-intervalo-de-confianca\/\" target=\"_blank\" rel=\"noopener\">intervalo de confian\u00e7a da calculadora de propor\u00e7\u00e3o<\/a> .<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/pt\/intervalos-de-confianca-excel\/\" target=\"_blank\" rel=\"noopener\">Como calcular intervalos de confian\u00e7a no Excel<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/intervalo-de-previsao-do-excel\/\" target=\"_blank\" rel=\"noopener\">Como calcular um intervalo de previs\u00e3o no Excel<\/a><br \/> Como calcular margem de erro no Excel<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Uma estimativa pontual representa um n\u00famero que calculamos a partir de dados amostrais para estimar um par\u00e2metro populacional. Esta \u00e9 a nossa melhor estimativa poss\u00edvel de qual pode ser o verdadeiro par\u00e2metro populacional. A tabela a seguir mostra a estimativa pontual que usamos para estimar os par\u00e2metros populacionais: A medida Par\u00e2metro populacional Ponto estimado Significar [&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-1988","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 calcular estimativas pontuais no Excel (com exemplos) - Estatologia<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como calcular estimativas pontuais no Excel, com v\u00e1rios exemplos.\" \/>\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\/estimativa-pontual-excel\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como calcular estimativas pontuais no Excel (com exemplos) - Estatologia\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como calcular estimativas pontuais no Excel, com v\u00e1rios exemplos.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/estimativa-pontual-excel\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-24T04:38:09+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/point1.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\/estimativa-pontual-excel\/\",\"url\":\"https:\/\/statorials.org\/pt\/estimativa-pontual-excel\/\",\"name\":\"Como calcular estimativas pontuais no Excel (com exemplos) - Estatologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-24T04:38:09+00:00\",\"dateModified\":\"2023-07-24T04:38:09+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como calcular estimativas pontuais no Excel, com v\u00e1rios exemplos.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/estimativa-pontual-excel\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/estimativa-pontual-excel\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/estimativa-pontual-excel\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como calcular estimativas pontuais no excel (com exemplos)\"}]},{\"@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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