{"id":279,"date":"2023-08-03T04:39:03","date_gmt":"2023-08-03T04:39:03","guid":{"rendered":"https:\/\/statorials.org\/pt\/distribuicao-amostral-da-diferenca-de-proporcoes\/"},"modified":"2023-08-03T04:39:03","modified_gmt":"2023-08-03T04:39:03","slug":"distribuicao-amostral-da-diferenca-de-proporcoes","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/distribuicao-amostral-da-diferenca-de-proporcoes\/","title":{"rendered":"Distribui\u00e7\u00e3o amostral de diferen\u00e7a em propor\u00e7\u00f5es"},"content":{"rendered":"<p>Este artigo explica qual \u00e9 a diferen\u00e7a na distribui\u00e7\u00e3o amostral proporcional e para que ela \u00e9 usada nas estat\u00edsticas. A f\u00f3rmula de distribui\u00e7\u00e3o amostral por diferen\u00e7a de propor\u00e7\u00f5es e um exerc\u00edcio resolvido passo a passo tamb\u00e9m s\u00e3o apresentados. <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%c2%bfque-es-la-distribucion-muestral-de-la-diferencia-de-proporciones\"><\/span> Qual \u00e9 a distribui\u00e7\u00e3o amostral da diferen\u00e7a de propor\u00e7\u00f5es?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> A <strong>diferen\u00e7a na distribui\u00e7\u00e3o amostral de propor\u00e7\u00f5es<\/strong> \u00e9 a distribui\u00e7\u00e3o que resulta do c\u00e1lculo das diferen\u00e7as entre as propor\u00e7\u00f5es amostrais de todas as amostras poss\u00edveis de duas popula\u00e7\u00f5es diferentes.<\/p>\n<p> Ou seja, o processo de obten\u00e7\u00e3o da distribui\u00e7\u00e3o amostral da diferen\u00e7a de propor\u00e7\u00f5es consiste, em primeiro lugar, em extrair todas as amostras poss\u00edveis de duas popula\u00e7\u00f5es diferentes, em segundo lugar, em determinar a propor\u00e7\u00e3o de cada amostra extra\u00edda e, por fim, em determinar a diferen\u00e7a entre todas as propor\u00e7\u00f5es da diferen\u00e7a de propor\u00e7\u00f5es. duas popula\u00e7\u00f5es. Para que o conjunto de resultados obtidos ap\u00f3s a realiza\u00e7\u00e3o dessas opera\u00e7\u00f5es forme a distribui\u00e7\u00e3o amostral da diferen\u00e7a de propor\u00e7\u00f5es. <\/p>\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/repartition-de-lechantillon-de-la-difference-de-proportions.png\" alt=\"distribui\u00e7\u00e3o amostral de diferen\u00e7a em propor\u00e7\u00f5es\" class=\"wp-image-5964\" width=\"566\" height=\"259\" srcset=\"\" sizes=\"auto, \"><\/figure>\n<p> Nas estat\u00edsticas, a diferen\u00e7a na distribui\u00e7\u00e3o amostral de propor\u00e7\u00f5es \u00e9 usada para calcular a probabilidade de que a diferen\u00e7a entre as <a href=\"https:\/\/statorials.org\/pt\/proporcao-da-amostra\/\">propor\u00e7\u00f5es amostrais<\/a> de duas amostras selecionadas aleatoriamente esteja pr\u00f3xima da diferen\u00e7a nas propor\u00e7\u00f5es populacionais. <\/p>\n<div style=\"background-color:#FFFDE7; padding-top: 10px; padding-bottom: 10px; padding-right: 20px; padding-left: 30px; border: 2.5px dashed #FFB74D; border-radius:20px;\"> <span style=\"color:#ff951b\">\u27a4<\/span> <strong>Veja:<\/strong> <a href=\"https:\/\/statorials.org\/pt\/distribuicao-de-proporcao-amostral\/\">Aloca\u00e7\u00e3o de Amostragem Proporcional<\/a> <\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"formula-de-la-distribucion-muestral-de-la-diferencia-de-proporciones\"><\/span> F\u00f3rmula para distribui\u00e7\u00e3o amostral de diferen\u00e7a de propor\u00e7\u00f5es<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> As amostras selecionadas para a distribui\u00e7\u00e3o amostral por diferen\u00e7a de propor\u00e7\u00f5es s\u00e3o definidas por <a href=\"https:\/\/statorials.org\/pt\/distribuicao-binomial-1\/\">distribui\u00e7\u00f5es binomiais<\/a> , pois para fins pr\u00e1ticos, uma propor\u00e7\u00e3o \u00e9 uma raz\u00e3o entre casos de sucesso e o n\u00famero total de observa\u00e7\u00f5es.<\/p>\n<p> No entanto, devido ao teorema do limite central, as distribui\u00e7\u00f5es binomiais podem ser aproximadas \u00e0s <a href=\"https:\/\/statorials.org\/pt\/distribuicao-normal\/\">distribui\u00e7\u00f5es normais de probabilidade<\/a> . Portanto, a distribui\u00e7\u00e3o amostral da diferen\u00e7a de propor\u00e7\u00f5es pode ser aproximada a uma distribui\u00e7\u00e3o normal com as seguintes caracter\u00edsticas:<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-a1ce359b5dd6d80f8d27b0b9a1034bed_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\begin{array}{c}\\displaystyle\\mu_{\\widehat{p_1}-\\widehat{p_2}}=p_1-p_2 \\qquad \\sigma_{\\widehat{p_1}-\\widehat{p_2}}=\\sqrt{\\frac{p_1q_1}{n_1}+\\frac{p_2q_2}{n_2}}\\\\[6ex]\\displaystyle N_{p}\\left(p_1-p_2, \\sqrt{\\frac{p_1q_1}{n_1}+\\frac{p_2q_2}{n_2}}\\right) \\end{array}\" title=\"Rendered by QuickLaTeX.com\" height=\"122\" width=\"348\" style=\"vertical-align: 0px;\"><\/p>\n<\/p>\n<p> <strong>Nota:<\/strong> A distribui\u00e7\u00e3o amostral da diferen\u00e7a de propor\u00e7\u00f5es s\u00f3 pode ser aproximada de uma distribui\u00e7\u00e3o normal se<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-6a7ebccb76a4ee9bbf44bb0f41ffee53_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"n_1\\geq30\" title=\"Rendered by QuickLaTeX.com\" height=\"15\" width=\"60\" style=\"vertical-align: -3px;\"><\/p>\n<p> ,<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-93c3febf2679c77d41d7b319e262f298_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"n_2\\geq 30\" title=\"Rendered by QuickLaTeX.com\" height=\"15\" width=\"60\" style=\"vertical-align: -3px;\"><\/p>\n<p> ,<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-19a35b2095afa5133c32d92de163adaf_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"n_1p_1\\geq5\" title=\"Rendered by QuickLaTeX.com\" height=\"17\" width=\"67\" style=\"vertical-align: -4px;\"><\/p>\n<p> ,<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-a89c44bd89266e2fba37bf5211a6e30e_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"n_2p_2\\geq5\" title=\"Rendered by QuickLaTeX.com\" height=\"17\" width=\"67\" style=\"vertical-align: -4px;\"><\/p>\n<p> ,<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-08c0b04a830a0062f4e7f25801c45fa9_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"n_1q_1\\geq5\" title=\"Rendered by QuickLaTeX.com\" height=\"17\" width=\"66\" style=\"vertical-align: -4px;\"><\/p>\n<p> E<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-789e8bfde9b6a18c7ff9b1390feca142_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"n_2q_2\\geq5\" title=\"Rendered by QuickLaTeX.com\" height=\"17\" width=\"66\" style=\"vertical-align: -4px;\"><\/p>\n<p> .<\/p>\n<p> Portanto, uma vez que a distribui\u00e7\u00e3o amostral da diferen\u00e7a de propor\u00e7\u00f5es pode ser aproximada de uma distribui\u00e7\u00e3o normal, a <strong>f\u00f3rmula para calcular a estat\u00edstica da distribui\u00e7\u00e3o amostral da diferen\u00e7a de propor\u00e7\u00f5es<\/strong> \u00e9 a seguinte:<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-a6b74dafd0599052a453e77646e5a77a_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"Z=\\cfrac{(\\widehat{p_1}-\\widehat{p_2})-(p_1-p_2)}{\\displaystyle\\sqrt{\\frac{p_1q_1}{n_1}+\\frac{p_2q_2}{n_2}}}\" title=\"Rendered by QuickLaTeX.com\" height=\"69\" width=\"198\" style=\"vertical-align: -41px;\"><\/p>\n<\/p>\n<p style=\"margin-bottom:5px\"> Ouro:<\/p>\n<ul style=\"color:#FF8A05; font-weight: bold;\">\n<li style=\"margin-bottom:5px\">\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-ad10d8ae9a51401d94ca9742249d6d15_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\widehat{p_i}\" title=\"Rendered by QuickLaTeX.com\" height=\"18\" width=\"15\" style=\"vertical-align: -4px;\"><\/p>\n<p> \u00e9 a propor\u00e7\u00e3o da amostra i.<\/li>\n<li style=\"margin-bottom:5px\">\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-a5db80b23c0dc6e4f21c509cb298856a_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"p_i\" title=\"Rendered by QuickLaTeX.com\" height=\"12\" width=\"15\" style=\"vertical-align: -4px;\"><\/p>\n<p> \u00e9 a propor\u00e7\u00e3o da popula\u00e7\u00e3o i.<\/li>\n<li style=\"margin-bottom:5px\">\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-4b2d0075b0f4fd8e4e14194b33ed0fe8_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"q_i\" title=\"Rendered by QuickLaTeX.com\" height=\"12\" width=\"13\" style=\"vertical-align: -4px;\"><\/p>\n<p> \u00e9 a probabilidade de falha da popula\u00e7\u00e3o i,<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-917f2422b9b0d7d99ec3de548cc6bba3_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"q_i=1-p_i\" title=\"Rendered by QuickLaTeX.com\" height=\"16\" width=\"82\" style=\"vertical-align: -4px;\"><\/p>\n<p> .<\/li>\n<li style=\"margin-bottom:5px\">\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-5f087375b50e0b49186779714206626b_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"n_i\" title=\"Rendered by QuickLaTeX.com\" height=\"11\" width=\"16\" style=\"vertical-align: -3px;\"><\/p>\n<p> \u00e9 o tamanho da amostra i.<\/li>\n<li style=\"margin-bottom:5px\">\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-0be116875001706f29a24434bd0d91c9_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"Z\" title=\"Rendered by QuickLaTeX.com\" height=\"12\" width=\"12\" style=\"vertical-align: 0px;\"><\/p>\n<p> \u00e9 uma vari\u00e1vel definida pela distribui\u00e7\u00e3o normal padr\u00e3o N(0,1).<\/li>\n<\/ul>\n<p> Esta f\u00f3rmula \u00e9 semelhante \u00e0 f\u00f3rmula de teste de hip\u00f3tese para diferen\u00e7a de propor\u00e7\u00f5es. <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"ejemplo-resuelto-de-la-distribucion-muestral-de-la-diferencia-de-proporciones\"><\/span> Exemplo concreto de distribui\u00e7\u00e3o amostral de diferen\u00e7a de propor\u00e7\u00f5es<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> Depois de ver a defini\u00e7\u00e3o de Distribui\u00e7\u00e3o Amostragem por Diferen\u00e7a de Propor\u00e7\u00f5es e qual a sua f\u00f3rmula, voc\u00ea confere abaixo um exemplo resolvido passo a passo para finalizar o entendimento do conceito.<\/p>\n<ul>\n<li> Voc\u00ea deseja analisar a precis\u00e3o de duas plantas de produ\u00e7\u00e3o, uma f\u00e1brica produz de tal forma que apenas 5% das pe\u00e7as produzidas apresentam defeitos, enquanto a porcentagem de pe\u00e7as defeituosas de outra f\u00e1brica \u00e9 de 8%. Se tomarmos uma amostra de 200 pe\u00e7as da primeira f\u00e1brica e outra amostra de 280 pe\u00e7as da segunda f\u00e1brica, qual \u00e9 a probabilidade de que a percentagem de defeitos na primeira f\u00e1brica seja maior que a percentagem de defeitos na segunda f\u00e1brica? Produ\u00e7\u00e3o?<\/li>\n<\/ul>\n<p> Para finalizar o conhecimento de todos os dados do problema, primeiro calcularemos a propor\u00e7\u00e3o de pe\u00e7as bem produzidas de cada planta:<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-7c02732cc5fb319bfa5bf7b8ed8d03db_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\begin{array}{c}q_1=1-p_1=1-0,05=0,95\\\\[2ex]q_2=1-p_2=1-0,08=0,92\\end{array}\" title=\"Rendered by QuickLaTeX.com\" height=\"55\" width=\"232\" style=\"vertical-align: 0px;\"><\/p>\n<\/p>\n<p> Se a taxa de defeitos na primeira f\u00e1brica fosse maior que a taxa de defeitos na segunda f\u00e1brica, isso significa que a seguinte equa\u00e7\u00e3o seria verdadeira:<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-6c67f825ad12cef344c22a24a59e8468_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\widehat{p_1}-\\widehat{p_2}>0&#8243; title=&#8221;Rendered by QuickLaTeX.com&#8221; height=&#8221;18&#8243; width=&#8221;89&#8243; style=&#8221;vertical-align: -4px;&#8221;><\/p>\n<\/p>\n<p> Portanto, para determinar a probabilidade de distribui\u00e7\u00e3o amostral da diferen\u00e7a de propor\u00e7\u00f5es, precisamos aplicar a f\u00f3rmula explicada na se\u00e7\u00e3o acima:<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-4e16835581e3f19de2c3060b9337de78_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"Z=\\cfrac{(\\widehat{p_1}-\\widehat{p_2})-(p_1-p_2)}{\\displaystyle\\sqrt{\\frac{p_1q_1}{n_1}+\\frac{p_2q_2}{n_2}}}=\\cfrac{0-(0,05-0,08)}{\\displaystyle\\sqrt{\\frac{0,05\\cdot 0,95}{200}+\\frac{0,08\\cdot 0,92}{280}}}=1,34\" title=\"Rendered by QuickLaTeX.com\" height=\"69\" width=\"492\" style=\"vertical-align: -41px;\"><\/p>\n<\/p>\n<p> Assim, a probabilidade de a taxa de defeitos da primeira f\u00e1brica ser maior que a taxa de defeitos da segunda f\u00e1brica equivale \u00e0 probabilidade da vari\u00e1vel Z ser maior que 1,34:<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-41dd897cdff473ff488cde0e3cc140b0_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"P[(\\widehat{p_1}-\\widehat{p_2})>0]=P[Z>1,34]&#8221; title=&#8221;Rendered by QuickLaTeX.com&#8221; height=&#8221;19&#8243; width=&#8221;242&#8243; style=&#8221;vertical-align: -5px;&#8221;><\/p>\n<\/p>\n<p> Por fim, basta procurar a probabilidade correspondente na <a href=\"https:\/\/statorials.org\/pt\/tabela-de-distribuicao-normal\/\">tabela de distribui\u00e7\u00e3o normal<\/a> e j\u00e1 teremos resolvido o problema:<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-8d6e503a2089d30be8fd68bbc722bb44_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"P[(\\widehat{p_1}-\\widehat{p_2})>0]=P[Z>1,34]=0,0901&#8243; title=&#8221;Rendered by QuickLaTeX.com&#8221; height=&#8221;19&#8243; width=&#8221;319&#8243; style=&#8221;vertical-align: -5px;&#8221;><\/p>\n<\/p>\n<p> Resumindo, a probabilidade de a propor\u00e7\u00e3o de defeitos na primeira f\u00e1brica ser maior que a propor\u00e7\u00e3o de defeitos na segunda f\u00e1brica \u00e9 de 9,01%. <\/p>\n<div style=\"background-color:#FFFDE7; padding-top: 10px; padding-bottom: 10px; padding-right: 20px; padding-left: 30px; border: 2.5px dashed #FFB74D; border-radius:20px;\"> <span style=\"color:#ff951b\">\u27a4<\/span> <strong>Veja:<\/strong> <a href=\"https:\/\/statorials.org\/pt\/distribuicao-amostral-da-diferenca-de-medias\/\">Distribui\u00e7\u00e3o amostral de diferen\u00e7a de m\u00e9dias<\/a><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Este artigo explica qual \u00e9 a diferen\u00e7a na distribui\u00e7\u00e3o amostral proporcional e para que ela \u00e9 usada nas estat\u00edsticas. A f\u00f3rmula de distribui\u00e7\u00e3o amostral por diferen\u00e7a de propor\u00e7\u00f5es e um exerc\u00edcio resolvido passo a passo tamb\u00e9m s\u00e3o apresentados. Qual \u00e9 a distribui\u00e7\u00e3o amostral da diferen\u00e7a de propor\u00e7\u00f5es? A diferen\u00e7a na distribui\u00e7\u00e3o amostral de propor\u00e7\u00f5es \u00e9 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-279","post","type-post","status-publish","format-standard","hentry","category-estatisticas"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u25b7 Distribui\u00e7\u00e3o amostral de diferen\u00e7a em propor\u00e7\u00f5es<\/title>\n<meta name=\"description\" content=\"Aqui voc\u00ea encontrar\u00e1 qual \u00e9 a distribui\u00e7\u00e3o amostral da diferen\u00e7a de propor\u00e7\u00f5es, sua f\u00f3rmula e um exemplo resolvido 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\" 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