{"id":996853,"date":"2018-09-17T02:00:14","date_gmt":"2018-09-17T09:00:14","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/o-que-sao-dados-ordinais\/"},"modified":"2025-01-24T14:00:23","modified_gmt":"2025-01-24T21:00:23","slug":"o-que-sao-dados-ordinais","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/pt\/o-que-sao-dados-ordinais\/","title":{"rendered":"O que s\u00e3o dados ordinais?"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Os dados ordinais s\u00e3o um tipo estat\u00edstico de dados quantitativos <\/span><span style=\"font-weight: 400;\">dados quantitativos <\/span> <span style=\"font-weight: 400;\">onde as vari\u00e1veis existem em categorias ordenadas que ocorrem naturalmente. A dist\u00e2ncia entre duas categorias n\u00e3o \u00e9 estabelecida utilizando dados ordinais. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Em estat\u00edstica, um grupo de n\u00fameros ordinais \u00e9 representado atrav\u00e9s de uma escala ordinal <\/span><span style=\"font-weight: 400;\">escala ordinal<\/span><span style=\"font-weight: 400;\">. La principal diferencia entre los datos nominales y ordinales es que los ordinales tienen un orden de categor\u00edas mientras que los nominales no.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">A escala <\/span><span style=\"font-weight: 400;\">escala de Likert<\/span><span style=\"font-weight: 400;\"> \u00e9 um exemplo popular de dados ordinais. Para uma pergunta como: &#8220;Por favor, expressa a import\u00e2ncia do pre\u00e7o na compra de um produto&#8221;, uma escala de Likert ter\u00e1 as seguintes op\u00e7\u00f5es, que s\u00e3o codificadas como 1, 2, 3, 4 e 5 (n\u00fameros). 1 \u00e9 inferior a 2, que \u00e9 inferior a 3, que \u00e9 inferior a 4, que \u00e9 inferior a 5. \u00a0<\/span><\/p>\n<p><style type=\"text\/css\">\n.tg  {border-collapse:collapse;border-spacing:0;margin:0px auto;}<br \/>.tg td{font-family:Arial, sans-serif;font-size:14px;padding:10px 5px;border-style:solid;border-width:1px;overflow:hidden;word-break:normal;border-color:black;}<br \/>.tg th{font-family:Arial, sans-serif;font-size:14px;font-weight:normal;padding:10px 5px;border-style:solid;border-width:1px;overflow:hidden;word-break:normal;border-color:black;}<br \/>.tg .tg-udu2{background-color:#34cdf9;color:#ffffff;border-color:#000000;vertical-align:top}<br \/>.tg .tg-yw4l{vertical-align:top}<br \/>.tg .tg-jbmi{font-size:100%;vertical-align:top}<br \/>@media screen and (max-width: 767px) {.tg {width: auto !important;}.tg col {width: auto !important;}.tg-wrap {overflow-x: auto;-webkit-overflow-scrolling: touch;margin: auto 0px;}}<\/style><\/p>\n<div class=\"tg-wrap\">\n<table class=\"tg\">\n<tbody>\n<tr>\n<th class=\"tg-udu2\" style=\"text-align: center;\">Muito importante<\/th>\n<th class=\"tg-udu2\" style=\"text-align: center;\">Importante<\/th>\n<th class=\"tg-udu2\" style=\"text-align: center;\">Neutro<\/th>\n<th class=\"tg-udu2\" style=\"text-align: center;\">Irrelevante<\/th>\n<th class=\"tg-udu2\" style=\"text-align: center;\">Muito irrelevante<\/th>\n<\/tr>\n<tr>\n<td class=\"tg-yw4l\" style=\"text-align: center;\">1<\/td>\n<td class=\"tg-yw4l\" style=\"text-align: center;\">2<\/td>\n<td class=\"tg-yw4l\" style=\"text-align: center;\">3<\/td>\n<td class=\"tg-yw4l\" style=\"text-align: center;\">4<\/td>\n<td class=\"tg-jbmi\" style=\"text-align: center;\">5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p><span style=\"font-weight: 400;\"> Por conseguinte, os dados ordinais s\u00e3o um conjunto de vari\u00e1veis ordinais, ou seja, se tiveres vari\u00e1veis numa determinada ordem &#8211; &#8220;baixa, m\u00e9dia, alta&#8221;, podem ser representadas como dados ordinais. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">H\u00e1 dois factores importantes a considerar para os dados ordinais:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Existem v\u00e1rios termos que representam a &#8220;ordem&#8221;, como &#8220;Alto, Superior, Mais alto&#8221; ou &#8220;Satisfeito, Insatisfeito, Extremamente insatisfeito&#8221;.<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">A diferen\u00e7a entre as vari\u00e1veis n\u00e3o \u00e9 uniforme.<\/span><\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">An\u00e1lise de dados ordinais<\/span><\/h2>\n<p><b>M\u00e9todos simples para a an\u00e1lise de dados ordinais:<\/b><span style=\"font-weight: 400;\"> Os dados ordinais s\u00e3o apresentados num formato tabular que facilita a an\u00e1lise do investigador. Os gr\u00e1ficos em mosaico s\u00e3o tamb\u00e9m utilizados para estabelecer a rela\u00e7\u00e3o entre dados nominais e ordinais. <\/span><\/p>\n<p><b>Teste U de Mann-Whitney<\/b><b>:<\/b><span style=\"font-weight: 400;\"> Para comparar dois conjuntos de dados ordinais, deve ser utilizado o teste U de Mann-Whitney. Este teste permite ao investigador concluir que uma vari\u00e1vel de uma amostra \u00e9 maior ou menor do que uma vari\u00e1vel selecionada aleatoriamente de outra amostra. <\/span><\/p>\n<p><b>Teste de Kruskal-Wallis<\/b><b>: <\/b> <span style=\"font-weight: 400;\">Para comparar mais do que dois grupos ordinais, deve ser utilizado o teste de Kruskal-Wallis. Neste teste, n\u00e3o se assume que os dados prov\u00eam de uma determinada fonte. Este teste conclui se a m\u00e9dia de dois ou mais grupos \u00e9 variada. Mostra a diferen\u00e7a entre mais de dois conjuntos de dados ordinais. <\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Exemplos de dados ordinais<\/span><\/h2>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Numa escola com 3000 alunos, h\u00e1 v\u00e1rias categorias: caloiros, alunos do segundo ano, alunos do terceiro ano e alunos do terceiro ano. Ap\u00f3s o in\u00edcio do per\u00edodo letivo, esta \u00e9 a contagem para cada categoria: <\/span>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">1000 &#8211; Estudantes do primeiro ano<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">800 &#8211; Estudante do segundo ano<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">750 &#8211; Juniores<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">450 &#8211; Seniores<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Uma organiza\u00e7\u00e3o realiza trimestralmente um inqu\u00e9rito \u00e0 satisfa\u00e7\u00e3o dos seus empregados. <\/span><span style=\"font-weight: 400;\">inqu\u00e9rito de satisfa\u00e7\u00e3o dos trabalhadores<\/span><span style=\"font-weight: 400;\"> onde destaca principalmente esta pergunta: &#8220;At\u00e9 que ponto est\u00e1s satisfeito com a tua chefia e os teus colegas?&#8221;<\/span>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Extremamente feliz &#8211; 1<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Feliz &#8211; 2<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Neural &#8211; 3<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Infeliz &#8211; 4<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Extremamente infeliz &#8211; 5<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>Convido-te a conheceres tamb\u00e9m os tipos de dados estat\u00edsticos.<\/p>\n\n\n<br>\n<center>\n<a href=\"https:\/\/eu.questionpro.com\/a\/showEntry.do?lan=pt_PT&#038;custom1=blog\">\n        <button style=\"background: #ff9f00\">Cria uma conta gratuita<\/button>\n    <\/a>\n    <a href=\"https:\/\/contactar.questionpro.com\/t\/AM4X9Z3LxD?custom1=dados-ordinais\" target=\"_blank\" rel=\"noopener\">\n        <button>Agendar uma demonstra\u00e7\u00e3o<\/button>\n    <\/a>\n<\/center>\n<br>\n","protected":false},"excerpt":{"rendered":"<p>Os dados ordinais s\u00e3o um tipo estat\u00edstico de dados quantitativos dados quantitativos onde as vari\u00e1veis existem em categorias ordenadas que [&hellip;]<\/p>\n","protected":false},"author":38,"featured_media":996854,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[2140],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>O que s\u00e3o dados ordinais?<\/title>\n<meta name=\"description\" content=\"Conhece alguns exemplos de 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