{"id":1025213,"date":"2019-12-18T02:00:17","date_gmt":"2019-12-18T09:00:17","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/como-analisar-dados-de-inqueritos-com-o-spss\/"},"modified":"2025-05-28T15:07:13","modified_gmt":"2025-05-28T22:07:13","slug":"como-analisar-dados-de-inqueritos-com-o-spss","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/pt\/como-analisar-dados-de-inqueritos-com-o-spss\/","title":{"rendered":"Como analisar dados de inqu\u00e9ritos com o SPSS"},"content":{"rendered":"\n<p><span style=\"font-weight: 400;\">Aprende <\/span><span style=\"font-weight: 400;\">como analisar dados de inqu\u00e9ritos com o <\/span><span style=\"font-weight: 400;\">SPSS utilizando o QuestionPro e come\u00e7a a produzir relat\u00f3rios precisos para a tua investiga\u00e7\u00e3o. <\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">\u00bf<\/span><span style=\"font-weight: 400;\">O que \u00e9 o SPSS<\/span><span style=\"font-weight: 400;\">? O SPSS (Statistical Packages for the Social Sciences) \u00e9 uma ferramenta de software anal\u00edtico utilizada por profissionais de marketing e investigadores para analisar dados de inqu\u00e9ritos complexos.&nbsp;<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Embora o QuestionPro tenha alguns dos melhores e mais robustos recursos integrados de an\u00e1lise e gera\u00e7\u00e3o de relat\u00f3rios, muitos pesquisadores preferem o SPSS para an\u00e1lise estat\u00edstica de n\u00edvel granular, de modo que a plataforma oferece a facilidade e a flexibilidade de exportar dados brutos de question\u00e1rios.<\/span><\/p>\n\n\n\n\n\n<h2 class=\"wp-block-heading\"><span style=\"font-weight: 400;\">Como analisar dados de inqu\u00e9ritos com o SPSS utilizando o QuestionPro&nbsp;<\/span><\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">Os nossos utilizadores adoram a facilidade que a nossa plataforma oferece na exporta\u00e7\u00e3o de dados brutos de inqu\u00e9ritos para diferentes formatos.&nbsp;<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Para efetuar estudos avan\u00e7ados, muitos investigadores recorrem \u00e0 exporta\u00e7\u00e3o de dados para o SPSS e <\/span><a href=\"https:\/\/www.questionpro.com\/pt\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span style=\"font-weight: 400;\">QuestionPro<\/span><\/a><span style=\"font-weight: 400;\"> oferece essa alternativa. <\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Depois de decidires exportar os dados em formato SPSS, a plataforma ajuda-te a gerar automaticamente o ficheiro \u201c.SAV\u201d e a guard\u00e1-lo no teu dispositivo. Podes abrir o ficheiro utilizando a ferramenta SPSS ou PASW. &nbsp;<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-weight: 400;\">Vari\u00e1veis e valores do inqu\u00e9rito no SPSS<\/span><\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">Os nomes das vari\u00e1veis do SPSS s\u00e3o pontos de dados que podem ser ajustados de acordo com as necessidades da an\u00e1lise. As etiquetas das vari\u00e1veis ser\u00e3o apresentadas no relat\u00f3rio. &nbsp;<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Sempre que um ficheiro de dados em formato SPSS \u00e9 aberto para examinar os dados, as vari\u00e1veis nas colunas e os valores nas c\u00e9lulas ser\u00e3o vis\u00edveis.&nbsp;<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span style=\"font-weight: 400;\">Exemplo<\/span><\/h4>\n\n\n\n<p><span style=\"font-weight: 400;\">Um instituto de investiga\u00e7\u00e3o de renome realizou um inqu\u00e9rito etnogr\u00e1fico inqu\u00e9rito etnogr\u00e1fico para conhecer a cultura de um grupo demogr\u00e1fico espec\u00edfico e compreender os problemas que as pessoas enfrentam no seu quotidiano. <\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">O inqu\u00e9rito inclu\u00eda uma pergunta sobre a etnia das pessoas:<\/span><span style=\"font-weight: 400;\"><br><\/span><span style=\"font-weight: 400;\"> &#8220;Podes especificar a tua origem \u00e9tnica?<\/span><\/p>\n\n\n\n<ul>\n<li><span style=\"font-weight: 400;\">Branco<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Hisp\u00e2nico ou latino<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Afro-descendente<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Nativo americano ou \u00edndio americano<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Asi\u00e1tico \/ Ilhas do Pac\u00edfico<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Outros<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"font-weight: 400;\">A maioria das ferramentas de inqu\u00e9rito gera o nome da vari\u00e1vel correspondente,<\/span><\/p>\n\n\n\n<ul>\n<li><span style=\"font-weight: 400;\">Q3a_Branco&nbsp;<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">P3b_Hisp\u00e2nico ou latino<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Q3c_Afrodescendente<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Q3d_Native_American_or_American_Indian<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">P3e_Asiatic_\/_Pacific_Island<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Q3f_Outros<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"font-weight: 400;\">No entanto, para simplificar a apresenta\u00e7\u00e3o de relat\u00f3rios no SPSS, os investigadores tiveram de ajustar o nome da vari\u00e1vel de modo a que as respostas fossem mais ou menos assim<\/span><\/p>\n\n\n\n<ul>\n<li><span style=\"font-weight: 400;\">P3_BRANCO<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">P3_HISP\u00c2NICO<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">P3_AFRO<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">P3_NATIVO<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">P3_ASIATIC<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">P3_OUTRO<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"font-weight: 400;\">O principal problema que os profissionais de marketing e os investigadores enfrentam \u00e9 clicar manualmente na visualiza\u00e7\u00e3o de dados e alterar o nome da vari\u00e1vel ou atualizar os c\u00f3digos das perguntas.&nbsp;<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Al\u00e9m disso, os investigadores tendem a exportar dados com frequ\u00eancia e, por vezes, acrescentam uma pergunta entre duas perguntas. Nesse cen\u00e1rio, o nome da vari\u00e1vel gerada no SPSS n\u00e3o corresponde ao c\u00f3digo da pergunta fornecido no inqu\u00e9rito. Caso contr\u00e1rio, actualiza o ficheiro de dados a teu gosto. &nbsp;<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Para resolver o problema, a partir de agora, os nomes das vari\u00e1veis do question\u00e1rio ser\u00e3o gerados automaticamente pelo QuestionPro.&nbsp;<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span style=\"font-weight: 400;\">Altera\u00e7\u00f5es do QuestionPro para an\u00e1lise SPSS<\/span><\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">Aprende a analisar dados de inqu\u00e9ritos com o SPSS com as novas actualiza\u00e7\u00f5es da plataforma QuestionPro:<\/span><\/p>\n\n\n\n<ul>\n<li><span style=\"font-weight: 400;\">Os investigadores podem agora utilizar os c\u00f3digos das perguntas como nomes de vari\u00e1veis no SPSS.&nbsp;<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Adicion\u00e1mos um bot\u00e3o \u201cMostrar c\u00f3digo de pergunta no nome da vari\u00e1vel\u201d na op\u00e7\u00e3o Exporta\u00e7\u00e3o do pacote estat\u00edstico (SPSS).&nbsp;<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Por defeito, a op\u00e7\u00e3o est\u00e1 desactivada. Tens de a ativar para utilizar o c\u00f3digo da pergunta como nome da vari\u00e1vel.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Uma janela pop-up pede aos utilizadores para removerem caracteres especiais ou vari\u00e1veis duplicadas antes de descarregarem os dados brutos do inqu\u00e9rito.&nbsp;<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Agora, ao adicionar uma pergunta, podes definir um nome de vari\u00e1vel SPSS que ser\u00e1 preenchido por defeito ou com o nome de vari\u00e1vel gerado automaticamente.&nbsp;<\/span><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span style=\"font-weight: 400;\">Limita\u00e7\u00f5es no melhoramento do nome da vari\u00e1vel SPSS&nbsp;<\/span><\/h2>\n\n\n\n<ul>\n<li><span style=\"font-weight: 400;\">Uma vari\u00e1vel SPSS n\u00e3o pode come\u00e7ar com n\u00fameros.&nbsp;<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">N\u00e3o s\u00e3o permitidos caracteres especiais nas vari\u00e1veis do SPSS.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Duas vari\u00e1veis SPSS n\u00e3o podem ter um nome semelhante. N\u00e3o s\u00e3o permitidos t\u00edtulos duplicados. &nbsp;<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">\u00c9 proibido terminar a vari\u00e1vel com um ponto ou um sublinhado.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Se tiveres uma vers\u00e3o mais antiga do SPSS, est\u00e1s limitado a nomear a vari\u00e1vel com um m\u00e1ximo de oito caracteres.&nbsp;<\/span><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span style=\"font-weight: 400;\">Vantagens da an\u00e1lise de dados de inqu\u00e9ritos com o SPSS utilizando o Questionpro<\/span><\/h2>\n\n\n\n<ul>\n<li><span style=\"font-weight: 400;\">A an\u00e1lise do inqu\u00e9rito em bruto torna-se mais f\u00e1cil e manej\u00e1vel quando as vari\u00e1veis do SPSS t\u00eam nomes com significado. <\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Podes guardar estes nomes de vari\u00e1veis nos inqu\u00e9ritos para futura exporta\u00e7\u00e3o.&nbsp;<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">N\u00e3o \u00e9 necess\u00e1rio manipular os c\u00f3digos das perguntas, pois o nome da vari\u00e1vel padr\u00e3o do SPSS ser\u00e1 definido automaticamente ao adicionar uma nova pergunta de question\u00e1rio.&nbsp;<\/span><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span style=\"font-weight: 400;\">Como personalizar o nome da vari\u00e1vel SPSS no QuestionPro&nbsp;<\/span><\/h2>\n\n\n\n<ul>\n<li><span style=\"font-weight: 400;\">Vai a \u201cInqu\u00e9ritos\u201d e seleciona o que queres analisar.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Vai ao painel de controlo \u201cAnalytics\u201d.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Clica em \u201cGerir dados\u201d &gt;&gt; Exportar&nbsp;<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Seleciona Statistical Package Export (SPSS) a partir das seguintes op\u00e7\u00f5es<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Ativa o bot\u00e3o \u201cMostrar o c\u00f3digo da pergunta no nome da vari\u00e1vel\u201d.&nbsp;<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Clica no bot\u00e3o Transferir&nbsp;<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"font-weight: 400;\">Se houver um erro no nome da vari\u00e1vel SPSS, aparece uma janela pop-up. Corrige os erros no processamento do download. &nbsp;<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Quaisquer altera\u00e7\u00f5es feitas ao c\u00f3digo da pergunta ao n\u00edvel do pop-up ser\u00e3o aplicadas apenas aos nomes das vari\u00e1veis do SPSS para esse inqu\u00e9rito espec\u00edfico.&nbsp;<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">O ficheiro SPSS descarregado mostrar\u00e1 os c\u00f3digos das perguntas na coluna do nome da vari\u00e1vel SPSS.&nbsp;<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Se tiveres alguma d\u00favida sobre como transferir dados de inqu\u00e9ritos com o SPSS, contacta-nos e a nossa equipa ajudar-te-\u00e1 a resolver o problema hoje mesmo.<\/span><\/p>\n\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 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