{"id":3175,"date":"2020-10-26T11:39:36","date_gmt":"2020-10-26T14:39:36","guid":{"rendered":"https:\/\/certi.org.br\/blog\/?p=3175"},"modified":"2025-08-13T17:57:12","modified_gmt":"2025-08-13T20:57:12","slug":"bi-para-decisao-metrologica","status":"publish","type":"post","link":"https:\/\/certi.org.br\/blog\/bi-para-decisao-metrologica\/","title":{"rendered":"Aplicando data analytics para tomada de decis\u00e3o metrol\u00f3gica"},"content":{"rendered":"\n<p>As t\u00e9cnicas de an\u00e1lises de dados procuram identificar padr\u00f5es, rela\u00e7\u00f5es e tend\u00eancias que auxiliem na interpreta\u00e7\u00e3o dos dados e na extra\u00e7\u00e3o de informa\u00e7\u00f5es expl\u00edcitas e impl\u00edcitas. Estas, por sua vez, podem gerar conhecimento e suprir as necessidades gerenciais como apoio aos processos de gest\u00e3o e \u00e0s decis\u00f5es das organiza\u00e7\u00f5es. Neste artigo vamos falar um pouco do Programa MetroBI, que teve por objetivo a experimenta\u00e7\u00e3o de <strong>BI<\/strong> (<a href=\"https:\/\/certi.org.br\/blog\/inteligencia-de-dados-na-metrologia\/\">Business Intelligence) nos de servi\u00e7os tecnol\u00f3gicos<\/a>, tendo sido testados os conceitos nas bases da CERTI.&nbsp;<\/p>\n\n\n\n<p>O ponto central da aplica\u00e7\u00e3o de <strong>BI<\/strong> nos servi\u00e7os tecnol\u00f3gicos da CERTI \u00e9 competitividade, buscando posicionar o prestador de servi\u00e7os a partir de suas pr\u00f3prias bases de dados. Assim \u00e9 poss\u00edvel aproveitar as potencialidades latentes e tomar decis\u00e3o embasada.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>O projeto MetroBI<\/strong><\/h2>\n\n\n\n<p>No escopo do projeto foram feitas diversas an\u00e1lises. A&nbsp; <a href=\"https:\/\/certi.org.br\/blog\/gestao-baseada-em-dados-servicos-tecnologico\/\">metodologia CRISP-DM<\/a> permitiu compreender a estrutura do neg\u00f3cio, identificar e analisar os dados&nbsp; dispon\u00edveis com um ciclo de desenvolvimento cont\u00ednuo. Com isso foi poss\u00edvel preparar, modelar e testar as hip\u00f3teses de pesquisa em busca de valor a partir de padr\u00f5es, rela\u00e7\u00f5es e tend\u00eancias do neg\u00f3cio.<\/p>\n\n\n\n<p>Um exemplo interessante foi a an\u00e1lise do hist\u00f3rico de compras de clientes, que visava melhorar aspectos negociais e predi\u00e7\u00e3o de receitas a partir de hip\u00f3teses de seus insumos, funcion\u00e1rios e tempo de maquin\u00e1rio, por exemplo. Com este foco, foi desenvolvida uma hip\u00f3tese para avalia\u00e7\u00e3o dos hist\u00f3ricos de calibra\u00e7\u00e3o de diferentes fam\u00edlias de equipamentos solicitados \u00e0 Funda\u00e7\u00e3o CERTI. Era essa: <strong>Equipamentos de mesma fam\u00edlia possuem o mesmo per\u00edodo de recota\u00e7\u00e3o.<\/strong><\/p>\n\n\n\n<p>O trabalho deu-se a partir da an\u00e1lise do hist\u00f3rico do cliente com a periodicidade nos tempos de recota\u00e7\u00e3o de um equipamento anteriormente calibrado ou solicitado.<strong> <\/strong>Para a an\u00e1lise foi realizado um <em>data mining<\/em>, ou a minera\u00e7\u00e3o dos dados da funda\u00e7\u00e3o CERTI e as datas arredondadas por ano. As fam\u00edlias estudadas prioritariamente possu\u00edam um padr\u00e3o de recota\u00e7\u00e3o, mas n\u00e3o foi verificada como verdade absoluta.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Resultados direcionadores de tomada de decis\u00e3o<\/strong><\/h2>\n\n\n\n<p>Como exemplos, as recota\u00e7\u00f5es de <a href=\"https:\/\/metrologia.certi.org.br\/servicos\/medicao-e-calibracao\/\">calibradores spline<\/a> seguem uma clara tend\u00eancia de serem anuais, enquanto para m\u00e1quinas de <a href=\"https:\/\/metrologia.certi.org.br\/servicos\/medicao-e-calibracao\/\">medi\u00e7\u00e3o longitudinal <\/a>n\u00e3o \u00e9 poss\u00edvel tomar conclus\u00f5es.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"767\" height=\"547\" src=\"https:\/\/certi.org.br\/blog\/wp-content\/uploads\/2020\/10\/Grafico-de-calibracoes-periodicas-de-calibradores-spline.webp\" alt=\"\" class=\"wp-image-7630\" srcset=\"https:\/\/certi.org.br\/blog\/wp-content\/uploads\/2020\/10\/Grafico-de-calibracoes-periodicas-de-calibradores-spline.webp 767w, https:\/\/certi.org.br\/blog\/wp-content\/uploads\/2020\/10\/Grafico-de-calibracoes-periodicas-de-calibradores-spline-300x214.webp 300w\" sizes=\"(max-width: 767px) 100vw, 767px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\">Gr\u00e1fico de calibra\u00e7\u00f5es peri\u00f3dicas de calibradores spline<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"767\" height=\"547\" src=\"https:\/\/certi.org.br\/blog\/wp-content\/uploads\/2020\/10\/Grafico-de-calibracoes-periodicas-de-maquina-de-medir-longitudinal.webp\" alt=\"\" class=\"wp-image-7632\" srcset=\"https:\/\/certi.org.br\/blog\/wp-content\/uploads\/2020\/10\/Grafico-de-calibracoes-periodicas-de-maquina-de-medir-longitudinal.webp 767w, https:\/\/certi.org.br\/blog\/wp-content\/uploads\/2020\/10\/Grafico-de-calibracoes-periodicas-de-maquina-de-medir-longitudinal-300x214.webp 300w\" sizes=\"(max-width: 767px) 100vw, 767px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\">Gr\u00e1fico de calibra\u00e7\u00f5es peri\u00f3dicas de m\u00e1quina de medir longitudinal<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-left\"><strong>BI: um novo aliado na estrat\u00e9gia para servi\u00e7os<\/strong><\/h2>\n\n\n\n<p>\u00c9 certo que o intervalo de recalibra\u00e7\u00e3o \u00e9 uma decis\u00e3o direta do usu\u00e1rio, considerando intensidade de uso, criticidade da medida ou mesmo normatiza\u00e7\u00f5es\/regula\u00e7\u00f5es setoriais.&nbsp;<\/p>\n\n\n\n<p>Por outro lado, a soma da intelig\u00eancia coletiva \/ dados de diversos clientes inseridos no <strong>BI <\/strong>pode trazer insights n\u00e3o somente para a ind\u00fastria, mas tamb\u00e9m para o fabricante do sistema de medi\u00e7\u00e3o e, diretamente, apoiar as estrat\u00e9gias de venda e an\u00e1lise de sazonalidade dos servi\u00e7os tecnol\u00f3gicos de um prestador \/ laborat\u00f3rio.&nbsp;<\/p>\n\n\n\n<p>No escopo deste projeto outras hip\u00f3teses foram testadas e, validadas ou n\u00e3o, tem contribu\u00eddo para o desenvolvimento estrat\u00e9gico e a competitividade dos envolvidos.&nbsp;<\/p>\n\n\n\n<p>Quer conhecer mais do Programa MetroBI e implementar para a sua realidade? Entre em contato conosco:comercial@certi.org.br<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Neste artigo vamos falar um pouco do Programa MetroBI, que teve por objetivo a experimenta\u00e7\u00e3o de BI (Business Intelligence) nos de servi\u00e7os tecnol\u00f3gicos, tendo sido testados os conceitos nas bases da CERTI. <\/p>\n","protected":false},"author":41,"featured_media":3178,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[2,55,41],"tags":[17,18,23,25,30,31],"class_list":["post-3175","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artigos","category-gestao-da-integridade","category-industria-4-0","tag-agronegocio","tag-automotivo","tag-energia","tag-industria","tag-petroleo-gas-natural","tag-saude"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Aplicando data analytics para tomada de decis\u00e3o metrol\u00f3gica - 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