{"id":37273,"date":"2025-08-19T12:02:12","date_gmt":"2025-08-19T06:32:12","guid":{"rendered":"https:\/\/www.verdantis.com\/?p=37273"},"modified":"2026-02-02T13:34:04","modified_gmt":"2026-02-02T08:04:04","slug":"plano-de-acao-para-a-gestao-de-dados-mestre","status":"publish","type":"post","link":"https:\/\/www.verdantis.com\/pt\/master-data-management-roadmap\/","title":{"rendered":"Roteiro para a Gest\u00e3o de Dados Mestres"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"37273\" class=\"elementor elementor-37273\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d3f4d08 e-flex e-con-boxed e-con e-parent\" data-id=\"d3f4d08\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-26391fa elementor-widget elementor-widget-text-editor\" data-id=\"26391fa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"109\" data-end=\"574\">Os dados s\u00e3o o motor de todas as empresas modernas, mas nem todos os dados t\u00eam o mesmo valor. No centro de tudo est\u00e3o os dados mestres, que incluem clientes, fornecedores, materiais, equipamentos, localiza\u00e7\u00f5es e estruturas financeiras.<\/p><p data-start=\"109\" data-end=\"574\">Estas informa\u00e7\u00f5es fundamentais interligam processos entre diferentes \u00e1reas, tais como finan\u00e7as, aprovisionamento, produ\u00e7\u00e3o e gest\u00e3o de ativos.<\/p><p data-start=\"109\" data-end=\"574\">Quando os dados mestre est\u00e3o incompletos, duplicados ou inconsistentes, isso perturba as opera\u00e7\u00f5es, aumenta os custos e prejudica a tomada de decis\u00f5es.<\/p><p data-start=\"109\" data-end=\"574\">Um roteiro de Gest\u00e3o de Dados Mestres (MDM) fornece um plano claro para enfrentar estes desafios. Ao <a href=\"https:\/\/www.verdantis.com\/master-data-management-strategies\/\">implementar estrat\u00e9gias de gest\u00e3o de dados mestre em todas as opera\u00e7\u00f5es da empresa,<\/a> As organiza\u00e7\u00f5es podem converter registos dispersos e inconsistentes numa fonte de dados fi\u00e1vel e regulamentada, que melhora a tomada de decis\u00f5es e a efici\u00eancia operacional.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8006d8a e-flex e-con-boxed e-con e-parent\" data-id=\"8006d8a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-efe1398 elementor-widget elementor-widget-heading\" data-id=\"efe1398\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"building-a-strong-implementation-plan\">Como elaborar um plano de implementa\u00e7\u00e3o s\u00f3lido<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fc1c43b e-flex e-con-boxed e-con e-parent\" data-id=\"fc1c43b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-71bec88 elementor-widget elementor-widget-text-editor\" data-id=\"71bec88\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"193\" data-end=\"250\">Um plano de a\u00e7\u00e3o s\u00f3lido para a gest\u00e3o de dispositivos m\u00f3veis (MDM) n\u00e3o \u00e9 apenas uma lista de tarefas; \u00e9 um percurso coerente que vai desde dados desorganizados at\u00e9 \u00e0 fiabilidade sincronizada. Eis como cada etapa se desenrola na pr\u00e1tica:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f9fed05 e-con-full e-flex e-con e-parent\" data-id=\"f9fed05\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-4e9b794 e-flex e-con-boxed e-con e-child\" data-id=\"4e9b794\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-630ac9d elementor-widget elementor-widget-heading\" data-id=\"630ac9d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"step-1-review-data-quality-across-multiple-domains\">Passo 1: Analisar a qualidade dos dados em v\u00e1rios dom\u00ednios<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e67df5c elementor-widget elementor-widget-text-editor\" data-id=\"e67df5c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"193\" data-end=\"250\">Comece por definir o perfil de cada dom\u00ednio de dados mestre, como cliente, fornecedor, material ou produto, equipamento ou ativo e localiza\u00e7\u00e3o.<\/p><p data-start=\"193\" data-end=\"250\">Avaliar indicadores de qualidade, tais como o n\u00famero de duplicados, as percentagens de completude, os erros de formata\u00e7\u00e3o e as inconsist\u00eancias hier\u00e1rquicas.<\/p><p data-start=\"573\" data-end=\"924\">N\u00e3o se trata apenas de encontrar erros nos registos. Trata-se de estabelecer a rela\u00e7\u00e3o entre as lacunas nos dados e o impacto nos neg\u00f3cios.<\/p><p data-start=\"573\" data-end=\"924\">Por exemplo, registos duplicados de pe\u00e7as sobressalentes podem inflacionar os n\u00edveis de stock e atrasar a manuten\u00e7\u00e3o. A falta de atributos dos fornecedores pode atrasar as ordens de compra, enquanto hierarquias de ativos incorretas podem levar a um planeamento ineficaz da manuten\u00e7\u00e3o preventiva.<\/p><p data-start=\"926\" data-end=\"1142\">A Verdantis suporta os dom\u00ednios de dados abaixo, permitindo que as empresas avaliem tanto as \u00e1reas operacionais como as estrat\u00e9gicas em termos de riscos e prepara\u00e7\u00e3o.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a5f1b50 elementor-widget elementor-widget-text-editor\" data-id=\"a5f1b50\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"1144\" data-end=\"1185\"><strong data-start=\"1144\" data-end=\"1183\">Os resultados esperados nesta fase incluem:<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f096e14 elementor-widget elementor-widget-n-accordion\" data-id=\"f096e14\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Acorde\u00e3o. Abra os links com a tecla Enter ou a barra de espa\u00e7o, feche-os com a tecla Escape e navegue com as setas do teclado\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2520\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-2520\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Quadros de resultados ao n\u00edvel do dom\u00ednio  <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2520\" class=\"elementor-element elementor-element-4c09850 e-con-full e-flex e-con e-child\" data-id=\"4c09850\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-79127b8 elementor-widget elementor-widget-text-editor\" data-id=\"79127b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Apresenta indicadores mensur\u00e1veis, como taxas de duplica\u00e7\u00e3o, percentagens de completude e contagens de erros para cada dom\u00ednio de dados mestre, proporcionando \u00e0s equipas uma base de refer\u00eancia factual.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2521\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2521\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Mapas de calor <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2521\" class=\"elementor-element elementor-element-f4e3498 e-con-full e-flex e-con e-child\" data-id=\"f4e3498\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d99882a elementor-widget elementor-widget-text-editor\" data-id=\"d99882a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Relaciona visualmente os dados de m\u00e1 qualidade com os processos empresariais que estes prejudicam, ajudando as partes interessadas a identificar rapidamente onde problemas como duplicados ou campos em falta criam estrangulamentos operacionais.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-82d9952 e-con-full e-flex e-con e-parent\" data-id=\"82d9952\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-4241535 e-flex e-con-boxed e-con e-child\" data-id=\"4241535\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6570834 elementor-widget elementor-widget-heading\" data-id=\"6570834\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"step-2-identify-key-areas-of-quality-improvement\">Passo 2: Identificar as principais \u00e1reas de melhoria da qualidade<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c25b87c elementor-widget elementor-widget-text-editor\" data-id=\"c25b87c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"139\" data-end=\"463\">Com refer\u00eancias claras estabelecidas, o foco passa a ser a tradu\u00e7\u00e3o dos problemas relacionados com os dados em impacto mensur\u00e1vel nos neg\u00f3cios.<\/p><p data-start=\"139\" data-end=\"463\">Indicadores brutos, como duplicados, atributos em falta ou c\u00f3digos inconsistentes, revelam apenas uma parte da realidade. O que a lideran\u00e7a precisa \u00e9 de uma liga\u00e7\u00e3o direta entre a m\u00e1 qualidade dos dados e os resultados operacionais ou financeiros.<\/p><p data-start=\"465\" data-end=\"480\">Por exemplo:<\/p><ul data-start=\"481\" data-end=\"907\"><li data-start=\"481\" data-end=\"647\"><p data-start=\"483\" data-end=\"647\">Os registos duplicados de materiais n\u00e3o se limitam a sobrecarregar o ficheiro mestre. Eles inflacionam artificialmente o invent\u00e1rio, aumentam os custos de manuten\u00e7\u00e3o de stock e complicam o planeamento das aquisi\u00e7\u00f5es.<\/p><\/li><li data-start=\"648\" data-end=\"761\"><p data-start=\"650\" data-end=\"761\">A lentid\u00e3o na pesquisa de pe\u00e7as sobressalentes prolonga o tempo m\u00e9dio de repara\u00e7\u00e3o, aumentando o tempo de inatividade do equipamento e as horas de produ\u00e7\u00e3o perdidas.<\/p><\/li><li data-start=\"762\" data-end=\"907\"><p data-start=\"764\" data-end=\"907\">Dados incompletos de clientes ou fornecedores levam a disputas relativas a faturas, atrasos nos pagamentos, rela\u00e7\u00f5es tensas e \u00e0 perda de descontos por pagamento antecipado.<\/p><\/li><\/ul><p data-start=\"909\" data-end=\"1291\">Ao quantificar estes impactos em termos de custo, tempo ou risco, as organiza\u00e7\u00f5es podem identificar claramente quais os dom\u00ednios que exigem aten\u00e7\u00e3o urgente.<\/p><p data-start=\"909\" data-end=\"1291\">Segue-se um v\u00eddeo que mostra como o Verdantis ajuda a identificar e eliminar duplicados.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-95db6c1 e-con-full e-flex e-con e-child\" data-id=\"95db6c1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-98d9293 elementor-blockquote--skin-border elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"98d9293\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\tEstudos revelam que melhores estrat\u00e9gias de gest\u00e3o de stock e de manuten\u00e7\u00e3o preditiva podem reduzir as exist\u00eancias de pe\u00e7as sobressalentes em 15\u201325%\t\t\t<\/p>\n\t\t\t\t\t<\/blockquote>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9302e6 elementor-widget elementor-widget-text-editor\" data-id=\"b9302e6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/oxmaint.com\/blog\/post\/predictive-maintenance-in-manufacturing\" rel=\"nofollow noopener\" target=\"_blank\">Oxmaint<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-24aa731 e-con-full e-flex e-con e-parent\" data-id=\"24aa731\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-dd5a4be e-flex e-con-boxed e-con e-child\" data-id=\"dd5a4be\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bbbcbc8 elementor-widget elementor-widget-heading\" data-id=\"bbbcbc8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"step-3-legacy-data-cleansing\">Passo 3: Limpeza de dados hist\u00f3ricos<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b3e401 elementor-widget elementor-widget-text-editor\" data-id=\"6b3e401\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"171\" data-end=\"492\">A limpeza \u00e9 o processo de eliminar duplicados, corrigir inconsist\u00eancias e eliminar registos obsoletos, para que os dados mestre se tornem uma fonte \u00fanica de verdade.<\/p><p data-start=\"171\" data-end=\"492\">Isto vai al\u00e9m da simples elimina\u00e7\u00e3o de duplicados; exige a aplica\u00e7\u00e3o de regras estruturadas, taxonomias e t\u00e9cnicas de valida\u00e7\u00e3o para garantir a precis\u00e3o e a rastreabilidade.<\/p><p data-start=\"494\" data-end=\"522\"><strong data-start=\"494\" data-end=\"520\">Como se realiza a limpeza:<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa8ca31 elementor-widget elementor-widget-n-accordion\" data-id=\"aa8ca31\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Acorde\u00e3o. Abra os links com a tecla Enter ou a barra de espa\u00e7o, feche-os com a tecla Escape e navegue com as setas do teclado\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1780\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-1780\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Detec\u00e7\u00e3o de Duplicados <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1780\" class=\"elementor-element elementor-element-89742d1 e-con-full e-flex e-con e-child\" data-id=\"89742d1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-79d24cb elementor-widget elementor-widget-text-editor\" data-id=\"79d24cb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Utilize regras de correspond\u00eancia espec\u00edficas do dom\u00ednio (por exemplo, n\u00famero de material + fornecedor + descri\u00e7\u00e3o) para identificar registos que aparecem v\u00e1rias vezes em diferentes f\u00e1bricas, armaz\u00e9ns ou sistemas.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1781\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1781\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Normaliza\u00e7\u00e3o <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1781\" class=\"elementor-element elementor-element-cfb12a7 e-con-full e-flex e-con e-child\" data-id=\"cfb12a7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8caa0a7 elementor-widget elementor-widget-text-editor\" data-id=\"8caa0a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Padronizar as unidades de medida, as conven\u00e7\u00f5es de nomenclatura e os formatos dos atributos (por exemplo, \u00abkg\u00bb vs. \u00abquilograma\u00bb) para garantir a comparabilidade em toda a empresa.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1782\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1782\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Gest\u00e3o de registos obsoletos <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1782\" class=\"elementor-element elementor-element-30b847e e-flex e-con-boxed e-con e-child\" data-id=\"30b847e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a4c42d5 elementor-widget elementor-widget-text-editor\" data-id=\"a4c42d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Retirar de circula\u00e7\u00e3o ou arquivar artigos descontinuados, mantendo um registo de auditoria para efeitos de conformidade.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1783\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1783\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Classifica\u00e7\u00e3o baseada na taxonomia <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1783\" class=\"elementor-element elementor-element-1e77c36 e-flex e-con-boxed e-con e-child\" data-id=\"1e77c36\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a8a43e7 elementor-widget elementor-widget-text-editor\" data-id=\"a8a43e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"1019\" data-end=\"1352\">Aplicar normas globais como <a href=\"https:\/\/www.undp.org\/unspsc\" rel=\"nofollow noopener\" target=\"_blank\">UNSPSC<\/a> (C\u00f3digo Padr\u00e3o de Produtos e Servi\u00e7os das Na\u00e7\u00f5es Unidas) ou taxonomias espec\u00edficas do setor para categorizar sistematicamente materiais, pe\u00e7as sobressalentes e produtos.<\/p><p data-start=\"1019\" data-end=\"1352\">Isto n\u00e3o s\u00f3 elimina a ambiguidade, como tamb\u00e9m torna as futuras pesquisas, aquisi\u00e7\u00f5es e relat\u00f3rios mais precisos.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c22210 elementor-widget elementor-widget-text-editor\" data-id=\"3c22210\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>A limpeza de dados garante que as organiza\u00e7\u00f5es n\u00e3o tenham de arcar com o fardo de registos imprecisos ou redundantes nas fases posteriores do seu percurso de MDM.<\/p><p>Estabelece as bases para o enriquecimento, a governa\u00e7\u00e3o e a gest\u00e3o multidom\u00ednio.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-687f494 elementor-widget elementor-widget-image\" data-id=\"687f494\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"600\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/Data-Cleansing-and-Enrichment-Flowchart.png\" class=\"attachment-large size-large wp-image-27703\" alt=\"Um fluxograma que detalha o processo de limpeza e enriquecimento de dados de MRO\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/Data-Cleansing-and-Enrichment-Flowchart.png 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/Data-Cleansing-and-Enrichment-Flowchart-300x225.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/Data-Cleansing-and-Enrichment-Flowchart-768x576.png 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/01\/Data-Cleansing-and-Enrichment-Flowchart-150x113.png 150w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8c040d4 e-con-full e-flex e-con e-parent\" data-id=\"8c040d4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-a0768d7 e-flex e-con-boxed e-con e-child\" data-id=\"a0768d7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b374293 elementor-widget elementor-widget-heading\" data-id=\"b374293\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"step-4-legacy-data-enrichment\">Passo 4: Enriquecimento de dados hist\u00f3ricos<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-732b8ac elementor-widget elementor-widget-text-editor\" data-id=\"732b8ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"172\" data-end=\"510\">O enriquecimento transforma um registo est\u00e1tico e minimalista num recurso de informa\u00e7\u00e3o robusto que apoia ativamente a tomada de decis\u00f5es no planeamento, aquisi\u00e7\u00e3o e manuten\u00e7\u00e3o.<\/p><p data-start=\"512\" data-end=\"994\"><a href=\"https:\/\/www.verdantis.com\/automated-ai-enrichment-data-cleansing\/\">O enriquecimento de dados \u00e9 realizado atrav\u00e9s da combina\u00e7\u00e3o de fontes pr\u00f3prias e de terceiros<\/a>. O enriquecimento de dados pr\u00f3prios extrai dados do interior da empresa.<\/p><p data-start=\"512\" data-end=\"994\">Por exemplo, extrair as condi\u00e7\u00f5es de pagamento dos fornecedores que faltam dos contratos do ERP, obter as datas de instala\u00e7\u00e3o do equipamento a partir dos registos de manuten\u00e7\u00e3o ou associar o n\u00edvel de criticidade das pe\u00e7as sobressalentes aos registos de engenharia de fiabilidade.<\/p><p data-start=\"512\" data-end=\"994\">Isto garante que os dados mestre reflitam o que j\u00e1 \u00e9 do conhecimento de toda a organiza\u00e7\u00e3o, mas que nunca foi consolidado num \u00fanico local.<\/p><p data-start=\"996\" data-end=\"1439\">O enriquecimento por terceiros colmata estas lacunas internas com conjuntos de dados externos fi\u00e1veis; por exemplo, os cat\u00e1logos dos fabricantes ou dos OEM podem fornecer especifica\u00e7\u00f5es das pe\u00e7as, nomenclatura normalizada e informa\u00e7\u00f5es de refer\u00eancia cruzada.<\/p><p data-start=\"996\" data-end=\"1439\">As bases de dados comerciais e os reposit\u00f3rios regulamentares podem ajudar a verificar os identificadores dos fornecedores, os n\u00fameros de identifica\u00e7\u00e3o fiscal e os detalhes relativos \u00e0 conformidade.<\/p><p data-start=\"1441\" data-end=\"1821\"><a href=\"https:\/\/www.verdantis.com\/materials-master-data-management\/\">Fichas de material<\/a> podem, em seguida, ser complementados com refer\u00eancias do fabricante, especifica\u00e7\u00f5es t\u00e9cnicas, c\u00f3digos de classifica\u00e7\u00e3o e classifica\u00e7\u00f5es de criticidade. Os registos dos fornecedores podem ser ampliados para incluir prazos de entrega, identificadores fiscais e informa\u00e7\u00f5es de contacto completas.<\/p><p data-start=\"1441\" data-end=\"1821\">Os dados dos equipamentos podem ser complementados com hierarquias de localiza\u00e7\u00e3o funcional, hist\u00f3rico de manuten\u00e7\u00e3o e par\u00e2metros de funcionamento.<\/p><p data-start=\"1823\" data-end=\"2035\">Ao combinar informa\u00e7\u00f5es pr\u00f3prias com valida\u00e7\u00e3o externa e classifica\u00e7\u00e3o baseada em taxonomia, as organiza\u00e7\u00f5es criam dados mestres que n\u00e3o s\u00f3 s\u00e3o precisos, como tamb\u00e9m completos, pesquis\u00e1veis e prontos para utiliza\u00e7\u00e3o empresarial.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-aee216b e-grid e-con-full e-con e-child\" data-id=\"aee216b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2551060 elementor-widget elementor-widget-text-editor\" data-id=\"2551060\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Da Verdantis\u2019 <strong data-start=\"657\" data-end=\"670\">AutoEnrich<\/strong> A nossa solu\u00e7\u00e3o foi concebida especificamente para este fim; eis um guia passo a passo da nossa solu\u00e7\u00e3o<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ee2af8c elementor-widget elementor-widget-video\" data-id=\"ee2af8c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/06\/AutoEnrich-AI.mp4\" controls=\"\" preload=\"metadata\" controlslist=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-44d5907 e-con-full e-flex e-con e-parent\" data-id=\"44d5907\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-68f7df8 e-flex e-con-boxed e-con e-child\" data-id=\"68f7df8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-93aa417 elementor-widget elementor-widget-heading\" data-id=\"93aa417\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"step-5-implementing-a-strong-governance-framework\">Passo 5: Implementa\u00e7\u00e3o de um quadro de governa\u00e7\u00e3o s\u00f3lido<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65eae73 elementor-widget elementor-widget-text-editor\" data-id=\"65eae73\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"171\" data-end=\"492\">\u00c0 medida que os registos s\u00e3o criados ou alterados, surgem novos erros, o que leva as organiza\u00e7\u00f5es a voltarem a enfrentar os mesmos problemas de qualidade dos dados que pretendiam resolver.<\/p><p data-start=\"171\" data-end=\"492\"><a href=\"https:\/\/www.verdantis.com\/master-data-governance\/\">Gest\u00e3o dos dados mestre em todos os sistemas da empresa<\/a> garante que os dados de alta qualidade sejam mantidos de forma consistente, em vez de se tratar de um projeto pontual.<\/p><p data-start=\"171\" data-end=\"492\">Um sistema de governa\u00e7\u00e3o s\u00f3lido implica:\u00a0<\/p><ul data-start=\"143\" data-end=\"637\"><li data-start=\"143\" data-end=\"276\"><p data-start=\"145\" data-end=\"276\"><strong data-start=\"145\" data-end=\"170\">Definir a responsabiliza\u00e7\u00e3o<\/strong>: Atribuir fun\u00e7\u00f5es como respons\u00e1veis pelos dados, gestores de dados e integradores de TI, para garantir que as responsabilidades sejam claras.<\/p><\/li><li data-start=\"277\" data-end=\"411\"><p data-start=\"279\" data-end=\"411\"><strong data-start=\"279\" data-end=\"305\">Aplicar as regras \u00e0 entrada<\/strong>: Aplique os campos obrigat\u00f3rios, as verifica\u00e7\u00f5es de exclusividade e as conven\u00e7\u00f5es de nomenclatura padr\u00e3o antes da cria\u00e7\u00e3o dos registos.<\/p><\/li><li data-start=\"412\" data-end=\"530\"><p data-start=\"414\" data-end=\"530\"><strong data-start=\"414\" data-end=\"436\">Fluxos de trabalho de aprova\u00e7\u00e3o<\/strong>: Encaminhar todos os pedidos de cria\u00e7\u00e3o ou altera\u00e7\u00e3o para valida\u00e7\u00e3o e aprova\u00e7\u00e3o, com um registo de auditoria.<\/p><\/li><li data-start=\"531\" data-end=\"637\"><p data-start=\"533\" data-end=\"637\"><strong data-start=\"533\" data-end=\"554\">Acompanhar o desempenho<\/strong>: Monitorizar as a\u00e7\u00f5es de gest\u00e3o em rela\u00e7\u00e3o aos SLAs e escalar automaticamente as viola\u00e7\u00f5es.<\/p><\/li><\/ul><p data-start=\"639\" data-end=\"799\"><a href=\"https:\/\/www.verdantis.com\/master-data-governance-strategies\/\">Implementa\u00e7\u00e3o de estrat\u00e9gias s\u00f3lidas de governa\u00e7\u00e3o de dados<\/a> garante que a qualidade dos dados seja preservada de forma cont\u00ednua, evitando o reaparecimento de problemas antigos e integrando boas pr\u00e1ticas nas opera\u00e7\u00f5es di\u00e1rias da empresa.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eef1639 elementor-widget elementor-widget-image\" data-id=\"eef1639\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"600\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/08\/MDM-Roadmap.png\" class=\"attachment-large size-large wp-image-38524\" alt=\"Uma imagem que ilustra as etapas envolvidas na implementa\u00e7\u00e3o do processo de gest\u00e3o de dados mestre\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/08\/MDM-Roadmap.png 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/08\/MDM-Roadmap-300x225.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/08\/MDM-Roadmap-768x576.png 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/08\/MDM-Roadmap-16x12.png 16w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e2ae3fb e-con-full e-flex e-con e-parent\" data-id=\"e2ae3fb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e4dad78 e-flex e-con-boxed e-con e-child\" data-id=\"e4dad78\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b276ab6 elementor-widget elementor-widget-heading\" data-id=\"b276ab6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"step-6-advanced-multi-domain-data-management\">Passo 6: Gest\u00e3o avan\u00e7ada de dados em v\u00e1rios dom\u00ednios<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-793b6e5 elementor-widget elementor-widget-text-editor\" data-id=\"793b6e5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Assim que a qualidade e a governa\u00e7\u00e3o fundamentais estiverem estabelecidas, o verdadeiro valor de <a href=\"https:\/\/www.verdantis.com\/multi-domain-mdm\/\">O MDM resulta da liga\u00e7\u00e3o de dados entre v\u00e1rios dom\u00ednios de dados<\/a>.<\/p><p>Em vez de trabalharem com dados de clientes, fornecedores, materiais ou ativos de forma isolada, as empresas beneficiam de um ecossistema integrado que apoia processos de ponta a ponta.<\/p><p>As principais pr\u00e1ticas incluem:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ac75930 elementor-widget elementor-widget-n-accordion\" data-id=\"ac75930\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Acorde\u00e3o. Abra os links com a tecla Enter ou a barra de espa\u00e7o, feche-os com a tecla Escape e navegue com as setas do teclado\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1800\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-1800\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Defini\u00e7\u00e3o das rela\u00e7\u00f5es entre dom\u00ednios <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1800\" class=\"elementor-element elementor-element-db03e84 e-con-full e-flex e-con e-child\" data-id=\"db03e84\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e4a3e32 elementor-widget elementor-widget-text-editor\" data-id=\"e4a3e32\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Os dados n\u00e3o existem em silos. Os materiais t\u00eam de estar associados aos fornecedores, os registos de equipamento t\u00eam de estar ligados \u00e0s pe\u00e7as sobressalentes e os produtos t\u00eam de estar associados a instala\u00e7\u00f5es espec\u00edficas ou \u00e0s localiza\u00e7\u00f5es dos clientes.<\/p><p>A defini\u00e7\u00e3o destas rela\u00e7\u00f5es garante que cada transa\u00e7\u00e3o comercial disponha dos dados de apoio adequados.<\/p><p>Por exemplo, um t\u00e9cnico que consulte o registo de um equipamento pode ver imediatamente as pe\u00e7as sobressalentes aprovadas e os respetivos fornecedores, ou um comprador pode rastrear uma mat\u00e9ria-prima at\u00e9 aos fornecedores aprovados.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1801\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1801\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Garantir a integridade referencial entre sistemas <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1801\" class=\"elementor-element elementor-element-87cbf97 e-con-full e-flex e-con e-child\" data-id=\"87cbf97\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4c0daa5 elementor-widget elementor-widget-text-editor\" data-id=\"4c0daa5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Normalmente, as empresas utilizam v\u00e1rios sistemas (ERP, EAM, PLM, SCM). Se os dados forem atualizados num sistema, mas n\u00e3o forem sincronizados com os outros, os processos ficam paralisados.<\/p><p>A integridade referencial garante que, quando um registo de fornecedor \u00e9 atualizado no ERP, essa altera\u00e7\u00e3o se reflete tamb\u00e9m nos sistemas de ativos ou de aquisi\u00e7\u00f5es.<\/p><p>Isto reduz a duplica\u00e7\u00e3o de trabalho, evita discrep\u00e2ncias e garante uma \u00abvers\u00e3o \u00fanica da verdade\u00bb em toda a empresa.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1802\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1802\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Ativar a pesquisa sem\u00e2ntica ou baseada em atributos <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1802\" class=\"elementor-element elementor-element-f2d3587 e-flex e-con-boxed e-con e-child\" data-id=\"f2d3587\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fe34768 elementor-widget elementor-widget-text-editor\" data-id=\"fe34768\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>As pesquisas tradicionais de pe\u00e7as dependem do conhecimento de um ID ou c\u00f3digo de cat\u00e1logo exato, o que \u00e9 ineficiente quando esses c\u00f3digos s\u00e3o inconsistentes ou desconhecidos.<\/p><p>Com a pesquisa sem\u00e2ntica, os t\u00e9cnicos e os compradores podem encontrar artigos utilizando descri\u00e7\u00f5es funcionais ou atributos (por exemplo, \u00abv\u00e1lvula de press\u00e3o, 2 polegadas, a\u00e7o inoxid\u00e1vel\u00bb).<\/p><p>Isto reduz a perda de tempo, diminui as compras de emerg\u00eancia e melhora a utiliza\u00e7\u00e3o do stock.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1803\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1803\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Automatiza\u00e7\u00e3o da dete\u00e7\u00e3o de obsolesc\u00eancia e recomenda\u00e7\u00f5es alternativas <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1803\" class=\"elementor-element elementor-element-6eb07cc e-flex e-con-boxed e-con e-child\" data-id=\"6eb07cc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0ebb053 elementor-widget elementor-widget-text-editor\" data-id=\"0ebb053\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"1019\" data-end=\"1352\">As pe\u00e7as, os materiais e at\u00e9 mesmo os fornecedores tornam-se obsoletos com o passar do tempo, o que faz com que seja necess\u00e1rio ter um <a href=\"https:\/\/www.verdantis.com\/parts-obsolescence-management\/\">solu\u00e7\u00e3o empresarial fi\u00e1vel para a gest\u00e3o da obsolesc\u00eancia de pe\u00e7as em setores com grande concentra\u00e7\u00e3o de ativos<\/a> essencial.<\/p><p data-start=\"1019\" data-end=\"1352\">Um sistema multidom\u00ednio pode sinalizar automaticamente quando um artigo \u00e9 descontinuado, n\u00e3o est\u00e1 em conformidade ou j\u00e1 n\u00e3o \u00e9 o preferido. Pode, ent\u00e3o, recomendar alternativas ou substitutos j\u00e1 presentes no cat\u00e1logo.<\/p><p data-start=\"1019\" data-end=\"1352\">Isto evita per\u00edodos de inatividade, impede compras de emerg\u00eancia de \u00faltima hora e apoia o aprovisionamento estrat\u00e9gico.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1803\" class=\"elementor-element elementor-element-b12a527 e-grid e-con-full e-con e-child\" data-id=\"b12a527\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bc1209a elementor-widget elementor-widget-text-editor\" data-id=\"bc1209a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Da Verdantis\u2019 <strong data-start=\"657\" data-end=\"670\">SpareSeek<\/strong> A nossa solu\u00e7\u00e3o foi concebida especificamente para este fim; eis um guia passo a passo da nossa solu\u00e7\u00e3o<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-665eeb5 elementor-widget elementor-widget-video\" data-id=\"665eeb5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/06\/Spare-Seek-AI.mp4\" controls=\"\" preload=\"metadata\" controlslist=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f12ae9a e-flex e-con-boxed e-con e-parent\" data-id=\"f12ae9a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-640d0ee elementor-widget elementor-widget-heading\" data-id=\"640d0ee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"the-risk-of-jumping-straight-into-tools\">O risco de avan\u00e7ar diretamente para as ferramentas<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-578ca22 e-flex e-con-boxed e-con e-parent\" data-id=\"578ca22\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-294c25a elementor-widget elementor-widget-text-editor\" data-id=\"294c25a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"263\" data-end=\"811\">Muitas organiza\u00e7\u00f5es lan\u00e7am-se precipitadamente na gest\u00e3o de dispositivos m\u00f3veis (MDM), adquirindo software ou realizando projetos isolados de limpeza. Estas iniciativas que d\u00e3o prioridade \u00e0s ferramentas acabam frequentemente por estagnar, porque falta uma vis\u00e3o global.<\/p><p data-start=\"263\" data-end=\"811\">Sem prioridades claras e sem responsabiliza\u00e7\u00e3o, as equipas concentram-se em resolver o que \u00e9 mais f\u00e1cil, em vez de se dedicarem ao que gera mais valor. Os dados que hoje parecem estar em ordem deterioram-se rapidamente se n\u00e3o existirem fluxos de trabalho de governa\u00e7\u00e3o em vigor.<\/p><p data-start=\"263\" data-end=\"811\">As integra\u00e7\u00f5es aumentam a complexidade: um sistema pode apresentar um fornecedor como ativo, enquanto outro indica o mesmo registo como inativo, criando vers\u00f5es contradit\u00f3rias da realidade.<\/p><p data-start=\"813\" data-end=\"1203\">Outro risco comum \u00e9 n\u00e3o conseguir associar os dom\u00ednios de dados aos processos empresariais que estes afetam. Nem todos os setores s\u00e3o afetados da mesma forma pela m\u00e1 qualidade dos dados, e investir primeiro no dom\u00ednio errado pode significar um esfor\u00e7o desperdi\u00e7ado e um retorno pouco vis\u00edvel.<\/p><p data-start=\"813\" data-end=\"1203\">Um roteiro evita esse desalinhamento, ao indicar quais s\u00e3o os dom\u00ednios mais importantes em cada setor e ao associ\u00e1-los diretamente ao impacto operacional.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c4f35b7 elementor-widget elementor-widget-text-editor\" data-id=\"c4f35b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"_tableContainer_sk2ct_1\"><table><thead><tr><td><p><strong>Ind\u00fastria<\/strong><\/p><\/td><td><p><strong>Principais dom\u00ednios de dados mestre<\/strong><\/p><\/td><td><p><strong>Opera\u00e7\u00f5es mais afetadas pela m\u00e1 qualidade<\/strong><\/p><\/td><\/tr><\/thead><tbody><tr><td><p>Financeiro\u00a0<\/p><\/td><td><p>Cliente, Fornecedor, Produto (instrumentos financeiros, contas, ap\u00f3lices)<\/p><\/td><td><p>Erros de fatura\u00e7\u00e3o e cobran\u00e7a, registos duplicados de clientes<\/p><\/td><\/tr><tr><td><p>Produ\u00e7\u00e3o<\/p><\/td><td><p>Material, pe\u00e7as sobressalentes, lista de materiais (BOM)<\/p><\/td><td><p>Infla\u00e7\u00e3o de invent\u00e1rio, atrasos na produ\u00e7\u00e3o, unidades de medida erradas, alternativas ou substitutos incorretos<\/p><\/td><\/tr><tr><td><p>Petr\u00f3leo, G\u00e1s e Energia<\/p><\/td><td><p>Equipamento, ativos, localiza\u00e7\u00e3o e pe\u00e7as sobressalentes<\/p><\/td><td><p>Tempo m\u00e9dio de repara\u00e7\u00e3o mais longo, riscos de seguran\u00e7a, aquisi\u00e7\u00f5es de emerg\u00eancia, perda de tempo de trabalho<\/p><\/td><\/tr><tr><td><p>Servi\u00e7os p\u00fablicos<\/p><\/td><td><p>Ativos e Equipamentos, Servi\u00e7o e Localiza\u00e7\u00e3o<\/p><\/td><td><p>Reinterven\u00e7\u00f5es no trabalho de campo, atrasos na resposta a interrup\u00e7\u00f5es de servi\u00e7o, lit\u00edgios relativos \u00e0 fatura\u00e7\u00e3o<\/p><\/td><\/tr><tr><td><p>Minera\u00e7\u00e3o<\/p><\/td><td><p>Equipamento, material e fornecedor<\/p><\/td><td><p>Paragens n\u00e3o planeadas, excesso de pe\u00e7as sobressalentes, perdas na aquisi\u00e7\u00e3o<\/p><\/td><\/tr><tr><td><p>Ind\u00fastrias Qu\u00edmicas e de Processos<\/p><\/td><td><p>Materiais e equipamento<\/p><\/td><td><p>Desvios de qualidade, retrabalho dispendioso<\/p><\/td><\/tr><tr><td><p>Retalho e bens de consumo<\/p><\/td><td><p>Produto, Cliente, Fornecedor e Localiza\u00e7\u00e3o<\/p><\/td><td><p>Erros de listagem, falhas no planeamento da procura, dedu\u00e7\u00f5es nas faturas<\/p><\/td><\/tr><tr><td><p>Profissionais de sa\u00fade<\/p><\/td><td><p>Mestre de Artigos, Fornecedores, Ativos e Equipamentos<\/p><\/td><td><p>Atrasos nos procedimentos, escassez de fornecimentos, varia\u00e7\u00e3o de custos<\/p><\/td><\/tr><\/tbody><\/table><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-be6408f e-flex e-con-boxed e-con e-parent\" data-id=\"be6408f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0b704a9 elementor-widget elementor-widget-heading\" data-id=\"0b704a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"conclusion\">Conclus\u00e3o<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ecd086f e-flex e-con-boxed e-con e-parent\" data-id=\"ecd086f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c024c2e elementor-widget elementor-widget-text-editor\" data-id=\"c024c2e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"85\" data-end=\"717\">Uma abordagem estruturada \u00e0 gest\u00e3o de dados mestre proporciona \u00e0s organiza\u00e7\u00f5es um caminho claro para transformar dados fragmentados e inconsistentes em informa\u00e7\u00e3o fi\u00e1vel e pronta a ser utilizada nas atividades empresariais.<\/p><p data-start=\"85\" data-end=\"717\">Ao avaliar sistematicamente a qualidade dos dados, dar prioridade a melhorias essenciais, limpar e enriquecer registos antigos, implementar medidas de governa\u00e7\u00e3o e interligar v\u00e1rios dom\u00ednios, as empresas podem aumentar a efici\u00eancia operacional, reduzir erros e permitir uma tomada de decis\u00f5es mais informada.<\/p><p data-start=\"85\" data-end=\"717\">Uma gest\u00e3o eficaz de dados de ativos (MDM) n\u00e3o se resume apenas \u00e0 gest\u00e3o de dados; trata-se de uma capacidade estrat\u00e9gica que promove a fiabilidade, a conformidade e o valor empresarial a longo prazo em setores com grande concentra\u00e7\u00e3o de ativos.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Este artigo explora a forma como as empresas podem implementar um plano de a\u00e7\u00e3o estruturado para a gest\u00e3o de dados mestres, com o objetivo de melhorar a qualidade dos dados, garantir a governa\u00e7\u00e3o e promover a efici\u00eancia operacional em setores com grande concentra\u00e7\u00e3o de ativos.<\/p>","protected":false},"author":5,"featured_media":40465,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[64],"tags":[75],"class_list":["post-37273","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-mdm"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/posts\/37273","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/comments?post=37273"}],"version-history":[{"count":0,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/posts\/37273\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/media\/40465"}],"wp:attachment":[{"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/media?parent=37273"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/categories?post=37273"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/tags?post=37273"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}