{"id":26988,"date":"2025-02-25T16:49:07","date_gmt":"2025-02-25T11:19:07","guid":{"rendered":"https:\/\/www.verdantis.com\/?p=26988"},"modified":"2026-01-12T16:00:08","modified_gmt":"2026-01-12T10:30:08","slug":"desafios-do-mdm","status":"publish","type":"post","link":"https:\/\/www.verdantis.com\/pt\/desafios-do-mdm\/","title":{"rendered":"Desafios na gest\u00e3o de dados mestre"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"26988\" class=\"elementor elementor-26988\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-669e111c e-con-full e-flex e-con e-parent\" data-id=\"669e111c\" 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-fd31015 elementor-widget elementor-widget-heading\" data-id=\"fd31015\" 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=\"what-is-master-data-management\">O que \u00e9 a gest\u00e3o de dados mestre?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2191bae elementor-widget elementor-widget-text-editor\" data-id=\"2191bae\" 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 class=\"whitespace-pre-wrap break-words\">A Gest\u00e3o de Dados Mestres (MDM) \u00e9 uma metodologia abrangente que se centra na identifica\u00e7\u00e3o, gest\u00e3o e manuten\u00e7\u00e3o dos ativos de dados mais cr\u00edticos de uma organiza\u00e7\u00e3o. N\u00e3o se trata apenas de uma solu\u00e7\u00e3o tecnol\u00f3gica, mas sim de uma combina\u00e7\u00e3o de ferramentas, processos e quadros de governa\u00e7\u00e3o concebidos para criar uma vis\u00e3o \u00fanica e fi\u00e1vel da informa\u00e7\u00e3o essencial para o neg\u00f3cio. <a href=\"https:\/\/www.verdantis.com\/what-is-master-data-management\/\">Este artigo<\/a> aborda em pormenor a gest\u00e3o de dados mestres e a sua import\u00e2ncia.\u00a0<\/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<div class=\"elementor-element elementor-element-b062d63 e-con-full e-flex e-con e-parent\" data-id=\"b062d63\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dd8ee9a elementor-widget elementor-widget-text-editor\" data-id=\"dd8ee9a\" 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<h3 class=\"text-lg font-bold text-text-100 mt-1 -mb-1.5\" id=\"breaking-down-master-data\">An\u00e1lise dos dados mestre<\/h3>\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-918cc22 elementor-widget elementor-widget-text-editor\" data-id=\"918cc22\" 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 class=\"whitespace-pre-wrap break-words\">Os dados mestre referem-se \u00e0s entidades de dados centrais e n\u00e3o transacionais que s\u00e3o essenciais para as opera\u00e7\u00f5es de uma organiza\u00e7\u00e3o. Estas incluem normalmente:<\/p><ul class=\"[&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc space-y-1.5 pl-7\"><li class=\"whitespace-normal break-words\"><p><strong>Dados do material \u2013\u00a0<\/strong>Mat\u00e9rias-primas, componentes, especifica\u00e7\u00f5es, regras de substitui\u00e7\u00e3o, informa\u00e7\u00f5es sobre conformidade, etc.<\/p><\/li><li><p><strong>Dados dos clientes<\/strong> \u2013 Nomes, informa\u00e7\u00f5es de contacto, prefer\u00eancias, hist\u00f3rico de compras e dados demogr\u00e1ficos<\/p><\/li><li class=\"whitespace-normal break-words\"><p><strong>Dados do produto<\/strong> \u2013 SKUs, descri\u00e7\u00f5es, especifica\u00e7\u00f5es, pre\u00e7os e categoriza\u00e7\u00f5es<\/p><\/li><li class=\"whitespace-normal break-words\"><p><strong>Dados dos colaboradores<\/strong> \u2013 Informa\u00e7\u00f5es sobre o pessoal, fun\u00e7\u00f5es, estruturas hier\u00e1rquicas e credenciais<\/p><\/li><li><p><strong>Dados de fornecedores\/vendedores<\/strong> \u2013 Informa\u00e7\u00f5es sobre a empresa, contratos e hist\u00f3rico das rela\u00e7\u00f5es<\/p><\/li><li><p><strong>Dados financeiros \u2013 <\/strong>Plano de contas, centros de custo, centros de lucro, entidades jur\u00eddicas, hierarquias financeiras, etc.<\/p><\/li><\/ul><p>A pr\u00f3pria ideia de implementar um sistema de dados mestre, que se baseia num \u00abregisto de refer\u00eancia\u00bb como \u00fanica fonte de verdade, consiste em aumentar a efici\u00eancia, agilizar e simplificar os processos internos \u00e0 medida que estes se expandem.<\/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<div class=\"elementor-element elementor-element-419a623 e-con-full e-flex e-con e-parent\" data-id=\"419a623\" 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-a074534 elementor-widget elementor-widget-text-editor\" data-id=\"a074534\" 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>Em termos gerais, os desafios enfrentados podem ser divididos em v\u00e1rias categorias n\u00e3o exclusivas, conforme detalhado abaixo.<\/p><p>1. Desafios na implementa\u00e7\u00e3o de um sistema ERP ou na migra\u00e7\u00e3o para uma nova vers\u00e3o de um sistema de origem j\u00e1 existente<\/p><p>2. Dificuldades espec\u00edficas relacionadas com a manuten\u00e7\u00e3o da integridade dos dados durante as fases operacionais<\/p><p>3. Desafios de natureza t\u00e9cnica e relacionados com os processos<\/p><p>4. Desafios estrat\u00e9gicos e de gest\u00e3o inerentes \u00e0s grandes empresas\u00a0<\/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-4b839f2 elementor-widget elementor-widget-text-editor\" data-id=\"4b839f2\" 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>O objetivo deste artigo \u00e9 enumerar algumas dessas limita\u00e7\u00f5es espec\u00edficas da implementa\u00e7\u00e3o ou expans\u00e3o do MDM e apresentar as melhores solu\u00e7\u00f5es e medidas poss\u00edveis que as organiza\u00e7\u00f5es podem considerar para resolver esses problemas.\u00a0<\/p><p>A seguir, apresentam-se os principais desafios t\u00e9cnicos que as organiza\u00e7\u00f5es podem enfrentar com os seus dados mestre existentes:\u00a0<\/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<div class=\"elementor-element elementor-element-d01770f e-con-full e-flex e-con e-parent\" data-id=\"d01770f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-6e02203 e-con-full form1 e-flex e-con e-child\" data-id=\"6e02203\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-eeb5eb2 e-con-full form1 e-flex e-con e-child\" data-id=\"eeb5eb2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-2397754 e-con-full e-flex e-con e-child\" data-id=\"2397754\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5915d92 elementor-widget elementor-widget-heading\" data-id=\"5915d92\" 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<span class=\"elementor-heading-title elementor-size-default\">Mantenha os seus dados mestre precisos e organizados para obter melhores resultados empresariais<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a0fa3bb elementor-widget elementor-widget-heading\" data-id=\"a0fa3bb\" 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<span class=\"elementor-heading-title elementor-size-default\">Demonstra\u00e7\u00e3o gratuita do conceito com os seus pr\u00f3prios dados de amostra<\/span>\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-a02c42b e-con-full e-flex e-con e-child\" data-id=\"a02c42b\" 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-3f78567 elementor-widget elementor-widget-metform\" data-id=\"3f78567\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"metform.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"mf-response-props-id-23691\" data-previous-steps-style=\"\" data-editswitchopen=\"\" data-response_type=\"alert\" data-erroricon=\"fas fa-exclamation-triangle\" data-successicon=\"fas fa-check\" data-messageposition=\"top\" class=\"mf-scroll-top-no\">\n\t\t<div class=\"formpicker_warper formpicker_warper_editable\" data-metform-formpicker-key=\"23691\" >\n\t\t\t\t\n\t\t\t<div class=\"mf-widget-container\">\n\t\t\t\t\r\n\t\t<div\r\n\t\t\tid=\"metform-wrap-3f78567-23691\"\r\n\t\t\tclass=\"mf-form-wrapper\"\r\n\t\t\tdata-form-id=\"23691\"\r\n\t\t\tdata-action=\"https:\/\/www.verdantis.com\/pt\/wp-json\/metform\/v1\/entries\/insert\/23691\"\r\n\t\t\tdata-wp-nonce=\"f0e6c9efad\"\r\n\t\t\tdata-form-nonce=\"c7f80c70d2\"\r\n\t\t\tdata-quiz-summery = \"false\"\r\n\t\t\tdata-save-progress = \"false\"\r\n\t\t\tdata-form-type=\"general-form\"\r\n\t\t\tdata-stop-vertical-effect=\"\"\r\n\t\t\t><\/div>\r\n\r\n\r\n\t\t<!----------------------------- \r\n\t\t\t* controls_data : find the the props passed indie of data attribute\r\n\t\t\t* props.SubmitResponseMarkup : contains the markup of error or success message\r\n\t\t\t* https:\/\/developer.mozilla.org\/en-US\/docs\/Web\/JavaScript\/Reference\/Template_literals\r\n\t\t--------------------------- -->\r\n\r\n\t\t\t\t<script type=\"text\/mf\" class=\"mf-template\">\r\n\t\t\tfunction controls_data (value){\r\n\t\t\t\tlet currentWrapper = \"mf-response-props-id-23691\";\r\n\t\t\t\tlet currentEl = document.getElementById(currentWrapper);\r\n\t\t\t\t\r\n\t\t\t\treturn currentEl ? currentEl.dataset[value] : false\r\n\t\t\t}\r\n\r\n\r\n\t\t\tlet is_edit_mode = '' ? true : false;\r\n\t\t\tlet message_position = controls_data('messageposition') || 'top';\r\n\r\n\t\t\t\r\n\t\t\tlet message_successIcon = controls_data('successicon') || '';\r\n\t\t\tlet message_errorIcon = controls_data('erroricon') || '';\r\n\t\t\tlet message_editSwitch = controls_data('editswitchopen') === 'yes' ? true : false;\r\n\t\t\tlet message_proClass = controls_data('editswitchopen') === 'yes' ? 'mf_pro_activated' : '';\r\n\t\t\t\r\n\t\t\tlet is_dummy_markup = is_edit_mode && message_editSwitch ? true : false;\r\n\r\n\t\t\t\r\n\t\t\treturn html`\r\n\t\t\t\t<form\r\n\t\t\t\t\tclassName=\"metform-form-content\"\r\n\t\t\t\t\tref=${parent.formContainerRef}\r\n\t\t\t\t\tonSubmit=${ validation.handleSubmit( parent.handleFormSubmit ) }\r\n\t\t\t\t\r\n\t\t\t\t\t>\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t${is_dummy_markup ? message_position === 'top' ?  props.ResponseDummyMarkup(message_successIcon, message_proClass) : '' : ''}\r\n\t\t\t\t\t${is_dummy_markup ? ' ' :  message_position === 'top' ? props.SubmitResponseMarkup`${parent}${state}${message_successIcon}${message_errorIcon}${message_proClass}` : ''}\r\n\r\n\t\t\t\t\t<!--------------------------------------------------------\r\n\t\t\t\t\t*** IMPORTANT \/ DANGEROUS ***\r\n\t\t\t\t\t${html``} must be used as in immediate child of \"metform-form-main-wrapper\"\r\n\t\t\t\t\tclass otherwise multistep form will not run at all\r\n\t\t\t\t\t---------------------------------------------------------->\r\n\r\n\t\t\t\t\t<div className=\"metform-form-main-wrapper\" key=${'hide-form-after-submit'} ref=${parent.formRef}>\r\n\t\t\t\t\t${html`\r\n\t\t\t\t\t\t\t\t<div data-elementor-type=\"wp-post\" key=\"2\" data-elementor-id=\"23691\" className=\"elementor elementor-23691\" data-elementor-post-type=\"metform-form\">\n\t\t\t\t\t\t<section className=\"elementor-section elementor-top-section elementor-element elementor-element-477805c elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"477805c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div className=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div className=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-00e94c5\" data-id=\"00e94c5\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div className=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section className=\"elementor-section elementor-inner-section elementor-element elementor-element-d2693af elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d2693af\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div className=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div className=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-ff58a6e\" data-id=\"ff58a6e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div className=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div className=\"elementor-element elementor-element-b104bf6 elementor-widget elementor-widget-mf-text\" data-id=\"b104bf6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;mf_input_name&quot;:&quot;mf-first-name&quot;}\" data-widget_type=\"mf-text.default\">\n\t\t\t\t<div className=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t<div className=\"mf-input-wrapper\">\r\n\t\t\t\r\n\t\t\t<input\r\n\t\t\t\ttype=\"text\"\r\n\t\t\t\tclassName=\"mf-input mf-conditional-input\"\r\n\t\t\t\tid=\"mf-input-text-b104bf6\"\r\n\t\t\t\tname=\"mf-first-name\"\r\n\t\t\t\tplaceholder=\"${ parent.decodeEntities(`Your name here`) } \"\r\n\t\t\t\t\t\t\t\t\tonInput=${parent.handleChange}\r\n\t\t\t\t\tonBlur=${parent.handleChange}\r\n\t\t\t\t\taria-invalid=${validation.errors['mf-first-name'] ? 'true' : 'false'}\r\n\t\t\t\t\tref=${el =>{\r\n\t\t\t\t\t\t\t\t\t\t\t\tparent.activateValidation({\"message\":\"This field is required.\",\"minLength\":1,\"maxLength\":\"\",\"type\":\"none\",\"required\":true,\"expression\":\"null\"}, el)\r\n\t\t\t\t\t}}\r\n\t\t\t\t\t\t\t\t\/>\r\n\r\n\t\t\t\t\t\t\t<${validation.ErrorMessage}\r\n\t\t\t\t\terrors=${validation.errors}\r\n\t\t\t\t\tname=\"mf-first-name\"\r\n\t\t\t\t\tas=${html`<span className=\"mf-error-message\"><\/span>`}\r\n\t\t\t\t\t\/>\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div className=\"elementor-element elementor-element-bdccbcc elementor-widget elementor-widget-mf-email\" data-id=\"bdccbcc\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;mf_input_name&quot;:&quot;mf-email&quot;}\" data-widget_type=\"mf-email.default\">\n\t\t\t\t<div className=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t<div className=\"mf-input-wrapper\">\r\n\t\t\t\r\n\t\t\t<input \r\n\t\t\t\ttype=\"email\" \r\n\t\t\t\t \r\n\t\t\t\tdefaultValue=\"\" \r\n\t\t\t\tclassName=\"mf-input mf-conditional-input\" \r\n\t\t\t\tid=\"mf-input-email-bdccbcc\" \r\n\t\t\t\tname=\"mf-email\" \r\n\t\t\t\tplaceholder=\"${ parent.decodeEntities(`Add email`) } \" \r\n\t\t\t\t \r\n\t\t\t\tonBlur=${parent.handleChange} onFocus=${parent.handleChange} aria-invalid=${validation.errors['mf-email'] ? 'true' : 'false' } \r\n\t\t\t\tref=${el=> parent.activateValidation({\"message\":\"This field is required.\",\"emailMessage\":\"Please enter a valid Email address\",\"minLength\":1,\"maxLength\":\"\",\"type\":\"none\",\"required\":true,\"expression\":\"null\"}, el)}\r\n\t\t\t\t\t\t\t\/>\r\n\r\n\t\t\t\t\t\t<${validation.ErrorMessage} \r\n\t\t\t\terrors=${validation.errors} \r\n\t\t\t\tname=\"mf-email\" \r\n\t\t\t\tas=${html`<span className=\"mf-error-message\"><\/span>`}\r\n\t\t\t\/>\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div className=\"elementor-element elementor-element-c9b6106 elementor-widget elementor-widget-mf-text\" data-id=\"c9b6106\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;mf_input_name&quot;:&quot;mf-subject&quot;}\" data-widget_type=\"mf-text.default\">\n\t\t\t\t<div className=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t<div className=\"mf-input-wrapper\">\r\n\t\t\t\r\n\t\t\t<input\r\n\t\t\t\ttype=\"text\"\r\n\t\t\t\tclassName=\"mf-input mf-conditional-input\"\r\n\t\t\t\tid=\"mf-input-text-c9b6106\"\r\n\t\t\t\tname=\"mf-subject\"\r\n\t\t\t\tplaceholder=\"${ parent.decodeEntities(`Company`) } \"\r\n\t\t\t\t\t\t\t\t\tonInput=${parent.handleChange}\r\n\t\t\t\t\tonBlur=${parent.handleChange}\r\n\t\t\t\t\taria-invalid=${validation.errors['mf-subject'] ? 'true' : 'false'}\r\n\t\t\t\t\tref=${el =>{\r\n\t\t\t\t\t\t\t\t\t\t\t\tparent.activateValidation({\"message\":\"This field is required.\",\"minLength\":1,\"maxLength\":\"\",\"type\":\"none\",\"required\":true,\"expression\":\"null\"}, el)\r\n\t\t\t\t\t}}\r\n\t\t\t\t\t\t\t\t\/>\r\n\r\n\t\t\t\t\t\t\t<${validation.ErrorMessage}\r\n\t\t\t\t\terrors=${validation.errors}\r\n\t\t\t\t\tname=\"mf-subject\"\r\n\t\t\t\t\tas=${html`<span className=\"mf-error-message\"><\/span>`}\r\n\t\t\t\t\t\/>\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div className=\"elementor-element elementor-element-2d6695d elementor-widget elementor-widget-mf-telephone\" data-id=\"2d6695d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;mf_input_name&quot;:&quot;mf-telephone&quot;}\" data-widget_type=\"mf-telephone.default\">\n\t\t\t\t<div className=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t<div className=\"mf-input-wrapper\">\n\t\t\t\n\t\t\t<input\n\t\t\t\ttype=\"tel\"\n\t\t\t\tclassName=\"mf-input \"\n\t\t\t\tid=\"mf-input-telephone-2d6695d\" \n\t\t\t\tname=\"mf-telephone\"\n\t\t\t\tplaceholder=\"${ parent.decodeEntities(`Contact Number`) } \"\n\t\t\t\t\t\t\t\t\tonInput=${parent.handleChange}\n\t\t\t\t\taria-invalid=${validation.errors['mf-telephone'] ? 'true' : 'false'}\n\t\t\t\t\tref=${el => parent.activateValidation({\"message\":\"This field is required.\",\"minLength\":1,\"maxLength\":\"\",\"type\":\"none\",\"required\":true,\"expression\":\"null\"}, el)}\n\t\t\t\t\t\t\t\t\/>\n\t\t\t\n\t\t\t\t\t\t\t<${validation.ErrorMessage}\n\t\t\t\t\terrors=${validation.errors}\n\t\t\t\t\tname=\"mf-telephone\"\n\t\t\t\t\tas=${html`<span className=\"mf-error-message\"><\/span>`}\n\t\t\t\t\t\/>\n\t\t\t\n\t\t\t\n\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div className=\"elementor-element elementor-element-ec8264c elementor-widget elementor-widget-mf-text\" data-id=\"ec8264c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;mf_input_name&quot;:&quot;mf-text-message01&quot;}\" data-widget_type=\"mf-text.default\">\n\t\t\t\t<div className=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t<div className=\"mf-input-wrapper\">\r\n\t\t\t\r\n\t\t\t<input\r\n\t\t\t\ttype=\"text\"\r\n\t\t\t\tclassName=\"mf-input \"\r\n\t\t\t\tid=\"mf-input-text-ec8264c\"\r\n\t\t\t\tname=\"mf-text-message01\"\r\n\t\t\t\tplaceholder=\"${ parent.decodeEntities(`Message`) } \"\r\n\t\t\t\t\t\t\t\t\tonInput=${parent.handleChange}\r\n\t\t\t\t\tonBlur=${parent.handleChange}\r\n\t\t\t\t\taria-invalid=${validation.errors['mf-text-message01'] ? 'true' : 'false'}\r\n\t\t\t\t\tref=${el =>{\r\n\t\t\t\t\t\t\t\t\t\t\t\tparent.activateValidation({\"message\":\"This field is required.\",\"minLength\":1,\"maxLength\":\"\",\"type\":\"none\",\"required\":false,\"expression\":\"null\"}, el)\r\n\t\t\t\t\t}}\r\n\t\t\t\t\t\t\t\t\/>\r\n\r\n\t\t\t\t\t\t\t<${validation.ErrorMessage}\r\n\t\t\t\t\terrors=${validation.errors}\r\n\t\t\t\t\tname=\"mf-text-message01\"\r\n\t\t\t\t\tas=${html`<span className=\"mf-error-message\"><\/span>`}\r\n\t\t\t\t\t\/>\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div className=\"elementor-element elementor-element-e5e6be7 elementor-widget__width-auto elementor-widget elementor-widget-mf-button\" data-id=\"e5e6be7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"mf-button.default\">\n\t\t\t\t<div className=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div className=\"mf-btn-wraper mf-conditional-input\" data-mf-form-conditional-logic-requirement=\"\">\r\n\t\t\t\t\t\t\t<button type=\"submit\" className=\"metform-btn metform-submit-btn \" id=\"\">\r\n\t\t\t\t\t<span>${ parent.decodeEntities(`Send Message`) } <\/span>\r\n\t\t\t\t<\/button>\r\n\t\t\t        <\/div>\r\n        \t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t`}\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t${is_dummy_markup ? message_position === 'bottom' ? props.ResponseDummyMarkup(message_successIcon, message_proClass) : '' : ''}\r\n\t\t\t\t\t${is_dummy_markup ? ' ' : message_position === 'bottom' ? props.SubmitResponseMarkup`${parent}${state}${message_successIcon}${message_errorIcon}${message_proClass}` : ''}\r\n\t\t\t\t\r\n\t\t\t\t<\/form>\r\n\t\t\t`\r\n\t\t<\/script>\r\n\r\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8cc7782 elementor-widget elementor-widget-heading\" data-id=\"8cc7782\" 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<span class=\"elementor-heading-title elementor-size-default\">Os seus dados est\u00e3o seguros e s\u00e3o utilizados exclusivamente para os fins previstos. Damos prioridade \u00e0 sua privacidade e protegemos as suas informa\u00e7\u00f5es.<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\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-e871b00 e-flex e-con-boxed e-con e-parent\" data-id=\"e871b00\" 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-a9ca7ff elementor-widget elementor-widget-heading\" data-id=\"a9ca7ff\" 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=\"technical-challenges\">Desafios t\u00e9cnicos<\/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-82d7e68 e-flex e-con-boxed e-con e-parent\" data-id=\"82d7e68\" 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-ae7daf2 elementor-widget elementor-widget-text-editor\" data-id=\"ae7daf2\" 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>Devido ao enorme volume de dados que as grandes organiza\u00e7\u00f5es geram diariamente, os conjuntos de dados no mestre do ERP podem atingir dimens\u00f5es gigantescas, o que d\u00e1 origem a v\u00e1rios desafios de natureza essencialmente t\u00e9cnica\u00a0<\/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-2c4aac9 e-flex e-con-boxed e-con e-parent\" data-id=\"2c4aac9\" 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-20c5afd elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"20c5afd\" 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=\"1-resource-intensive-data-normalization\">1. Normaliza\u00e7\u00e3o de dados com elevado consumo de recursos<\/h3>\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-53a6987 e-flex e-con-boxed e-con e-parent\" data-id=\"53a6987\" 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-6f9aa6d elementor-widget elementor-widget-text-editor\" data-id=\"6f9aa6d\" 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<article class=\"text-token-text-primary w-full\" dir=\"auto\" data-testid=\"conversation-turn-338\" data-scroll-anchor=\"true\"><div class=\"text-base my-auto mx-auto py-5 [--thread-content-margin:--spacing(4)] @[37rem]:[--thread-content-margin:--spacing(6)] @[70rem]:[--thread-content-margin:--spacing(12)] px-(--thread-content-margin)\"><div class=\"[--thread-content-max-width:32rem] @[34rem]:[--thread-content-max-width:40rem] @[64rem]:[--thread-content-max-width:48rem] mx-auto flex max-w-(--thread-content-max-width) flex-1 text-base gap-4 md:gap-5 lg:gap-6 group\/turn-messages focus-visible:outline-hidden\" tabindex=\"-1\"><div class=\"group\/conversation-turn relative flex w-full min-w-0 flex-col agent-turn\"><div class=\"relative flex-col gap-1 md:gap-3\"><div class=\"flex max-w-full flex-col grow\"><div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal [.text-message+&amp;]:mt-5\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"c8c81204-3bc2-4f47-b128-7a7fea66d4af\" data-message-model-slug=\"gpt-4o\"><div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[3px]\"><div class=\"markdown prose dark:prose-invert w-full break-words light\"><p class=\"\" data-start=\"0\" data-end=\"626\">As organiza\u00e7\u00f5es que procuram corrigir dados de m\u00e1 qualidade constatam frequentemente que n\u00e3o existe uma l\u00f3gica \u00fanica capaz de padronizar dados mestre complexos \u2014 especialmente no caso de materiais e pe\u00e7as MRO com fichas t\u00e9cnicas exclusivas e repletas de propriedades.<\/p><p>Sem uma governa\u00e7\u00e3o clara, os problemas relacionados com os dados variam consideravelmente e n\u00e3o podem ser resolvidos em grande escala apenas com regras tradicionais. Consequentemente, as empresas dependem fortemente da normaliza\u00e7\u00e3o manual, conduzida por pessoas. As nuances espec\u00edficas de cada setor complicam ainda mais esta situa\u00e7\u00e3o, exigindo abordagens de processamento personalizadas.<\/p><p>\u00c9 por isso que as empresas tradicionais de MDM recorrem frequentemente a grandes equipas de analistas que realizam tarefas manuais, normalmente sediadas em regi\u00f5es de baixo custo, para gerir e normalizar os dados de forma eficaz.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/article>\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-f42285d elementor-widget elementor-widget-text-editor\" data-id=\"f42285d\" 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><span class=\"diff-highlight\">Em<\/span> o <span class=\"diff-highlight\">span<\/span> <span class=\"diff-highlight\">de<\/span> cinco anos, o <span class=\"diff-highlight\">utiliza\u00e7\u00e3o<\/span> da Intelig\u00eancia Artificial nos processos empresariais tem <span class=\"diff-highlight\">fundamentalmente<\/span> <span class=\"diff-highlight\">alterado<\/span> Gest\u00e3o de dados mestre.\u00a0<span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">Sim, h\u00e1 v\u00e1rias quest\u00f5es <a href=\"https:\/\/www.datacamp.com\/blog\/ai-hallucination\" data-wplink-edit=\"true\" rel=\"nofollow noopener\" target=\"_blank\">como alucina\u00e7\u00f5es<\/a>\u00a0e os desafios inerentes \u00e0 forma\u00e7\u00e3o de um modelo de IA com dados de v\u00e1rios fornecedores, pe\u00e7as e produtos em diversos setores, mas esta situa\u00e7\u00e3o est\u00e1 a mudar rapidamente.\u00a0<\/span><\/p><p><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">Estas mudan\u00e7as est\u00e3o a ocorrer t\u00e3o rapidamente que, num curto espa\u00e7o de um ano, n\u00f3s, na Verdantis, pass\u00e1mos as nossas opera\u00e7\u00f5es de limpeza de dados mestres de um processo conduzido por pessoas para um processo conduzido por IA e aprovado por pessoas<\/span><\/p><p><span style=\"text-align: var(--text-align);\">Isto significa que o modelo n\u00e3o s\u00f3 garante que a normaliza\u00e7\u00e3o dos dados seja muito mais eficiente, como tamb\u00e9m se treina continuamente sobre a forma correta de gerir registos individuais de dados mestre.<\/span><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">\u00a0<\/span><\/p><p><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">Seja como for, eis alguns desafios de normaliza\u00e7\u00e3o de dados que exigem muitos recursos e que s\u00e3o inerentes \u00e0 maioria dos sistemas ERP\u00a0 \u00a0 \u00a0 \u00a0<\/span><\/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-652229b e-flex e-con-boxed e-con e-parent\" data-id=\"652229b\" 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-549d3c8 elementor-widget elementor-widget-text-editor\" data-id=\"549d3c8\" 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>1. <b>Identifica\u00e7\u00e3o de duplicados<\/b> \u2013 Identifica\u00e7\u00e3o de duplicados de n\u00edvel 1 nos ficheiros mestre de fornecedores, clientes e MRO, utilizando propriedades como o n\u00famero de pe\u00e7a do fabricante, o NIF (n\u00famero de identifica\u00e7\u00e3o fiscal) do fornecedor e os endere\u00e7os de e-mail dos clientes. Identifica\u00e7\u00e3o de duplicados de n\u00edvel 2 atrav\u00e9s de uma pontua\u00e7\u00e3o de confian\u00e7a gerada por IA.\u00a0 \u00a0<\/p><p>2. <b>Normaliza\u00e7\u00e3o de dados \u2013 <\/b>Estruturar texto n\u00e3o organizado em campos claros e predefinidos, para obter dados padronizados, organizados e prontos para automatiza\u00e7\u00e3o. Por exemplo: normalizar nomes de empresas ou endere\u00e7os de sites para um formato padr\u00e3o \u00fanico; normalizar as unidades de medida das pe\u00e7as sobressalentes para uma unidade de medida global \u00fanica.\u00a0 \u00a0 \u00a0 \u00a0<\/p><p>3. <b>Extra\u00e7\u00e3o de atributos<\/b> \u2013 Extrair as informa\u00e7\u00f5es essenciais de um determinado registo mestre.\u00a0<span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">Por exemplo: extrair a cidade do fornecedor a partir da morada, extrair as especifica\u00e7\u00f5es das pe\u00e7as a partir da descri\u00e7\u00e3o do produto, etc.<\/span><\/p><p><strong>Exemplo: Normaliza\u00e7\u00e3o dos dados relativos \u00e0s pe\u00e7as sobressalentes de MRO numa empresa global de produ\u00e7\u00e3o<\/strong><\/p><p class=\"\" data-start=\"221\" data-end=\"654\">Uma empresa global do setor da ind\u00fastria transformadora, com opera\u00e7\u00f5es na Am\u00e9rica do Norte, na Europa e na \u00c1sia, mant\u00e9m mais de <strong data-start=\"316\" data-end=\"351\">300 000 registos do mestre de materiais<\/strong>, incluindo pe\u00e7as sobressalentes de MRO, provenientes de milhares de fornecedores. Ao longo dos anos, estes registos foram introduzidos por diferentes equipas em v\u00e1rias regi\u00f5es \u2014 cada uma utilizando as suas pr\u00f3prias conven\u00e7\u00f5es de nomenclatura, unidades de medida (por exemplo, \u00abmm\u00bb vs. \u00abpolegadas\u00bb) e idiomas. Uma \u00fanica pe\u00e7a, como uma <strong data-start=\"615\" data-end=\"634\">v\u00e1lvula hidr\u00e1ulica<\/strong> pode ser indicado como:<\/p><ul data-start=\"656\" data-end=\"738\"><li class=\"\" data-start=\"656\" data-end=\"680\"><p class=\"\" data-start=\"658\" data-end=\"680\"><em data-start=\"658\" data-end=\"678\">V\u00c1LVULA HIDR\u00c1ULICA DE 2 POL. EM A\u00c7O<\/em><\/p><\/li><li class=\"\" data-start=\"681\" data-end=\"707\"><p class=\"\" data-start=\"683\" data-end=\"707\"><em data-start=\"683\" data-end=\"705\">V\u00e1lvula hidr\u00e1ulica, 2\u201d<\/em><\/p><\/li><li class=\"\" data-start=\"708\" data-end=\"738\"><p class=\"\" data-start=\"710\" data-end=\"738\"><em data-start=\"710\" data-end=\"738\">V\u00e1lvula hidr\u00e1ulica de 2 polegadas, a\u00e7o inoxid\u00e1vel<\/em><\/p><\/li><\/ul><p class=\"\" data-start=\"740\" data-end=\"898\">Na aus\u00eancia de um formato ou taxonomia padronizados, a empresa teve dificuldades em identificar duplicados, o que provocou <strong data-start=\"831\" data-end=\"847\">excesso de stock<\/strong>, <strong data-start=\"849\" data-end=\"867\">despesa fora do comum<\/strong>, e <strong data-start=\"873\" data-end=\"895\">atrasos na manuten\u00e7\u00e3o<\/strong>.<\/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-455bf97 e-flex e-con-boxed e-con e-parent\" data-id=\"455bf97\" 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-5932c7a elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"5932c7a\" 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=\"2-disparate-systems\">2. Sistemas d\u00edspares<\/h3>\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-a9994d2 e-flex e-con-boxed e-con e-parent\" data-id=\"a9994d2\" 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-089926f elementor-widget elementor-widget-text-editor\" data-id=\"089926f\" 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>\u00c9 comum muitas pessoas partirem do princ\u00edpio de que as empresas trabalham normalmente apenas com um sistema ERP, pelo que uma integra\u00e7\u00e3o com esse sistema garantir\u00e1 a total harmonia das opera\u00e7\u00f5es.\u00a0<\/p><p>No entanto, isso n\u00e3o \u00e9 o que acontece na pr\u00e1tica; v\u00e1rias empresas utilizam v\u00e1rios sistemas ERP de origem, especialmente em diferentes regi\u00f5es geogr\u00e1ficas, uma vez que cada um deles oferece vantagens diferentes, dependendo da localiza\u00e7\u00e3o, do idioma e dos requisitos sist\u00e9micos.<\/p><p><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">Al\u00e9m disso, n\u00e3o \u00e9 raro que as empresas suportem tanto sistemas mais antigos como mais recentes do mesmo sistema ERP ou EAM, o que agrava o problema.\u00a0<\/span><\/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-fd18ce9 elementor-widget elementor-widget-text-editor\" data-id=\"fd18ce9\" 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>Uma vez que os dados mestre em cada um destes sistemas de origem podem ter sido configurados de forma diferente, a \u00fanica solu\u00e7\u00e3o l\u00f3gica nestes casos \u00e9 integrar todas as bases de dados num \u00fanico software central de gest\u00e3o de dados mestre.\u00a0\u00a0<\/p><p><strong>Exemplo:<\/strong> Uma empresa global pode utilizar o SAP na Europa, o Oracle nos EUA e uma ferramenta desenvolvida internamente na \u00c1sia. Sem uma governa\u00e7\u00e3o unificada dos dados mestre, o mesmo material pode ser registado tr\u00eas vezes com ligeiras varia\u00e7\u00f5es \u2014 o que provoca n\u00edveis de stock imprecisos, atrasos nas encomendas e erros nos relat\u00f3rios financeiros.<\/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-9ad6906 e-flex e-con-boxed e-con e-parent\" data-id=\"9ad6906\" 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-d38a1ba elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"d38a1ba\" 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=\"3-data-management-sensitivity\">3. Gest\u00e3o e sensibilidade dos dados<\/h3>\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-3c97e85 e-flex e-con-boxed e-con e-parent\" data-id=\"3c97e85\" 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-6fb941e elementor-widget elementor-widget-text-editor\" data-id=\"6fb941e\" 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>1. <b>Em conformidade com o RGPD<\/b> \u2013 A gest\u00e3o de dados mestre, especialmente os relativos a clientes e potenciais clientes, pode revelar-se complicada, tendo em conta a legisla\u00e7\u00e3o regional e nacional, como a CAN SPAM e o RGPD\u00a0 \u00a0 \u00a0<\/p><p>2. <b>Legisla\u00e7\u00e3o em mat\u00e9ria de dados<\/b> \u2013 Os registos de dados essenciais, especialmente em alguns setores com grande concentra\u00e7\u00e3o de ativos, s\u00e3o regidos por pol\u00edticas espec\u00edficas de cada empresa, com o objetivo de prevenir o roubo de informa\u00e7\u00e3o confidencial<\/p><p>3. <b>Dados sens\u00edveis <\/b>\u2013 Os registos de dados mestre de alguns setores e empresas s\u00e3o particularmente sens\u00edveis, como o da defesa, as organiza\u00e7\u00f5es estatais, etc., o que torna a gest\u00e3o de dados\u00a0 \u00a0<\/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-7df430e elementor-widget elementor-widget-text-editor\" data-id=\"7df430e\" 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 situa\u00e7\u00e3o complica-se ainda mais quando \u00e9 necess\u00e1rio consolidar informa\u00e7\u00f5es pr\u00f3prias provenientes de v\u00e1rios sistemas que n\u00e3o s\u00e3o de ERP, como um software de CRM, um software de manuten\u00e7\u00e3o de ativos de terceiros, plataformas de dados, etc.\u00a0 \u00a0<\/p><p><strong>Exemplo:\u00a0<\/strong><strong>Gest\u00e3o inadequada de dados confidenciais de clientes numa empresa global de retalho<\/strong><span class=\"diff-highlight\"><br \/><\/span><br \/>Uma empresa global de retalho <span class=\"diff-highlight\">enrolado<\/span> <span class=\"diff-highlight\">para fora<\/span> dados dos clientes em <span class=\"diff-highlight\">o<\/span> regi\u00f5es <span class=\"diff-highlight\">onde<\/span> <span class=\"diff-highlight\">eles<\/span> <span class=\"diff-highlight\">operado<\/span> mas <span class=\"diff-highlight\">fez<\/span> <span class=\"diff-highlight\">n\u00e3o<\/span> <span class=\"diff-highlight\">colocar<\/span> <span class=\"diff-highlight\">o<\/span> <span class=\"diff-highlight\">adequado<\/span> controlos de acesso <span class=\"diff-highlight\">em<\/span> <span class=\"diff-highlight\">lugar<\/span> <span class=\"diff-highlight\">para<\/span> <span class=\"diff-highlight\">o<\/span> <span class=\"diff-highlight\">dados<\/span>. <span class=\"diff-highlight\">Para<\/span> <span class=\"diff-highlight\">exemplo<\/span><span class=\"diff-highlight\">,<\/span> <span class=\"diff-highlight\">sens\u00edvel<\/span> campos como as prefer\u00eancias de exclus\u00e3o e o hist\u00f3rico de compras eram <span class=\"diff-highlight\">todos<\/span> acess\u00edvel a v\u00e1rias equipas. <span class=\"diff-highlight\">Portanto<\/span>, um cliente europeu que exerceu o direito de exclus\u00e3o ao abrigo do RGPD <span class=\"diff-highlight\">terminou<\/span> <span class=\"diff-highlight\">para cima<\/span> <span class=\"diff-highlight\">recebimento<\/span> <span class=\"diff-highlight\">a<\/span> <span class=\"diff-highlight\">marketing<\/span> <span class=\"diff-highlight\">e-mail<\/span> de <span class=\"diff-highlight\">os seus<\/span> Sistema dos EUA, <span class=\"diff-highlight\">que<\/span> <span class=\"diff-highlight\">ent\u00e3o<\/span> <span class=\"diff-highlight\">lan\u00e7ado<\/span> uma investiga\u00e7\u00e3o de conformidade. <span class=\"diff-highlight\">O<\/span> <span class=\"diff-highlight\">pagamento<\/span> fornecedor<span class=\"diff-highlight\">\u2019<\/span><span class=\"diff-highlight\">s<\/span> os dados banc\u00e1rios eram <span class=\"diff-highlight\">ativo<\/span> <span class=\"diff-highlight\">em<\/span> departamentos n\u00e3o relacionados<span class=\"diff-highlight\">.<\/span> <span class=\"diff-highlight\">Em<\/span> <span class=\"diff-highlight\">outro<\/span> <span class=\"diff-highlight\">palavras<\/span>, <span class=\"diff-highlight\">ali<\/span> <span class=\"diff-highlight\">era<\/span> <span class=\"diff-highlight\">a<\/span> falta de acesso baseado em fun\u00e7\u00f5es e de propriedade dos dados<span class=\"diff-highlight\">,<\/span> <span class=\"diff-highlight\">que<\/span> <span class=\"diff-highlight\">revelado<\/span> regulamentar e <span class=\"diff-highlight\">principal<\/span> risco interno.<\/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-33d1cd9 e-flex e-con-boxed e-con e-parent\" data-id=\"33d1cd9\" 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-044f623 elementor-widget elementor-widget-heading\" data-id=\"044f623\" 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=\"4-missing-information\">4. Informa\u00e7\u00f5es em falta<\/h3>\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-9bfab42 e-flex e-con-boxed e-con e-parent\" data-id=\"9bfab42\" 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-7e8059e elementor-widget elementor-widget-text-editor\" data-id=\"7e8059e\" 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>Devido a erros humanos ou \u00e0 indisponibilidade de informa\u00e7\u00e3o, alguns registos de dados mestre podem simplesmente n\u00e3o conter informa\u00e7\u00e3o ou dados que deveriam ser obrigat\u00f3rios.\u00a0\u00a0<\/p><p><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">Muitos outros registos podem n\u00e3o conter informa\u00e7\u00f5es em campos que poderiam ter sido \u00fateis, mas que n\u00e3o s\u00e3o obrigat\u00f3rios.\u00a0<\/span><\/p><p><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">Isto significa que, para que os dados tenham alguma utilidade concreta, os registos teriam de ser enriquecidos com as informa\u00e7\u00f5es e os dados relevantes.\u00a0<\/span><\/p><p><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">Tal como a normaliza\u00e7\u00e3o de dados, este processo tamb\u00e9m exigia uma quantidade enorme de recursos, levava a excedentes de custos e era dif\u00edcil de resolver num prazo curto, antes do advento da Intelig\u00eancia Artificial. <\/span><\/p><p>Por favor, veja este breve v\u00eddeo para saber mais sobre a nossa tecnologia com IA\u00a0<b>Auto Enrich IA<\/b>\u00a0<\/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-379f6ff e-flex e-con-boxed e-con e-parent\" data-id=\"379f6ff\" 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-6a301cc elementor-widget elementor-widget-video\" data-id=\"6a301cc\" 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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-12ee32b e-flex e-con-boxed e-con e-parent\" data-id=\"12ee32b\" 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-e4043d9 elementor-widget elementor-widget-text-editor\" data-id=\"e4043d9\" 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>Atualmente, modelos de IA como o Auto Enrich AI conseguem rastrear e analisar de forma aut\u00f3noma a Web aberta, in\u00fameros cat\u00e1logos de fornecedores e os dados internos das organiza\u00e7\u00f5es, para enriquecer registos individuais em grande escala.\u00a0<\/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-461014a e-flex e-con-boxed e-con e-parent\" data-id=\"461014a\" 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-0523cf3 elementor-widget elementor-widget-heading\" data-id=\"0523cf3\" 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=\"5-data-silos-and-system-integration-issues\">5. Silos de dados e problemas de integra\u00e7\u00e3o de sistemas<\/h3>\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-334f43f e-flex e-con-boxed e-con e-parent\" data-id=\"334f43f\" 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-3c1706b elementor-widget elementor-widget-text-editor\" data-id=\"3c1706b\" 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 maioria das organiza\u00e7\u00f5es cresce de forma org\u00e2nica, acumulando diferentes sistemas para v\u00e1rias fun\u00e7\u00f5es \u2014 CRM para vendas, ERP para opera\u00e7\u00f5es, ferramentas especializadas para marketing e assim por diante. Cada sistema torna-se um potencial silo, armazenando a sua pr\u00f3pria vers\u00e3o das informa\u00e7\u00f5es sobre clientes, produtos ou fornecedores.<\/p><p>O desafio reside na integra\u00e7\u00e3o destes sistemas d\u00edspares para criar uma vis\u00e3o unificada dos dados sem perturbar os processos empresariais existentes. Num caso real, uma empresa de telecomunica\u00e7\u00f5es com a qual trabalh\u00e1mos descobriu que tinha os mesmos clientes registados em sete sistemas diferentes, cada um com informa\u00e7\u00f5es de contacto e detalhes de servi\u00e7o contradit\u00f3rios. Isto levou a esfor\u00e7os de marketing redundantes e a confus\u00e3o no atendimento ao cliente.<\/p><p><strong>Exemplo: Silos de dados de fornecedores na ind\u00fastria transformadora<br \/><\/strong>Uma empresa global de produ\u00e7\u00e3o que utilizava diferentes sistemas ERP nas v\u00e1rias regi\u00f5es apresentava registos de fornecedores fragmentados \u2014 os mesmos fornecedores constavam com nomes, contactos e condi\u00e7\u00f5es diferentes. Esta falta de integra\u00e7\u00e3o causou pagamentos duplicados, atrasos no aprovisionamento e fraca visibilidade do desempenho dos fornecedores. A aus\u00eancia de uma vis\u00e3o unificada dos dados mestre conduziu a inefici\u00eancias operacionais e ao aumento dos custos.<strong><br \/><\/strong><\/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-8642556 e-flex e-con-boxed e-con e-parent\" data-id=\"8642556\" 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-cae87be elementor-widget elementor-widget-heading\" data-id=\"cae87be\" 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<span class=\"elementor-heading-title elementor-size-default\">Conta com a confian\u00e7a dos l\u00edderes do setor em todo o mundo<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3ca80fd e-con-full e-flex e-con e-child\" data-id=\"3ca80fd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-03f88c0 elementor-widget elementor-widget-image-carousel\" data-id=\"03f88c0\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;slides_to_show&quot;:&quot;4&quot;,&quot;navigation&quot;:&quot;none&quot;,&quot;lazyload&quot;:&quot;yes&quot;,&quot;autoplay_speed&quot;:100,&quot;speed&quot;:5000,&quot;image_spacing_custom&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:50,&quot;sizes&quot;:[]},&quot;slides_to_show_tablet&quot;:&quot;4&quot;,&quot;slides_to_show_mobile&quot;:&quot;3&quot;,&quot;image_spacing_custom_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:15,&quot;sizes&quot;:[]},&quot;autoplay&quot;:&quot;yes&quot;,&quot;pause_on_hover&quot;:&quot;yes&quot;,&quot;pause_on_interaction&quot;:&quot;yes&quot;,&quot;infinite&quot;:&quot;yes&quot;,&quot;image_spacing_custom_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"image-carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-image-carousel-wrapper swiper\" role=\"region\" aria-roledescription=\"carousel\" aria-label=\"Carrossel de imagens\" dir=\"ltr\">\n\t\t\t<div class=\"elementor-image-carousel swiper-wrapper\" aria-live=\"off\">\n\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"1 de 6\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/1.webp\" alt=\"1\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"2 de 6\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/2.webp\" alt=\"2\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"3 de 6\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/3.webp\" alt=\"3\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"4 de 6\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/4-1.webp\" alt=\"4-1\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"5 de 6\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/5.webp\" alt=\"5\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"6 de 6\"><figure class=\"swiper-slide-inner\"><img class=\"swiper-slide-image swiper-lazy\" data-src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2024\/10\/6.webp\" alt=\"6\" \/><div class=\"swiper-lazy-preloader\"><\/div><\/figure><\/div>\t\t\t<\/div>\n\t\t\t\t\t\t\t\n\t\t\t\t\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>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9ada920 e-flex e-con-boxed e-con e-parent\" data-id=\"9ada920\" 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-c9b4e6e elementor-widget elementor-widget-heading\" data-id=\"c9b4e6e\" 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=\"managerial-strategic-challenges\">Desafios de gest\u00e3o e estrat\u00e9gicos<\/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-b89a1dd e-flex e-con-boxed e-con e-parent\" data-id=\"b89a1dd\" 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-3a83ec4 elementor-widget elementor-widget-text-editor\" data-id=\"3a83ec4\" 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>Poder-se-ia dizer que estes s\u00e3o alguns dos problemas mais dif\u00edceis de resolver no MDM. Estas quest\u00f5es decorrem principalmente de protocolos de governa\u00e7\u00e3o deficientes e de erros naturais decorrentes de falhas humanas, bem como da aus\u00eancia de fluxos de trabalho de aprova\u00e7\u00e3o claramente definidos.<\/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-a17ace7 e-flex e-con-boxed e-con e-parent\" data-id=\"a17ace7\" 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-6740057 elementor-widget elementor-widget-heading\" data-id=\"6740057\" 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=\"1-data-stewardship\">1. Gest\u00e3o de dados<\/h3>\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-c40e88f e-flex e-con-boxed e-con e-parent\" data-id=\"c40e88f\" 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-ac3d4fc elementor-widget elementor-widget-text-editor\" data-id=\"ac3d4fc\" 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 empresas em fase de crescimento s\u00e3o afetadas por normas e protocolos deficientes em mat\u00e9ria de gest\u00e3o de dados. A pr\u00f3pria ideia de estabelecer um procedimento operacional normalizado para algo t\u00e3o b\u00e1sico como os dados de fornecedores ou prestadores de servi\u00e7os pode parecer um conceito estranho e rudimentar.<\/p><p>No entanto, trata-se de uma medida sensata, capaz de eliminar a necessidade de corre\u00e7\u00f5es repetitivas e dispendiosas dos dados.<\/p><p><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">No entanto, o processo come\u00e7a de cima para baixo: uma organiza\u00e7\u00e3o que se concentra na tomada de decis\u00f5es baseadas em dados ir\u00e1, naturalmente, promover a \u00abgest\u00e3o respons\u00e1vel dos dados\u00bb de cima para baixo e em todos os n\u00edveis; uma organiza\u00e7\u00e3o que encara isso simplesmente como um item de uma lista de verifica\u00e7\u00e3o tem muito mais probabilidades de se ver no meio de\u00a0<a href=\"https:\/\/www.cio.com\/article\/278677\/enterprise-resource-planning-10-famous-erp-disasters-dustups-and-disappointments.html\" rel=\"nofollow noopener\" target=\"_blank\">um desastre no ERP devido a problemas de gest\u00e3o de dados<\/a>.\u00a0\u00a0<\/span><\/p><p><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">Uma vez definidas, as solu\u00e7\u00f5es baseadas em tecnologia podem garantir a gest\u00e3o respons\u00e1vel dos dados, tornando obrigat\u00f3rio o preenchimento dos campos obrigat\u00f3rios, validando os dados e convertendo os formatos <a href=\"https:\/\/andyleonard.blog\/2007\/10\/master-data-management-101-standardize-units-of-measure\/\" rel=\"nofollow noopener\" target=\"_blank\">e unidades de medida<\/a> em conjuntos de dados padronizados.\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/span><\/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-a914ac1 elementor-widget elementor-widget-text-editor\" data-id=\"a914ac1\" 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>1. Taxonomias inconsistentes<\/p><p>2. Fichas t\u00e9cnicas contradit\u00f3rias<\/p><p>3. Unidades de medida pouco claras<\/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-a8da2f3 e-flex e-con-boxed e-con e-parent\" data-id=\"a8da2f3\" 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-8a0ec8d elementor-widget elementor-widget-image\" data-id=\"8a0ec8d\" 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\/02\/Challenges-in-Master-Data-Management.png\" class=\"attachment-large size-large wp-image-31133\" alt=\"Esta ilustra\u00e7\u00e3o destaca os principais desafios t\u00e9cnicos e estrat\u00e9gicos que se colocam na gest\u00e3o de dados mestre.\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/02\/Challenges-in-Master-Data-Management.png 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/02\/Challenges-in-Master-Data-Management-300x225.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/02\/Challenges-in-Master-Data-Management-768x576.png 768w\" 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<div class=\"elementor-element elementor-element-6335832 e-flex e-con-boxed e-con e-parent\" data-id=\"6335832\" 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-ddbcdec elementor-widget elementor-widget-heading\" data-id=\"ddbcdec\" 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=\"2-governance-and-ownership-complications\">2. Complica\u00e7\u00f5es relacionadas com a governa\u00e7\u00e3o e a propriedade<\/h3>\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-adfa0f7 e-flex e-con-boxed e-con e-parent\" data-id=\"adfa0f7\" 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-581fbf7 elementor-widget elementor-widget-text-editor\" data-id=\"581fbf7\" 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>Quem \u00e9 o \u00abdono\u00bb dos dados dos clientes \u2014 o departamento de marketing, de vendas ou de atendimento ao cliente? Quem decide como a informa\u00e7\u00e3o sobre os produtos deve ser estruturada \u2014 a equipa de merchandising ou a equipa da cadeia de abastecimento?<\/p><p>O desafio reside no estabelecimento de quadros claros de governa\u00e7\u00e3o de dados que definam a responsabilidade e estabele\u00e7am a presta\u00e7\u00e3o de contas pela qualidade dos dados. Sem essa clareza, as iniciativas de gest\u00e3o de dados acabam frequentemente por fracassar, uma vez que nenhuma equipa se sente respons\u00e1vel por garantir a exatid\u00e3o e a integridade dos dados.<\/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-0d86860 e-flex e-con-boxed e-con e-parent\" data-id=\"0d86860\" 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-3cf3d4f elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"3cf3d4f\" 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=\"3-business-team-buy-in\">3. Ader\u00eancia da equipa empresarial<\/h3>\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-db3936b e-flex e-con-boxed e-con e-parent\" data-id=\"db3936b\" 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-813141c elementor-widget elementor-widget-text-editor\" data-id=\"813141c\" 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>\u00c9 f\u00e1cil para jornalistas, fornecedores e empresas de software afirmarem que \u00abos dados s\u00e3o o novo petr\u00f3leo\u00bb. No entanto, a realidade no terreno \u00e9 que a maioria das equipas empresariais tem dificuldade em perceber, em primeira m\u00e3o, o valor de dados abundantes, relevantes e completos.\u00a0<\/p><p>Embora as vantagens de dispor de dados claros, fi\u00e1veis e consistentes sejam bem conhecidas, as equipas empresariais geralmente n\u00e3o conseguem perceber o valor que isso representa numa perspetiva global.\u00a0<\/p><p>Os dados mestre, especialmente em setores com grande volume de ativos, tendem a estar presentes em todas as fun\u00e7\u00f5es organizacionais e a afetar as equipas de manuten\u00e7\u00e3o, aquisi\u00e7\u00f5es, produ\u00e7\u00e3o, cadeia de abastecimento, produtos, vendas e gest\u00e3o da procura.\u00a0<\/p><p>Para cada um deles, carregar, atualizar e assumir a responsabilidade por uma tarefa que parece redundante e repetitiva parece ser uma tarefa dif\u00edcil. Contratar pessoal espec\u00edfico para esse efeito \u00e9 mais um investimento que suscita a ira das equipas financeiras e de recursos humanos.<span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">\u00a0 \u00a0\u00a0<\/span><\/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-819758d elementor-widget elementor-widget-text-editor\" data-id=\"819758d\" 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>No entanto, com a tecnologia cada vez mais democratizada nos dias de hoje, as equipas empresariais est\u00e3o cada vez mais a compreender o valor da cria\u00e7\u00e3o de conjuntos de dados fi\u00e1veis que possam ser utilizados para treinar modelos, com vista a melhorar resultados tang\u00edveis. As organiza\u00e7\u00f5es podem agendar de forma proativa demonstra\u00e7\u00f5es, debates, workshops e casos de sucesso que validem claramente o valor de investir numa cultura centrada nos dados.<\/p><p><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">Infelizmente, este \u00e9 um daqueles desafios que exige lideran\u00e7a e o apoio da dire\u00e7\u00e3o, e nenhuma solu\u00e7\u00e3o baseada em tecnologia ou software pode acelerar ou resolver esta situa\u00e7\u00e3o.\u00a0 \u00a0 \u00a0<\/span><\/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-3359bd6 elementor-widget elementor-widget-text-editor\" data-id=\"3359bd6\" 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>1. Alinhamento entre as equipas de neg\u00f3cios e de TI<br \/>2. Prazos de implementa\u00e7\u00e3o<br \/>3. Resist\u00eancia \u00e0 mudan\u00e7a<\/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-ed4255d e-flex e-con-boxed e-con e-parent\" data-id=\"ed4255d\" 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-b336b2d elementor--h-position-center elementor--v-position-middle elementor-arrows-position-inside elementor-widget elementor-widget-slides\" data-id=\"b336b2d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;navigation&quot;:&quot;arrows&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;pause_on_hover&quot;:&quot;yes&quot;,&quot;pause_on_interaction&quot;:&quot;yes&quot;,&quot;autoplay_speed&quot;:5000,&quot;infinite&quot;:&quot;yes&quot;,&quot;transition&quot;:&quot;slide&quot;,&quot;transition_speed&quot;:500}\" data-widget_type=\"slides.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-swiper\">\n\t\t\t\t\t<div class=\"elementor-slides-wrapper elementor-main-swiper swiper\" role=\"region\" aria-roledescription=\"carousel\" aria-label=\"Transpar\u00eancias\" dir=\"ltr\" data-animation=\"fadeInRight\">\n\t\t\t\t<div class=\"swiper-wrapper elementor-slides\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-repeater-item-8111b3c swiper-slide\" role=\"group\" aria-roledescription=\"slide\"><div class=\"swiper-slide-bg\" role=\"img\"><\/div><a class=\"swiper-slide-inner\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjI4ODQ3IiwidG9nZ2xlIjpmYWxzZX0%3D\"><div class=\"swiper-slide-contents\"><div class=\"elementor-slide-heading\">Consolida\u00e7\u00e3o SAP ERP para uma empresa do setor dos produtos florestais inclu\u00edda na lista da Fortune 500<\/div><div  class=\"elementor-button elementor-slide-button elementor-size-sm\">Descarregue gratuitamente o estudo de caso <\/div><\/div><\/a><\/div><div class=\"elementor-repeater-item-3280b34 swiper-slide\" role=\"group\" aria-roledescription=\"slide\"><div class=\"swiper-slide-bg\" role=\"img\"><\/div><a class=\"swiper-slide-inner\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjI4NjIzIiwidG9nZ2xlIjpmYWxzZX0%3D\"><div class=\"swiper-slide-contents\"><div class=\"elementor-slide-heading\">Melhorar o desempenho operacional atrav\u00e9s de uma melhor qualidade dos dados nas empresas de eletricidade<\/div><div  class=\"elementor-button elementor-slide-button elementor-size-sm\">Descarregue gratuitamente o estudo de caso <\/div><\/div><\/a><\/div>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-prev\" role=\"button\" tabindex=\"0\" aria-label=\"Previous slide\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-eicon-chevron-left\" viewbox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M646 125C629 125 613 133 604 142L308 442C296 454 292 471 292 487 292 504 296 521 308 533L604 854C617 867 629 875 646 875 663 875 679 871 692 858 704 846 713 829 713 812 713 796 708 779 692 767L438 487 692 225C700 217 708 204 708 187 708 171 704 154 692 142 675 129 663 125 646 125Z\"><\/path><\/svg>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-next\" role=\"button\" tabindex=\"0\" aria-label=\"Next slide\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-eicon-chevron-right\" viewbox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M696 533C708 521 713 504 713 487 713 471 708 454 696 446L400 146C388 133 375 125 354 125 338 125 325 129 313 142 300 154 292 171 292 187 292 204 296 221 308 233L563 492 304 771C292 783 288 800 288 817 288 833 296 850 308 863 321 871 338 875 354 875 371 875 388 867 400 854L696 533Z\"><\/path><\/svg>\t\t\t\t\t\t<\/div>\n\t\t\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\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-466f3ff e-flex e-con-boxed e-con e-parent\" data-id=\"466f3ff\" 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-5f62301 elementor-widget elementor-widget-heading\" data-id=\"5f62301\" 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=\"4-approvals-reviews\">4. Aprova\u00e7\u00f5es e revis\u00f5es<\/h3>\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-881db2e e-flex e-con-boxed e-con e-parent\" data-id=\"881db2e\" 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-af87e69 elementor-widget elementor-widget-text-editor\" data-id=\"af87e69\" 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 class=\"\" data-start=\"0\" data-end=\"634\">Os processos de aprova\u00e7\u00e3o e revis\u00e3o s\u00e3o essenciais para manter a qualidade dos dados mestre, mas muitas vezes criam estrangulamentos operacionais e estrat\u00e9gicos. Os atrasos resultam de fun\u00e7\u00f5es pouco claras, falta de urg\u00eancia e responsabilidades amb\u00edguas \u2014 especialmente quando s\u00e3o necess\u00e1rias atualiza\u00e7\u00f5es cr\u00edticas, como o registo de novos fornecedores ou a cria\u00e7\u00e3o de artigos.<\/p><p>Sem um quadro consistente, as diferentes unidades de neg\u00f3cio tratam as aprova\u00e7\u00f5es e valida\u00e7\u00f5es de forma diferente, o que conduz a uma qualidade de dados desigual e a uma governa\u00e7\u00e3o empresarial enfraquecida. Al\u00e9m disso, a aus\u00eancia de registos de auditoria, documenta\u00e7\u00e3o e clareza nas fun\u00e7\u00f5es aumenta os riscos de conformidade e reduz a visibilidade sobre quem aprovou as altera\u00e7\u00f5es e porqu\u00ea.<\/p><p class=\"\" data-start=\"636\" data-end=\"1242\">Para superar estes problemas, as organiza\u00e7\u00f5es devem adotar fluxos de trabalho padronizados e automatizados que garantam o cumprimento das regras de neg\u00f3cio e assegurem a responsabiliza\u00e7\u00e3o. Quando a governa\u00e7\u00e3o dos dados mestre est\u00e1 integrada num sistema centralizado, cria-se um conjunto de processos rastre\u00e1veis, com revis\u00f5es e aprova\u00e7\u00f5es consistentes e atempadas em todos os departamentos.<\/p><p>Essas solu\u00e7\u00f5es n\u00e3o s\u00f3 simplificam o processo de tomada de decis\u00f5es, como tamb\u00e9m melhoram a precis\u00e3o dos dados e a conformidade regulamentar. As ferramentas de software especificamente concebidas para a governa\u00e7\u00e3o de dados mestre contribuem para isso, promovendo uma gest\u00e3o estruturada, a rastreabilidade e a transpar\u00eancia \u2014 aspetos essenciais para obter dados fi\u00e1veis e de elevada qualidade em grande escala.<\/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-f343d54 e-flex e-con-boxed e-con e-parent\" data-id=\"f343d54\" 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-5e3e1e2 elementor-widget elementor-widget-heading\" data-id=\"5e3e1e2\" 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=\"5-multi-domain-master-data-effectiveness\">5. Efic\u00e1cia dos dados mestres em v\u00e1rios dom\u00ednios<\/h3>\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-95f0f22 e-flex e-con-boxed e-con e-parent\" data-id=\"95f0f22\" 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-73e9dbe elementor-widget elementor-widget-text-editor\" data-id=\"73e9dbe\" 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>Tal como referido anteriormente, a gest\u00e3o centralizada dos dados mestre contribui para a otimiza\u00e7\u00e3o e a efic\u00e1cia dos processos entre equipas, sendo indiscut\u00edvel o valor que gera, mesmo em silos.\u00a0<\/p><p><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">No entanto, para gerar valor real e tang\u00edvel gra\u00e7as a dados de refer\u00eancia (Master Data) organizados, a sua efic\u00e1cia reside na integra\u00e7\u00e3o da informa\u00e7\u00e3o dispon\u00edvel <a href=\"https:\/\/www.verdantis.com\/multi-domain-mdm\/\">em v\u00e1rias \u00e1reas de dados mestre<\/a>.\u00a0<\/span><\/p><p>Infelizmente, s\u00e3o muito poucas as empresas que disp\u00f5em de recursos suficientes para interpretar os dados mestre em todas as fun\u00e7\u00f5es empresariais, enquanto a maioria adota estas pr\u00e1ticas apenas em algumas \u00e1reas espec\u00edficas, como as aquisi\u00e7\u00f5es, a cadeia de abastecimento ou os dados mestre de fornecedores<\/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-9f6656f elementor-widget elementor-widget-text-editor\" data-id=\"9f6656f\" 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>Estas s\u00e3o algumas das principais e mais evidentes dificuldades relacionadas com a gest\u00e3o de dados mestres. Abord\u00e1mos abaixo mais algumas quest\u00f5es, para apresentar uma lista mais abrangente dos desafios que as empresas enfrentam geralmente.\u00a0 \u00a0 \u00a0\u00a0<\/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-c83842c e-flex e-con-boxed e-con e-parent\" data-id=\"c83842c\" 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-440749a elementor-widget elementor-widget-heading\" data-id=\"440749a\" 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=\"how-to-overcome-these-challenges\">Como superar estes desafios<\/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-c13ec90 e-flex e-con-boxed e-con e-parent\" data-id=\"c13ec90\" 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-389ada8 elementor-widget elementor-widget-heading\" data-id=\"389ada8\" 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=\"start-small-and-scale-strategically\">Comece em pequena escala e expanda-se estrategicamente<\/h3>\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-3f04ab5 e-flex e-con-boxed e-con e-parent\" data-id=\"3f04ab5\" 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-5b9134c elementor-widget elementor-widget-text-editor\" data-id=\"5b9134c\" 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 class=\"whitespace-pre-wrap break-words\">Em vez de tentar implementar o MDM em toda a empresa de uma s\u00f3 vez, considere o seguinte:<\/p><ul class=\"[&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc space-y-1.5 pl-7\"><li class=\"whitespace-normal break-words\">Come\u00e7ando por um dom\u00ednio de dados essencial (como os dados de clientes ou de produtos)<\/li><li class=\"whitespace-normal break-words\">Concentrando-nos nos processos empresariais de maior impacto<\/li><li class=\"whitespace-normal break-words\">Demonstrar valor antes de expandir<\/li><\/ul>\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-ba90c56 e-flex e-con-boxed e-con e-parent\" data-id=\"ba90c56\" 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-3c12e02 elementor-widget elementor-widget-heading\" data-id=\"3c12e02\" 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=\"invest-in-data-quality-tools-and-processes\">Investir em ferramentas e processos de qualidade dos dados<\/h3>\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-5df9218 e-flex e-con-boxed e-con e-parent\" data-id=\"5df9218\" 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-a8afb31 elementor-widget elementor-widget-text-editor\" data-id=\"a8afb31\" 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 class=\"whitespace-pre-wrap break-words\">As plataformas modernas de gest\u00e3o de dados oferecem funcionalidades poderosas para:<\/p><ul class=\"[&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc space-y-1.5 pl-7\"><li class=\"whitespace-normal break-words\"><p>Desduplica\u00e7\u00e3o automatizada<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Normaliza\u00e7\u00e3o de formatos e valores<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Enriquecimento de dados a partir de fontes fi\u00e1veis<\/p><\/li><li class=\"whitespace-normal break-words\"><p>Monitoriza\u00e7\u00e3o cont\u00ednua da qualidade dos dados<\/p><\/li><\/ul>\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-8cd490c e-flex e-con-boxed e-con e-parent\" data-id=\"8cd490c\" 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-a1e7df3 elementor-widget elementor-widget-heading\" data-id=\"a1e7df3\" 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=\"establish-clear-governance-structures\">Estabelecer estruturas de governa\u00e7\u00e3o claras<\/h3>\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-53f0276 e-flex e-con-boxed e-con e-parent\" data-id=\"53f0276\" 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-9b65322 elementor-widget elementor-widget-text-editor\" data-id=\"9b65322\" 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 class=\"whitespace-pre-wrap break-words\">Uma gest\u00e3o eficaz de dispositivos m\u00f3veis (MDM) requer:<\/p><ul class=\"[&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc space-y-1.5 pl-7\"><li class=\"whitespace-normal break-words\">Fun\u00e7\u00f5es e responsabilidades definidas em mat\u00e9ria de propriedade dos dados<\/li><li class=\"whitespace-normal break-words\">Procedimentos claros para altera\u00e7\u00f5es e atualiza\u00e7\u00f5es de dados<\/li><li class=\"whitespace-normal break-words\">Revis\u00f5es regulares da qualidade dos dados<\/li><li class=\"whitespace-normal break-words\">Comiss\u00f5es multifuncionais de governa\u00e7\u00e3o de dados<\/li><\/ul>\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-a12d60d e-con-full e-flex e-con e-parent\" data-id=\"a12d60d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-91e1138 elementor-widget elementor-widget-heading\" data-id=\"91e1138\" 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=\"balance-technology-and-process-improvements\">Equilibrar a tecnologia e as melhorias nos processos<\/h3>\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-bcdc6c1 e-flex e-con-boxed e-con e-parent\" data-id=\"bcdc6c1\" 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-332afb5 elementor-widget elementor-widget-text-editor\" data-id=\"332afb5\" 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 class=\"whitespace-pre-wrap break-words\">Lembre-se de que o MDM n\u00e3o \u00e9 apenas um desafio tecnol\u00f3gico:<\/p><ul class=\"[&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc space-y-1.5 pl-7\"><li class=\"whitespace-normal break-words\">A tecnologia permite uma melhor gest\u00e3o dos dados<\/li><li class=\"whitespace-normal break-words\">Mas s\u00e3o os processos e as pessoas que determinam o sucesso<\/li><li class=\"whitespace-normal break-words\">A forma\u00e7\u00e3o e a gest\u00e3o da mudan\u00e7a s\u00e3o componentes essenciais<\/li><\/ul>\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-835789f e-flex e-con-boxed e-con e-parent\" data-id=\"835789f\" 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-e5f2ef8 elementor-widget elementor-widget-heading\" data-id=\"e5f2ef8\" 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=\"tie-mdm-to-business-outcomes\">Associar o MDM aos resultados empresariais<\/h3>\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-9597b50 e-flex e-con-boxed e-con e-parent\" data-id=\"9597b50\" 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-a636791 elementor-widget elementor-widget-text-editor\" data-id=\"a636791\" 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 class=\"whitespace-pre-wrap break-words\">As iniciativas de MDM mais bem-sucedidas est\u00e3o diretamente ligadas aos objetivos empresariais:<\/p><ul class=\"[&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc space-y-1.5 pl-7\"><li class=\"whitespace-normal break-words\">Melhoria da experi\u00eancia do cliente<\/li><li class=\"whitespace-normal break-words\">Um marketing mais eficaz<\/li><li class=\"whitespace-normal break-words\">Maior efici\u00eancia operacional<\/li><li class=\"whitespace-normal break-words\">Melhor conformidade regulamentar<\/li><li class=\"whitespace-normal break-words\">Relat\u00f3rios e an\u00e1lises mais precisos<\/li><\/ul>\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-ddb941a e-flex e-con-boxed e-con e-parent\" data-id=\"ddb941a\" 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-50dc5d6 elementor-widget elementor-widget-heading\" data-id=\"50dc5d6\" 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-the-path-forward\">Conclus\u00e3o: O caminho a seguir<\/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-4d33f71 e-flex e-con-boxed e-con e-parent\" data-id=\"4d33f71\" 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-2046ae1 elementor-widget elementor-widget-text-editor\" data-id=\"2046ae1\" 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>Desafios da gest\u00e3o de dados mestre <span class=\"diff-highlight\">pode<\/span> <span class=\"diff-highlight\">ser<\/span> <span class=\"diff-highlight\">complicado<\/span><span class=\"diff-highlight\">.<\/span> <span class=\"diff-highlight\">Isso<\/span> <span class=\"diff-highlight\">disse<\/span><span class=\"diff-highlight\">,<\/span> <span class=\"diff-highlight\">eles<\/span> <span class=\"diff-highlight\">s\u00e3o<\/span> n\u00e3o <span class=\"diff-highlight\">imposs\u00edvel<\/span> <span class=\"diff-highlight\">para<\/span> <span class=\"diff-highlight\">superar<\/span>. <span class=\"diff-highlight\">Se<\/span> <span class=\"diff-highlight\">o teu<\/span> <span class=\"diff-highlight\">organiza\u00e7\u00e3o<\/span> <span class=\"diff-highlight\">demora<\/span> <span class=\"diff-highlight\">a<\/span> <span class=\"diff-highlight\">estrat\u00e9gico<\/span> <span class=\"diff-highlight\">abordagem<\/span> <span class=\"diff-highlight\">para<\/span> <span class=\"diff-highlight\">MDM<\/span> <span class=\"diff-highlight\">(<\/span>governa\u00e7\u00e3o, tecnologia e foco nos resultados empresariais<span class=\"diff-highlight\">)<\/span><span class=\"diff-highlight\">,<\/span> <span class=\"diff-highlight\">ent\u00e3o<\/span> <span class=\"diff-highlight\">tu<\/span> <span class=\"diff-highlight\">pode<\/span> <span class=\"diff-highlight\">converter<\/span> dados de um <span class=\"diff-highlight\">fardo<\/span> transform\u00e1-la numa vantagem competitiva.<\/p><p>A gest\u00e3o de dados mestre (MDM) \u00e9 imprescind\u00edvel para qualquer empresa que lide com dados. Isto apesar dos desafios comuns associados \u00e0 gest\u00e3o de dados mestre. No entanto, se voc\u00ea <span class=\"diff-highlight\">sabia<\/span> <span class=\"diff-highlight\">o qu\u00ea<\/span> <span class=\"diff-highlight\">desafios<\/span> podes ter de enfrentar <span class=\"diff-highlight\">em<\/span> o processo de implementa\u00e7\u00e3o, <span class=\"diff-highlight\">tu<\/span> seria <span class=\"diff-highlight\">capaz<\/span> para <span class=\"diff-highlight\">identificar<\/span> e <span class=\"diff-highlight\">evitar<\/span> <span class=\"diff-highlight\">esses<\/span> <span class=\"diff-highlight\">quest\u00f5es<\/span> antes de eles <span class=\"diff-highlight\">virar<\/span> em problemas.<\/p><p>Num <span class=\"diff-highlight\">ambiente<\/span> <span class=\"diff-highlight\">que<\/span> <span class=\"diff-highlight\">ouve<\/span> dados <span class=\"diff-highlight\">referido<\/span> <span class=\"diff-highlight\">para<\/span> <span class=\"diff-highlight\">como<\/span> <span class=\"diff-highlight\">&#8216;<\/span>o novo petr\u00f3leo<span class=\"diff-highlight\">&#8216;<\/span>, MDM <span class=\"diff-highlight\">vai<\/span> <span class=\"diff-highlight\">ser<\/span> a refinaria <span class=\"diff-highlight\">virando<\/span> <span class=\"diff-highlight\">o<\/span> em bruto <span class=\"diff-highlight\">dados<\/span> transform\u00e1-lo num neg\u00f3cio lucrativo <span class=\"diff-highlight\">informa\u00e7\u00e3o<\/span>. Por <span class=\"diff-highlight\">aprendizagem<\/span> <span class=\"diff-highlight\">sobre<\/span><span class=\"diff-highlight\">,<\/span> e <span class=\"diff-highlight\">enfrentar<\/span> <span class=\"diff-highlight\">o<\/span> <span class=\"diff-highlight\">a seguir<\/span> desafios, organiza\u00e7\u00f5es <span class=\"diff-highlight\">vai<\/span> <span class=\"diff-highlight\">esculpir<\/span> <span class=\"diff-highlight\">para fora<\/span> <span class=\"diff-highlight\">a<\/span> <span class=\"diff-highlight\">limpo<\/span> <span class=\"diff-highlight\">caminho<\/span> <span class=\"diff-highlight\">portanto<\/span> <span class=\"diff-highlight\">eles<\/span> pode <span class=\"diff-highlight\">maximizar<\/span> o <span class=\"diff-highlight\">valor<\/span> dos seus dados <span class=\"diff-highlight\">para<\/span> fazer <span class=\"diff-highlight\">melhor<\/span><span class=\"diff-highlight\">,<\/span> decis\u00f5es mais seguras.<\/p><p>O <span class=\"diff-highlight\">frequentemente<\/span><span class=\"diff-highlight\">&#8211;<\/span><span class=\"diff-highlight\">dif\u00edcil<\/span> viagem <span class=\"diff-highlight\">em dire\u00e7\u00e3o a<\/span> Gest\u00e3o eficaz dos dados mestre <span class=\"diff-highlight\">\u00e9<\/span> <span class=\"diff-highlight\">a<\/span> <span class=\"diff-highlight\">que vale a pena<\/span> <span class=\"diff-highlight\">esfor\u00e7o<\/span> <span class=\"diff-highlight\">para<\/span> organiza\u00e7\u00f5es que <span class=\"diff-highlight\">superar<\/span> <span class=\"diff-highlight\">os seus<\/span> desafios <span class=\"diff-highlight\">e<\/span> <span class=\"diff-highlight\">perceber<\/span> <span class=\"diff-highlight\">mais claro<\/span> dados, <span class=\"diff-highlight\">mais enxuto<\/span> opera\u00e7\u00f5es, e <span class=\"diff-highlight\">maior<\/span> <span class=\"diff-highlight\">ades\u00e3o<\/span> <span class=\"diff-highlight\">para<\/span> iniciativas de transforma\u00e7\u00e3o digital.<\/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-1dd114b e-flex e-con-boxed e-con e-parent\" data-id=\"1dd114b\" 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-69ea6dc elementor-widget elementor-widget-text-editor\" data-id=\"69ea6dc\" 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>Desafios da gest\u00e3o de dados mestre <span class=\"diff-highlight\">pode<\/span> <span class=\"diff-highlight\">ser<\/span> <span class=\"diff-highlight\">complicado<\/span><span class=\"diff-highlight\">.<\/span> <span class=\"diff-highlight\">Isso<\/span> <span class=\"diff-highlight\">disse<\/span><span class=\"diff-highlight\">,<\/span> <span class=\"diff-highlight\">eles<\/span> <span class=\"diff-highlight\">s\u00e3o<\/span> n\u00e3o <span class=\"diff-highlight\">imposs\u00edvel<\/span> <span class=\"diff-highlight\">para<\/span> <span class=\"diff-highlight\">superar<\/span>. <span class=\"diff-highlight\">Se<\/span> <span class=\"diff-highlight\">o teu<\/span> <span class=\"diff-highlight\">organiza\u00e7\u00e3o<\/span> <span class=\"diff-highlight\">demora<\/span> <span class=\"diff-highlight\">a<\/span> <span class=\"diff-highlight\">estrat\u00e9gico<\/span> <span class=\"diff-highlight\">abordagem<\/span> <span class=\"diff-highlight\">para<\/span> <span class=\"diff-highlight\">MDM<\/span> <span class=\"diff-highlight\">(<\/span>governa\u00e7\u00e3o, tecnologia e foco nos resultados empresariais<span class=\"diff-highlight\">)<\/span><span class=\"diff-highlight\">,<\/span> <span class=\"diff-highlight\">ent\u00e3o<\/span> <span class=\"diff-highlight\">tu<\/span> <span class=\"diff-highlight\">pode<\/span> <span class=\"diff-highlight\">converter<\/span> dados de um <span class=\"diff-highlight\">fardo<\/span> transform\u00e1-la numa vantagem competitiva.<\/p><p>A gest\u00e3o de dados mestre (MDM) \u00e9 imprescind\u00edvel para qualquer empresa que lide com dados. Isto apesar dos desafios comuns associados \u00e0 gest\u00e3o de dados mestre. No entanto, se voc\u00ea <span class=\"diff-highlight\">sabia<\/span> <span class=\"diff-highlight\">o qu\u00ea<\/span> <span class=\"diff-highlight\">desafios<\/span> podes ter de enfrentar <span class=\"diff-highlight\">em<\/span> o processo de implementa\u00e7\u00e3o, <span class=\"diff-highlight\">tu<\/span> seria <span class=\"diff-highlight\">capaz<\/span> para <span class=\"diff-highlight\">identificar<\/span> e <span class=\"diff-highlight\">evitar<\/span> <span class=\"diff-highlight\">esses<\/span> <span class=\"diff-highlight\">quest\u00f5es<\/span> antes de eles <span class=\"diff-highlight\">virar<\/span> em problemas.<\/p><p>Num <span class=\"diff-highlight\">ambiente<\/span> <span class=\"diff-highlight\">que<\/span> <span class=\"diff-highlight\">ouve<\/span> dados <span class=\"diff-highlight\">referido<\/span> <span class=\"diff-highlight\">para<\/span> <span class=\"diff-highlight\">como<\/span> <span class=\"diff-highlight\">&#8216;<\/span>o novo petr\u00f3leo<span class=\"diff-highlight\">&#8216;<\/span>, MDM <span class=\"diff-highlight\">vai<\/span> <span class=\"diff-highlight\">ser<\/span> a refinaria <span class=\"diff-highlight\">virando<\/span> <span class=\"diff-highlight\">o<\/span> em bruto <span class=\"diff-highlight\">dados<\/span> transform\u00e1-lo num neg\u00f3cio lucrativo <span class=\"diff-highlight\">informa\u00e7\u00e3o<\/span>. Por <span class=\"diff-highlight\">aprendizagem<\/span> <span class=\"diff-highlight\">sobre<\/span><span class=\"diff-highlight\">,<\/span> e <span class=\"diff-highlight\">enfrentar<\/span> <span class=\"diff-highlight\">o<\/span> <span class=\"diff-highlight\">a seguir<\/span> desafios, organiza\u00e7\u00f5es <span class=\"diff-highlight\">vai<\/span> <span class=\"diff-highlight\">esculpir<\/span> <span class=\"diff-highlight\">para fora<\/span> <span class=\"diff-highlight\">a<\/span> <span class=\"diff-highlight\">limpo<\/span> <span class=\"diff-highlight\">caminho<\/span> <span class=\"diff-highlight\">portanto<\/span> <span class=\"diff-highlight\">eles<\/span> pode <span class=\"diff-highlight\">maximizar<\/span> o <span class=\"diff-highlight\">valor<\/span> dos seus dados <span class=\"diff-highlight\">para<\/span> fazer <span class=\"diff-highlight\">melhor<\/span><span class=\"diff-highlight\">,<\/span> decis\u00f5es mais seguras.<\/p><p>O <span class=\"diff-highlight\">frequentemente<\/span><span class=\"diff-highlight\">&#8211;<\/span><span class=\"diff-highlight\">dif\u00edcil<\/span> viagem <span class=\"diff-highlight\">em dire\u00e7\u00e3o a<\/span> Gest\u00e3o eficaz dos dados mestre <span class=\"diff-highlight\">\u00e9<\/span> <span class=\"diff-highlight\">a<\/span> <span class=\"diff-highlight\">que vale a pena<\/span> <span class=\"diff-highlight\">esfor\u00e7o<\/span> <span class=\"diff-highlight\">para<\/span> organiza\u00e7\u00f5es que <span class=\"diff-highlight\">superar<\/span> <span class=\"diff-highlight\">os seus<\/span> desafios <span class=\"diff-highlight\">e<\/span> <span class=\"diff-highlight\">perceber<\/span> <span class=\"diff-highlight\">mais claro<\/span> dados, <span class=\"diff-highlight\">mais enxuto<\/span> opera\u00e7\u00f5es, e <span class=\"diff-highlight\">maior<\/span> <span class=\"diff-highlight\">ades\u00e3o<\/span> <span class=\"diff-highlight\">para<\/span> iniciativas de transforma\u00e7\u00e3o digital.<\/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>Compreender e enfrentar os desafios mais cr\u00edticos na gest\u00e3o de dados mestres para a efici\u00eancia dos processos <\/p>","protected":false},"author":6,"featured_media":28911,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[64],"tags":[],"class_list":["post-26988","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/posts\/26988","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\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/comments?post=26988"}],"version-history":[{"count":0,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/posts\/26988\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/media\/28911"}],"wp:attachment":[{"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/media?parent=26988"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/categories?post=26988"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.verdantis.com\/pt\/wp-json\/wp\/v2\/tags?post=26988"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}