{"id":32895,"date":"2022-09-27T19:58:45","date_gmt":"2022-09-27T14:28:45","guid":{"rendered":"http:\/\/ismiletechnologies.com\/?p=32895"},"modified":"2022-10-07T19:35:15","modified_gmt":"2022-10-07T14:05:15","slug":"leveraging-data-management-maturity-model-to-boost-data-management-capabilities","status":"publish","type":"post","link":"https:\/\/ismiletechnologies.com\/en_us\/dataops\/leveraging-data-management-maturity-model-to-boost-data-management-capabilities\/","title":{"rendered":"Leveraging Data Management Maturity Model to boost data management capabilities"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"32895\" class=\"elementor elementor-32895\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-780ad0f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"780ad0f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-10f86db\" data-id=\"10f86db\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9cbe7be elementor-widget elementor-widget-text-editor\" data-id=\"9cbe7be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>As a business organization that wants to leverage data to drive insights &amp; innovation, you must have realized that selecting the right maturity model is the most important factor in the data strategy. <span style=\"color: #14a49c;\"><a style=\"color: #14a49c;\" href=\"http:\/\/ismiletechnologies.com\/dataops-managed-services\/\">The Data Management<\/a><\/span> Maturity Model (DMMM) helps enterprises to measure &amp; improve their data management capabilities by providing guidelines for it.\u00a0 Today\u2019s enterprises can implement data management practices through this consistent, organization-wide framework. It helps in creating data that is accurate &amp; accessible across the organization. DMMM is driven by strategies &amp; policies that go with industry standards.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12da173 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"12da173\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b2b5647 elementor-widget elementor-widget-heading\" data-id=\"b2b5647\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What are the challenges with existing data management models?\u00a0\u00a0\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c3bf10c elementor-widget elementor-widget-text-editor\" data-id=\"c3bf10c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Today, we have so many data management\/governance maturity models to follow. Some of them are \u2013 DAMA-DMBOK2, CMMI CERT-RMM, IBM Data Governance Council Maturity Model, DCAM, Stanford Data Governance Maturity Model, and Gartner\u2019s Enterprise Information Management maturity Model. However, the usage of these models is not full-proof. \u00a0<\/p><p>There are several challenges in the implementation of these models. One, you must be able to compare these models to find the optimum model for yourself, but, all of the above models are hardly comparable given the huge difference in their meta models. Two, if you want to assess your organizational data management maturity, you must first align\/map the metamodel of the data management used in your company with the chosen model which is difficult. Three, Companies fail to reach one of the key goals of the maturity assessment \u2013 to benchmark maturity status of their organization against other similar companies in the industry.\u00a0\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-00a1d0e elementor-widget elementor-widget-heading\" data-id=\"00a1d0e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What does the DMMM have to offer?  <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c8392c elementor-widget elementor-widget-text-editor\" data-id=\"3c8392c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\">It offers a practical, implementable, step-by-step approach to build, embed, and measure data management capabilities.\u00a0\u00a0<\/li><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\">It provides a standard method that every data officer can wield to track progress.\u00a0\u00a0<\/li><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\">It offers a consistent benchmark to put under comparison various data councils i.e. collection of data stakeholders.\u00a0\u00a0<\/li><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\">DMMM gives a granular list of artifacts which is helpful in demonstrating evidence &amp; progress.\u00a0\u00a0<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d15e9e2 elementor-widget elementor-widget-text-editor\" data-id=\"d15e9e2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>It all started in August, 1986, when the Software Engineering Institute (SEITM) at Carnegie Mellon University started developing a maturity framework that would help enterprises in improving their software processes. The MITRE Corporation helped SEITM in its initiative.\u00a0\u00a0<\/p><p>In the existing maturity models, DCAM V2 is very popular, while DAMA, CMMI custom maturity models are popular too. However, the success of any maturity models is dependent on how well they are implemented.<span data-ccp-props=\"{\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ee156ef elementor-widget elementor-widget-template\" data-id=\"ee156ef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"section\" data-elementor-id=\"33692\" class=\"elementor elementor-33692\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d56ccf4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d56ccf4\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-86fbb45\" data-id=\"86fbb45\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-21fdb6e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"21fdb6e\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-b44ab02\" data-id=\"b44ab02\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9436120 elementor-widget elementor-widget-heading\" data-id=\"9436120\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Improve the Communication, Integration &amp; Automation of data flow across your Organization<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56e2c0e elementor-widget elementor-widget-text-editor\" data-id=\"56e2c0e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Calculate your DataOps ROI<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-4d08631\" data-id=\"4d08631\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9c99050 elementor-align-center elementor-widget elementor-widget-lottie\" data-id=\"9c99050\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;source&quot;:&quot;external_url&quot;,&quot;source_external_url&quot;:{&quot;url&quot;:&quot;https:\\\/\\\/assets4.lottiefiles.com\\\/packages\\\/lf20_kkesf8mx.json&quot;,&quot;is_external&quot;:&quot;&quot;,&quot;nofollow&quot;:&quot;&quot;,&quot;custom_attributes&quot;:&quot;&quot;},&quot;loop&quot;:&quot;yes&quot;,&quot;play_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0.9,&quot;sizes&quot;:[]},&quot;lazyload&quot;:&quot;yes&quot;,&quot;link_to&quot;:&quot;none&quot;,&quot;trigger&quot;:&quot;arriving_to_viewport&quot;,&quot;viewport&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;start_point&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]},&quot;end_point&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:100,&quot;sizes&quot;:[]},&quot;renderer&quot;:&quot;svg&quot;}\" data-widget_type=\"lottie.default\">\n\t\t\t\t\t<div class=\"e-lottie__container\"><div class=\"e-lottie__animation\"><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-ebf16a7\" data-id=\"ebf16a7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fc4f4b1 elementor-align-right elementor-mobile-align-left elementor-tablet-align-right elementor-widget elementor-widget-button\" data-id=\"fc4f4b1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xs\" href=\"http:\/\/ismiletechnologies.com\/dataops-roi-calculator\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Proceed<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\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<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-040bd5a elementor-widget elementor-widget-heading\" data-id=\"040bd5a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Reaching &amp; maintaining maturity\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-96935e8 elementor-widget elementor-widget-text-editor\" data-id=\"96935e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Different data governance activities such as data modelling, issue logging, and the documentation of the IT estate are continuously changing, so it becomes obvious that not all data management aspects of an enterprise will initially be mature. However, it is absolutely possible to enhance one\u2019s maturity level by implementing the necessary changes. So, getting complacent after reaching a particular stage in the maturity model should not be your goal, because maturity is not a fixed state. Nevertheless, once considerable maturity is achieved, it is usually taken as \u2018stable\u2019, which means occasional manifestation of any issues are not responsible for the loss of maturity level. Changing data management tool is an example. In the process of changing data management tools, an organization may temporarily loose the compliance but that should not be considered as a degradation in the maturity level as long as it is an approved migration period.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f0e5579 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"f0e5579\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3fc9ee3 elementor-widget elementor-widget-text-editor\" data-id=\"3fc9ee3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>There are so many data management &amp; governance maturity models available, and each has its own approach. As an DataOps expert, ISmile Technologies help enterprises align their data strategy &amp; choose the best maturity assessment tool. With deep expertise in this field, we don\u2019t re-invent the wheel but provide the best solution to your data management issues by leveraging available solutions. We help businesses accelerate their journey to AI-powered automation &amp; improve data quality to maximize their business potential. For more details, please <span style=\"color: #14a49c;\"><a style=\"color: #14a49c;\" href=\"http:\/\/ismiletechnologies.com\/request-a-consultation\/\">get in touch<\/a><\/span> with us.<\/p>\t\t\t\t\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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>As a business organization that wants to leverage data to drive insights &amp; innovation, you must have realized that selecting the right maturity model is the most important factor in the data strategy. The Data Management Maturity Model (DMMM) helps enterprises to measure &amp; improve their data management capabilities by providing guidelines for it.\u00a0 Today\u2019s [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":32901,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[249],"tags":[],"class_list":["post-32895","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dataops"],"_links":{"self":[{"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/posts\/32895","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/comments?post=32895"}],"version-history":[{"count":9,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/posts\/32895\/revisions"}],"predecessor-version":[{"id":33706,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/posts\/32895\/revisions\/33706"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/media\/32901"}],"wp:attachment":[{"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/media?parent=32895"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/categories?post=32895"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/tags?post=32895"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}