{"id":2106,"date":"2020-06-26T00:32:30","date_gmt":"2020-06-26T07:32:30","guid":{"rendered":"https:\/\/www.lightsondata.com\/?post_type=tva_lesson&#038;p=2106"},"modified":"2021-09-02T19:38:07","modified_gmt":"2021-09-03T02:38:07","slug":"cmmi-data-management-maturity-model","status":"publish","type":"tva_lesson","link":"https:\/\/www.lightsondata.com\/course\/cmmi-data-management-maturity-model\/","title":{"rendered":"CMMI Data Management Maturity Model"},"content":{"rendered":"<h3>DMM Process Areas (taken from the CMMI*)<\/h3>\n<p><span><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"2120\" data-permalink=\"https:\/\/www.lightsondata.com\/cmmi-process-areas\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2020\/06\/cmmi-process-areas.jpg?fit=525%2C519&amp;ssl=1\" data-orig-size=\"525,519\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"cmmi process areas\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2020\/06\/cmmi-process-areas.jpg?fit=300%2C297&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2020\/06\/cmmi-process-areas.jpg?fit=525%2C519&amp;ssl=1\" alt=\"\" data-id=\"2120\" width=\"525\" data-init-width=\"525\" height=\"519\" data-init-height=\"519\" title=\"cmmi process areas\" loading=\"eager\" src=\"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2020\/06\/cmmi-process-areas.jpg?resize=525%2C519&#038;ssl=1\" data-width=\"525\" data-height=\"519\" sizes=\"(max-width: 525px) 100vw, 525px\" data-lazy-loaded=\"1\"><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"2120\" data-permalink=\"https:\/\/www.lightsondata.com\/cmmi-process-areas\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2020\/06\/cmmi-process-areas.jpg?fit=525%2C519&amp;ssl=1\" data-orig-size=\"525,519\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"cmmi process areas\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2020\/06\/cmmi-process-areas.jpg?fit=300%2C297&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2020\/06\/cmmi-process-areas.jpg?fit=525%2C519&amp;ssl=1\" alt=\"\" data-id=\"2120\" width=\"525\" data-init-width=\"525\" height=\"519\" data-init-height=\"519\" title=\"cmmi process areas\" loading=\"lazy\" src=\"https:\/\/i0.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2020\/06\/cmmi-process-areas.jpg?resize=525%2C519&#038;ssl=1\" data-width=\"525\" data-height=\"519\" srcset=\"https:\/\/i1.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2020\/06\/cmmi-process-areas.jpg?w=525&amp;ssl=1 525w, https:\/\/i1.wp.com\/www.lightsondata.com\/wp-content\/uploads\/2020\/06\/cmmi-process-areas.jpg?resize=300%2C297&amp;ssl=1 300w\" sizes=\"auto, (max-width: 525px) 100vw, 525px\" \/><\/span><\/p>\n<p><em><strong>Data Management Strategy<\/strong><\/em><\/p>\n<p>Data Management Strategy: Vision, goals, objectives, principles, business value, prioritization, metrics, and sequence plan for the data management program<\/p>\n<p>Communications: Communications strategy for data management initiatives and mechanisms to ensure business, IT, and data management stakeholders are aligned with bi-directional feedback<\/p>\n<p>Data Management Function: Structure of data management organization, responsibilities and accountability, interaction model, staffing for data management resources, executive oversight<\/p>\n<p>Business Case: Decision rationale for determining what data management initiatives should be funded based on benefits to the organization and financial considerations<\/p>\n<p>Data Management Funding: Funding justification for the data management program and initiatives, operational and financial metrics<\/p>\n<\/p>\n<p><strong><em>Data Governance<\/em><\/strong><\/p>\n<p>Governance Management: Structure of data governance, governance process and leadership, metrics development and monitoring<\/p>\n<p>Business Glossary: Creation, change management, and compliance for terms, definitions, and properties<\/p>\n<p>Metadata Management: Strategy, classification, capture, integration, and accessibility of business, technical, process, and operational metadata<\/p>\n<\/p>\n<p><strong><em>Data Quality<\/em><\/strong><\/p>\n<p>Data Quality Strategy: Plan and initiatives for the data quality program, aligned with business objectives and impacts<\/p>\n<p>Data Profiling: Analysis of semantic data content in physical data stores for meaning and defect detection<\/p>\n<p>Data Quality Assessment: Assessment and improvement of data quality, business rules and known issues analysis, measuring impact and costs<\/p>\n<p>Data Cleansing: Mechanisms to clean data, reporting and tracking of data issues for correction with impact and cost analysis<\/p>\n<\/p>\n<p><strong><em>Platform and Architecture<\/em><\/strong><\/p>\n<p>Architectural Approach: Architectural strategy, frameworks, and standards for implementation planning<\/p>\n<p>Architectural Standards: Data standards for representation, access, and distribution<\/p>\n<p>Data Management Platform: Technology and capability platforms selection for data distribution and integration into consuming applications<\/p>\n<p>Data Integration: Integration and reconciliation of data from multiple sources into target destinations, standards and best practices, data quality processes at point of entry<\/p>\n<p>Historical Data, Archiving and Retention: Management of historical data, archiving, and retention requirements<\/p>\n<\/p>\n<p><strong><em>Data Operations<\/em><\/strong><\/p>\n<p>Data Requirements Definition: Process and standards for developing, prioritizing, evaluating, and validating data requirements<\/p>\n<p>Data Lifecycle: Mapping of data to business processes as data flows from one process to another<\/p>\n<p>Provider Management: Standardization of data sourcing process, SLAs, and management of data provisioning from internal and external sources.<\/p>\n<\/p>\n<p><strong><em>Supporting Processes<\/em><\/strong><\/p>\n<p>Measurement and Analysis: Establishing and reporting metrics and statistics for each process area within the data management program, supports managing to performance milestones<\/p>\n<p>Process Management: Management and enforcement of policies, processes, and standards, from creation to dissemination to sun-setting<\/p>\n<p>Process Quality Assurance: Evaluation and audit to ensure quality execution in all data management process areas<\/p>\n<p>Risk Management: Identifying, categorizing, managing and mitigating business and technical risks for the data management program<\/p>\n<p>Configuration Management: Establishing and maintaining the integrity of data management artifacts and producsts, and management of releases<\/p>\n<\/p>\n<h3>Levels of CMMI Data Management Maturity Model:<\/h3>\n<\/p>\n<h3>CMMI Resources<\/h3>\n<p>*Presentation: Best Practices with the DMM: <a href=\"https:\/\/www.slideshare.net\/Dataversity\/best-practices-with-the-dmm\" rel=\"nofollow noopener\" style=\"outline: none;\" target=\"_blank\">https:\/\/www.slideshare.net\/Dataversity\/best-practices-with-the-dmm<\/a><\/p>\n<p>CMMI DMM Model: <a href=\"https:\/\/cmmiinstitute.com\/store\/data-management-maturity-(dmm)-(1)\" target=\"_blank\" rel=\"nofollow noopener\" style=\"outline: none;\">https:\/\/cmmiinstitute.com\/store\/data-management-maturity-(dmm)-(1)<\/a><\/p>\n<\/p>\n<h3>Slides<\/h3>\n","protected":false},"template":"","class_list":["post-2106","tva_lesson","type-tva_lesson","status-publish","hentry","tva_courses-data-governance-maturity-model","post-wrapper","thrv_wrapper"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ 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