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ENTERPRISE DATA STANDARDS FOR HUMAN SERVICES MARCH 2010 EXECUTIVE SUMMARY The intake process for human services, which includes health and social services, in the Commonwealth is inefficient. Agencies
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Define the scope and objectives of the enterprise data standards. Determine which data domains and processes will be included in the standards.
02
Conduct a thorough analysis of the current data infrastructure and processes. Identify any gaps or inconsistencies that need to be addressed in the standards.
03
Develop a set of standardized data elements and formats that will be used across the organization. This includes naming conventions, data definitions, and data types.
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Establish guidelines for data governance and data management practices. Define roles and responsibilities for data owners, stewards, and custodians.
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Create a data classification framework to categorize and prioritize data based on its sensitivity, criticality, and regulatory requirements.
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Define data quality standards and establish data quality monitoring processes. Implement data validation and cleansing procedures to ensure the accuracy and integrity of the data.
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Develop guidelines for data integration and interoperability. Define standards for data interfaces, data exchange formats, and data mapping.
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Document the enterprise data standards in a comprehensive and accessible manner. Create a central repository or knowledge base where employees can access and reference the standards.

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Organizations of all sizes and industries can benefit from having enterprise data standards. Whether it's a small startup or a multinational corporation, having standardized data practices is essential for effective data management and decision-making.
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Data analysts, data scientists, and other data professionals rely on enterprise data standards to ensure the consistency and reliability of the data they work with. Standardized data formats and definitions make it easier for these professionals to analyze and interpret the data accurately.
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Enterprise data standards are established guidelines and specifications that govern the management, sharing, and use of data across an organization to ensure consistency, accuracy, and accessibility.
Organizations, including businesses and governmental entities, that handle data and need to comply with regulatory requirements and internal policies are typically required to file enterprise data standards.
Filing enterprise data standards involves gathering the necessary data, following the provided templates or guidelines, and ensuring that all required fields are completed accurately before submitting to the relevant authority or internal department.
The purpose of enterprise data standards is to promote effective data governance, improve data quality, support interoperability, and facilitate better decision-making through reliable and standardized information.
Information typically reported includes data classifications, definitions, metadata, data lineage, privacy considerations, and compliance details with relevant regulations.
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