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National Center for Immunization & Respiratory DiseasesData Quality Partners: Federal Agencies, Retail Pharmacies, JurisdictionsJanet Fath, PhD Jan HicksThomson, MSW, MPA, A&W AIRA National Meeting
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01
Identify the key data quality indicators relevant to your business.
02
Select appropriate metrics to measure data accuracy, completeness, consistency, and timeliness.
03
Gather data from existing sources to evaluate current quality levels.
04
Engage with stakeholders to understand their data quality needs and expectations.
05
Define criteria for selecting potential data quality partners, such as expertise, tools, and methodologies.
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Research and shortlist potential data quality partners based on the defined criteria.
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Conduct meetings or demos with shortlisted partners to assess their capabilities.
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Make a final selection of partners based on comprehensive evaluations.
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Establish clear agreements regarding roles, responsibilities, and reporting structures.

Who needs data quality partners?

01
Businesses seeking to improve their data quality management.
02
Organizations dealing with large volumes of data across various sources.
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Companies aiming to enhance decision-making through reliable data.
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Firms looking to comply with regulatory standards related to data quality.
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Data analysts and scientists in need of enhanced data consistency for their analyses.
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Marketing teams requiring accurate customer data for better targeting and engagement.
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IT departments responsible for maintaining data integrity across systems.
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Data Quality Partners refers to organizations or teams responsible for ensuring that data meets specific quality standards, including accuracy, consistency, completeness, and reliability.
Organizations that handle significant amounts of data and are subject to regulatory requirements or industry standards may be required to file data quality reports.
To fill out data quality partners, organizations need to gather relevant data quality metrics, document processes and standards for data handling, and complete the designated filing forms with accurate information.
The purpose of data quality partners is to maintain high standards of data integrity, enhance decision-making processes, and ensure compliance with regulatory requirements regarding data management.
Information such as data accuracy rates, error reports, compliance with data quality standards, and any corrective actions taken must be reported on data quality partners.
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