Data Quality Management and Query Resolution: Summary and Assessment

Recommended sources for this chapter include clinical data management practice guidance, Good Clinical Practice quality management principles, FDA risk-based monitoring guidance, REDCap publications, and health data quality framework literature [@scdm2024gcdmp; @ich2016gcp; @fda2013riskmonitoring; @harris2009redcap; @harris2019redcap; @kahn2016dataquality; @weiskopf2013dataquality]. These sources are particularly useful for connecting practical query management, data quality metrics, central monitoring, and database lock procedures with broader concepts of quality management, data fitness for use, and risk-based oversight. ---