Monitoring and Troubleshooting
Data quality dimensions like accuracy, consistency, completeness and timeliness directly impact insights and decision making. Our assessments and governance programs validate data accurately represents real-world entities, events and relationships.
01
Assessment
In-depth profiling gauges multiple quality dimensions against predefined metrics and KPIs using sampling, analytics and customer research.
02
Rules & Standards
Clear, documented definitions and validations are established for all attributes, reference data and formatting with input from data owners.
03
Monitoring
Automated scripts run routinely or continuously to detect deviations from rules. Customizable dashboards and reports surface issues requiring action.
04
Data Cleansing
When monitoring identifies "dirty" values, rules engines and workflows systematically correct or supplement with valid alternatives from golden records.

Case study 1

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