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.
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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What Are the Advantages You Should Expect?
Compliance
Address regulatory needs for accurate traceability reporting.
Reliability
Robust data yields robust, reproducible analytics and applications.
Efficiency
High quality reduces Total Cost of Ownership for analytics programs.
Informed Decisions
Executives and all decision makers can depend completely on accurate data representation of business realities rather than sorting through suspect values.
Organizational Trust
All groups internal and external gain assurance in data-driven functions through a systematic, transparent quality control.