Data Quality Management
Don’t let bad data stall your growth. We cleanse, validate, and enrich your data assets to ensure 100% reliability.
Precision is power
In today’s data-driven landscape, inaccurate or inconsistent data can cost organizations time, money, and missed opportunities. Our Data Quality as a Service (DQaaS) ensures your data is continuously cleansed, validated, and optimized, empowering you to make confident, informed decisions.
A data quality scorecard
Every critical field is scored against a clear rule and threshold, with a named owner, so problems show up long before they reach a report.
Data source: Beneficiary register (sample)
| Data element | Dimension | Rule | Score | Status | Owner | Updated |
|---|---|---|---|---|---|---|
| Beneficiary ID | Uniqueness | One record per person | 97.4% | On target | MEAL officer | 08 Oct 2026 |
| Date of birth | Completeness | Field is filled in | 99.2% | On target | Data clerk | 08 Oct 2026 |
| Phone number | Validity | Matches +251 9XX XXX XXX | 88.1% | Watch | Data clerk | 07 Oct 2026 |
| District code | Consistency | Matches the official code list | 82.5% | Below threshold | GIS officer | 06 Oct 2026 |
| Household size | Accuracy | Matches the verification visit | 94.0% | Watch | Field supervisor | 05 Oct 2026 |
| Distribution date | Timeliness | Entered within 7 days | 96.8% | On target | Field coordinator | 08 Oct 2026 |
- Beneficiary ID97.4%
Uniqueness · One record per person
On targetMEAL officer · 08 Oct 2026 - Date of birth99.2%
Completeness · Field is filled in
On targetData clerk · 08 Oct 2026 - Phone number88.1%
Validity · Matches +251 9XX XXX XXX
WatchData clerk · 07 Oct 2026 - District code82.5%
Consistency · Matches the official code list
Below thresholdGIS officer · 06 Oct 2026 - Household size94.0%
Accuracy · Matches the verification visit
WatchField supervisor · 05 Oct 2026 - Distribution date96.8%
Timeliness · Entered within 7 days
On targetField coordinator · 08 Oct 2026
- Missing values
- 3.1%
- Duplicate records
- 2.6%
- Invalid data rate
- 6.4%
- Data downtime this month
- 4 h
- Table uptime
- 99.9%
Key offerings
Automated Validation
State-of-the-art algorithms that check your data against thousands of rules instantly.
Real-time Monitoring
Dashboards that track data health scores 24/7, alerting you to anomalies immediately.
Global Compliance
Full adherence to ISO 8000, GDPR, and local Ethiopian data sovereignty laws.
Our 4-step framework
- 01
Data Profiling
Analyzing data source structure, content, and quality.
- 02
Cleansing & Standardization
Correcting errors and enforcing standard formats.
- 03
Validation & Enrichment
Verifying against trusted sources and adding value.
- 04
Ongoing Monitoring
Continuous automated checks to conduct health.
Ready to trust your data?
Tell us where your data hurts. Every engagement starts with a free data audit.