Data Quality Monitoring
One score for data quality, tracked over time.
One score, broken down by domain and trended over time. Every rule, every violation, every fix, tracked in one place and ready for an audit.
87.4 DQ Score
- +1.2
142 Open violations
318 Problems solved
| DQ Score | 82.3 | 82.8 | 83.6 | 83.3 | 84.9 | 85.4 | 86.4 | 87.4 |
|---|
Who we work with
Why Now
You Fixed Governance. Now Quality Is the Bottleneck.
Once roles, policies and a catalogue are in place, the next question arrives fast: can we actually trust the numbers? Quality is the new blocker, and it shows up in small, costly ways.
Date-format drift
01.02.25 in one system, 2025-02-01 in the next.
Text in number fields
Values that should compute, but cannot.
Missing and negative values
Gaps across months, negatives with no reason.
AI that stalls
Roughly 60% of AI projects stall on data quality.
How We Work
A Repeating Loop, From Problem to Score.
This runs as a loop, not a one-off. Each pass raises the score, then it starts again. Click any step to see what it involves.
2 · Define rules
Example rules, by quality dimension
- Completeness
SELECT count(*) FROM customer WHERE email IS NULL;- Critical
- Consistency
CHECK (meter_read_date ~ '^\d{4}-\d{2}-\d{2}$')- High
- Validity
CHECK (consumption_kwh >= 0)- High
- Referential
contract.account_id NOT IN (SELECT id FROM account)- High
- Timeliness
CHECK (last_update >= now() - interval '24 hours')- Medium
3 · Run
Recent runs, baseline then scheduled
| Run | When | Records | New | Resolved | Score |
|---|---|---|---|---|---|
#118 | Mon 06:00 | 1.24M | 14 | 31 | 87.4 |
#117 | prev Mon | 1.23M | 22 | 27 | 86.2 |
#116 | 2 wks ago | 1.23M | 29 | 19 | 85.1 |
4 · Track
One dashboard, everything in view
- DQ score
- 87.4
- Open violations
- 142
- Domains tracked
- 4
- +5.1 vs start
- KW28
- KW32
- KW36
| DQ score | 82.3 | 82.8 | 83.6 | 83.3 | 84.9 | 85.4 | 86.4 | 87.4 |
|---|
5 · Work it
A violation, worked to closed
VIO-2451 · Missing email · Customer master
- Critical
- Open
- In progress
- Resolved
6 · Fix at source
Where the fix lands, then re-tested
- Controlling formCorrect the record
- API / ETLStop it recurring
- Re-test & closeRe-run the rule
One Place to Look
Transparency Is Key.
Every score, domain and violation in one dashboard, so the right fix is obvious and progress is provable. See it in the live demo.
Domain & criticality breakdown
Score by domain and severity, then drill down to the record.
Trend over time
A weekly line that proves improvement or flags drift early.
Top failing rules
Ranked by impact, so effort goes where it pays off.
- Customer 91
- Finance 84
- Product 79
- HR 88
The dashboard is live and explorable. Click through the scores, domains and violations yourself.
Our Tools
Technical Solutions That Make Governance Real.
Three tools that put governance into daily practice. Each works on its own, or alongside the others.
Access Approval Process
Govern who gets data, with a full audit trail.
Open page: Access Approval ProcessYou’re here
Data Quality Monitoring
Score, trend, and prove your data quality.
See it live.
The demo is open and explorable. Try it, or book 30 minutes with us.
Short video, coming soon
Engage Us
Ways to Start.
Begin with a free conversation, scope a fixed piece of work, or bring in experts as you need them.
Initial Consultation
Start Here
No Cost
60-minute expert conversation
- Ask us anything
- Initial data quality review
- Honest expert perspective
- No sales pitch, no commitment
Statement of Work
Recommended
Fixed Scope
Defined deliverables and timeline
- Data quality rule definition
- Monitoring & scoring setup
- Domain quality dashboard
- Working sessions on priorities
- Remediation workflows
Time & Material
On Demand
Flexible as needed
- Experts on your schedule
- Rule and dashboard support
- Operations and remediation help
- Scale up or down, transparent rates
Get in Touch
Book a Walkthrough.
Alexander WirthsSenior Consultant