Data quality First week

Profile on Monday, enforce on Friday.

Standing up quality on one domain takes a working week: profile the sources, write the rules for the costliest fields, stamp them across the scope, review the first corrections and enable the write-back, then turn on the publish gate and sign the first contract.

ProfileMon· connect the sources· column scores per source· cross-source comparisonRulesTue· pick the ten costliest fields· write the directives· dry run on live rowsPacks and scopeWed· group into packs· stamp across plants and regions· thresholds and schedulesCorrectionThu· review the first proposals· set L1 for all, L2 for two· enable write-back per fieldEnforcementFri· turn on the publish gate· sign the first contract· scorecard to the ownerWEEK ONE, ONE DOMAINDAY 30, THE SCORECARD THE OWNER READSoverall score74% → 91%fields under rules10 → 38fixes applied12,400 · 96% acceptedagents at L34 of 27records quarantined312 → 41contracts met3 of 3
The first week of quality on one domain, day by day, and what the scorecard shows after thirty days. Showcase supplier domain.
5
days to the publish gate on one domain
showcase
10
fields under rules on day two
method
74% → 91%
weighted score at day 30 on the showcase supplier domain
showcase
4 of 27
agents at L3 after thirty days
showcase
The week

Each day with its output and its test

Times are from the showcase supplier domain (two sources, 41,800 records); an estate with more sources adds profiling time, little else.

DayWorkOutputTest
Monday · profileConnect the sources; run the profiler; read the column scores and the cross-source comparisonA scorecard per source and the cost viewThe owner names the ten costliest fields from the cost view alone
Tuesday · rulesWrite the directives for the ten fields as sentences; dry-run each on live rows; set every agent to L1Ten rule agents with their dry-run countsEach dry run flags a number the steward recognises as right
Wednesday · packs and scopeGroup the rules into packs; stamp them across plants and regions; set thresholds, schedules, owners and routesThe pack register with instances and inherited facetsThe first scheduled run at 02:00 Thursday produces findings for every instance
Thursday · correctionReview the first proposals in the queue; set L2 for the two standardisations with the best acceptance; enable the write-back per field with a test writeThe first corrections applied and acknowledgedA test write per field per system is acknowledged and visible in the source
Friday · enforcementTurn on the publish gate; read the held records; sign the first contract with the main consumer; send the scorecard to the ownerGolden, in-flow and quarantined counts; one contract liveThe consumer's feed reads golden records only, with the state visible
Day thirty

The scorecard the owner reads

97%
completeness
96%
validity
88%
consistency
99%
uniqueness
90%
accuracy
86%
timeliness

The showcase supplier domain on day thirty, weighted overall 91% from 74% on Monday. Timeliness is the remaining work: the aged bank verifications. Showcase estate.

MeasureDay 1Day 30
Weighted score74%91%
Fields under rules038
Rule agents027 (4 at L3, 9 at L2, 14 at L1)
Corrections applied012,400 · 96% accepted
Records held or quarantined312 on day 541
Contracts03 of 3 met
Alerts a week41 (fixed thresholds)6 (learned patterns)
The second domain

Faster, because the platform is learned once

The second domain skips most of the learning: the team knows the sentence form, the dry run, the pack register and the gate. Its week is shorter, and its packs often start from the first domain's templates: the country, address and tax-id rules of the supplier domain are the customer domain's rules with a different scope. On the showcase estate the customer domain reached its publish gate in three days.

The order of domains follows the cost view across the estate, which the profiler produces once every source is connected. The domains page gives the six groups and the effort per domain, and the catalogue carries sample rules per dimension for each of the thirty.

Questions

Who is needed during the week?

One steward full time, the domain owner for two decisions a day, the application owner for the write-back tests on Thursday, and the main consumer for the contract on Friday.

What if the sources are more than two?

Monday's profiling takes longer, the cross-source comparison has more columns, and the write-back tests on Thursday are per system. The rest of the week is the same.

Can we start with enforcement off?

Yes, and many programmes do for the first month: the gate runs in observe mode, showing what it would hold, so the owner can see the work list before consumers feel it.

What does the owner do after day thirty?

The monthly review on the domain page: scores and trend, drifted instances, agents due for promotion or demotion, contracts and their breaches, and the next domain.

See quality run on your own domain

Bring one domain and two systems. In a week the sources are profiled, the ten costliest fields are under rules, the first corrections are written back with their acknowledgements and the publish gate is on.