compliance_monitoring · workflow
Monzo ML engineer describes career transition from data science and deployment of a benefit-fraud detection model in production
(not stated)
How it works
Common implementation structure
How this type of workflow is generally built, generalized across documented cases — not tied to any one vendor's stack. Click any stage to read what happens there. Specific products that implement these stages appear in “Tools commonly seen” below.
Stage 1 · Scope benefit fraud problem
The onboarding project was scoped to detect transactions that appear to indicate a type of benefit fraud.
Tools used
scikit learnGoKubernetesdbtddbtFaster Payments SchemeMastercard
Outcome
(not stated)
Grounding & classification
Source type: technical build writeup
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fraud detectionnamed customerproduction runtime claimedtools describedworkflow describedbankingtechnical build writeupcompliance monitoringfinance opsmonitor detect alert