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Musab Edriss
Work

Case studies

Each one follows the same arc: context, problem, what I did, result, what I learned.

EngineeringCVM

Rescuing a next-best-offer pipeline from memory-limit failure

A next-best-offer pipeline was rejected by the cluster's memory admission control; a redesign around narrow ranking and staged joins brought it back under the pool limit.

~797 GB → under pool limitMemory planRejected → runningStatus
ML

Dual-layer anomaly detection for digital fulfilment

A proof of concept pairing weighted business rules with an Isolation Forest to surface anomalous digital-fulfilment activity, delivered to reviewers in Power BI.

Rules + Isolation ForestApproachRanked review queueOutput
CVM

Postpaid churn, contract, and ARPU analytics

A connected set of retention analytics for postpaid — contract-locking analysis, churn tracking, telesales next-best-offer targeting, and ARPU outlier detection.

Broad → targeted listsTelesalesOne shared definitionChurn risk
Engineering

Unblocking a real-time decisioning integration

Led the client-side resolution of an integration failure between the campaign platform and a real-time decisioning engine that had stalled campaign development with the vendor.

Integration failure → liveStatusReal-time campaign buildUnblocked