Densey Zenel Maben

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Densey Zenel Maben

Data science for business · University of Stirling

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Projects

Certified

Self-directed project

AI-Assisted Code Modernization with IBM

Junior Software Engineer · Software Engineering · September 2026

96/ 100

Based on a public IBM case study · not affiliated with IBM

Built and verified a full legacy-code modernization for KM-Waechter: fixed the wear calculation, handled missing service history safely, repaired the nightly report’s averaging and crash path, and found a hidden mileage-conversion bug in the helper layer. Also added the missing regression test, documented the review in NOTES.md, and produced a data-driven breakdown-risk analysis that ranks cars by service urgency using the signals the dataset actually supports.

Graded against

  • Fix and extend the repo with the agent35%
  • Diagnose the bug20%
  • Direct and audit the AI agent25%
  • Explain it like an engineer20%

Passed · pass mark 60/100

What stood out6
  • Correctly identified the whole-number division bug and explained why it suppressed a nearly-worn car to 0%
  • Caught the agent’s subtle missing-reading mistake and insisted on an explicit key check instead of a misleading default
  • Swept the helper module and fixed the quiet km_to_miles conversion bug that no test directly covered
  • Built a sensible breakdown-risk analysis that follows the data rather than the tempting mileage/age assumption
  • Leakage-Free Bug Diagnosis
  • Directed AI Code Review
The work I submitted16 tasks

8 tasks · 1.3k characters · 8 written answers · 140 words

  • Division Predict73 characters
  • Diagnose Line130 characters
  • Diagnose Why146 characters
  • Scope Prompt66 characters
  • Audit Findings158 characters
  • Audit Why433 characters
  • Acceptance Checklist174 characters
  • Bob Trial Click74 characters
  • Division Predict1 word
  • Diagnose Line10 words
  • Diagnose Why25 words
  • Scope Prompt1 word
  • Audit Findings1 word
  • Audit Why73 words
  • Acceptance Checklist28 words
  • Bob Trial Click1 word

Summarised on purpose — the submitted code and writing stay private so this page cannot be reused as an answer key. The full submission sits behind the verified certificate.

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1Project completed
1Verified certificate
96Average score
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