Oliver Cox

S

Chief Data Officer at Crest Analytics · Fraud detection

Crest Analytics
Vancouver, BC · PT (UTC-8)
14+ years experience
Western University
English, Mandarin
Messaging unavailable

Overview

I've spent 26 years on fraud detection - first at Wealthsimple, now at Crest Analytics. Built the trust & safety models now used in 4 product decisions a quarter. Replaced 84 hand-built dashboards with one metrics layer people trust. Most at home with rules engines and Python.

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Answers in batches on Fridays

Skills
PythonSQLLightGBMgraph analyticsrules enginesanomaly detection

Experience

  1. Chief Data Officer
    Dec 2024 - Present
    Crest Analytics · 1 yr 10 mo · Full-time · Vancouver, BC
    • Wrote the metric definitions the leadership team reviews every week.
    • Cut false positives on payment blocks by 37%.
    • Caught $9 million of fraud in the first year of the new models.
  2. Data Analyst
    Jun 2023 - Nov 2024
    Air Canada · 1 yr 5 mo · Full-time · Vancouver, BC
    • Wrote the metric definitions the leadership team reviews every week.
  3. Data Scientist
    Jan 2020 - Jun 2023
    Cohere · 3 yr 5 mo · Full-time · Vancouver, BC
    • Cut false positives on payment blocks by 35%.
    • Wrote the metric definitions the leadership team reviews every week.
  4. Data Scientist
    Dec 2016 - Jan 2020
    Deloitte · 3 yr 1 mo · Full-time · Vancouver, BC
    • Replaced 22 hand-built dashboards with one metrics layer people trust.
  5. Staff Data Scientist
    Nov 2012 - Aug 2016
    Wealthsimple · 3 yr 9 mo · Full-time · Vancouver, BC
    • Wrote the metric definitions the leadership team reviews every week.

Projects

Conference talk: lessons from trust & safety
2024

What went wrong and what worked while scaling fraud detection.

Fraud detection benchmark
2022

Reproducible benchmarks comparing graph analytics and rules engines on real workloads.

References

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Education

  1. Western University
    HBA, Mathematics
    1995 - 1999

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