Oliver Ngata

S

Staff Data Scientist, Gather Finance - funnel analysis · dbt · Python

Gather Finance
Melbourne, Australia · AEST (UTC+10)
13+ years experience
National University of Singapore
English
Messaging unavailable

Overview

Staff Data Scientist at Gather Finance, focused on product analytics. Replaced 66 hand-built dashboards with one metrics layer people trust. Taught SQL to 95 non-analysts. Before that: SoftBank and Toyota. Most at home with dbt and funnel analysis. I write short fiction no one reads.

Good reasons to reach out
  • Second opinions on Python decisions
  • Questions about product analytics
Please don't message about
  • Crypto token projects
  • Generic networking requests
  • Data broker offers

Answers in batches on Fridays

Skills
Pythondbtfunnel analysisAmplitudeSQL

Experience

  1. Staff Data Scientist
    Jun 2022 - Present
    Gather Finance · 4 yr 4 mo · Full-time · Melbourne, Australia
    • Built the product analytics models now used in 10 product decisions a quarter.
    • Wrote the metric definitions the leadership team reviews every week.
  2. Senior Data Scientist
    Apr 2019 - Jun 2022
    SoftBank · 3 yr 2 mo · Full-time · Melbourne, Australia
    • Wrote the metric definitions the leadership team reviews every week.
    • Taught SQL to 62 non-analysts.
  3. Senior Data Scientist
    Nov 2016 - Apr 2019
    Toyota · 2 yr 5 mo · Full-time · Melbourne, Australia
    • Taught SQL to 101 non-analysts.
    • Replaced 30 hand-built dashboards with one metrics layer people trust.
  4. Data Analyst
    Oct 2013 - Nov 2016
    Grab · 3 yr 1 mo · Full-time · Melbourne, Australia
    • Wrote the metric definitions the leadership team reviews every week.
    • Replaced 114 hand-built dashboards with one metrics layer people trust.

Projects

Product analytics benchmark
2026

Reproducible benchmarks comparing dbt and funnel analysis on real workloads.

Conference talk: lessons from product analytics
2022

What went wrong and what worked while scaling product analytics.

References

No references yet.

Education

  1. National University of Singapore
    BComp, Statistics
    2008 - 2012

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