Hello, I’m a Senior Data Analyst and Analytics Strategist with over 10 years of experience delivering automation, visualization, and insights across technology, e-commerce, finance, and risk domains. I excel at turning complex data into actionable intelligence and partnering with cross-functional teams to drive KPI clarity and strategic decisions. I’m proficient in SQL, Python, and modern BI platforms, and I’ve built ML pipelines that transform datasets into storytelling dashboards. I’m passionate about data storytelling, process innovation, and operational efficiency, and I enjoy collaborating with diverse stakeholders to accelerate impact.

Brett Lai

Hello, I’m a Senior Data Analyst and Analytics Strategist with over 10 years of experience delivering automation, visualization, and insights across technology, e-commerce, finance, and risk domains. I excel at turning complex data into actionable intelligence and partnering with cross-functional teams to drive KPI clarity and strategic decisions. I’m proficient in SQL, Python, and modern BI platforms, and I’ve built ML pipelines that transform datasets into storytelling dashboards. I’m passionate about data storytelling, process innovation, and operational efficiency, and I enjoy collaborating with diverse stakeholders to accelerate impact.

Available to hire

Hello, I’m a Senior Data Analyst and Analytics Strategist with over 10 years of experience delivering automation, visualization, and insights across technology, e-commerce, finance, and risk domains. I excel at turning complex data into actionable intelligence and partnering with cross-functional teams to drive KPI clarity and strategic decisions.

I’m proficient in SQL, Python, and modern BI platforms, and I’ve built ML pipelines that transform datasets into storytelling dashboards. I’m passionate about data storytelling, process innovation, and operational efficiency, and I enjoy collaborating with diverse stakeholders to accelerate impact.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
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Language

English
Fluent

Work Experience

Data Scientist (Contract) at Apple
June 1, 2025 - June 1, 2025
Developed Python/SQL quantitative grading metrics to evaluate AI-generated app summaries, directly influencing LLM model improvement cycles and improving training data quality by 30%. Partnered with ML engineers to enhance dataset compliance with safety standards. Built Tableau dashboards comparing human vs. AI-generated content, reducing review time by 5 hours weekly.
Data Analyst (Customer Retention Contract) at DoorDash
December 1, 2024 - December 1, 2024
Conducted quantitative analysis and validated A/B testing using CUPED methods, identifying cost-saving opportunities that could reach up to $2M. Automated Snowflake ETL and Tableau for retention and ROI metrics, improving turnaround by 80%.
Business Data Analyst (AmazonPublisher Services) at Amazon
October 1, 2023 - October 1, 2023
Designed and automated 100+ SQL/Python pipelines and QuickSight dashboards supporting revenue and sales operations across AWS Redshift and Salesforce data sources. Reduced manual reporting time by 90%. Enhanced reporting reliability through QA automation and clear data lineage documentation.
Analyst (Monetization Insights, Commercial Analytics Strategy) at YouTube (Via Sellbytel)
November 1, 2022 - November 1, 2022
Developed funnel, cohort, and revenue dashboards to track growth, narrowing KPI gaps from 39% to 10%. Delivered executive-ready reports linking user behavior to revenue opportunities. Collaborated with Finance, Strategy, and Data Science to shape monetization and growth strategies using SQL and cohort analysis.
Analyst (Trust and Safety) at YouTube (Via Sellbytel)
November 1, 2022 - November 1, 2022
Designed 100+ SQL workflows for event-driven datasets, reducing pipeline runtime by 50%. Identified 30+ anomalies and content abuse patterns, surfacing insights that informed engineering interventions and policy changes.
Data Analyst (Lab126 Reliability Engineering) at Amazon
July 1, 2017 - July 1, 2017
Applied statistical analysis to detect failure patterns in hardware devices, improving product reliability and guiding engineering fixes. Developed forecast and warranty models that reduced downtime and optimized repair strategies.
Business Data Consultant at Wells Fargo
January 1, 2017 - January 1, 2017
Partnered with SMEs to identify data quality issues and developed exception reports, supporting operational reviews for business stakeholders.
Data Analyst (Risk Management) at Commonwealth Bank of Australia
December 1, 2015 - December 1, 2015
Conducted scenario analysis and identified supplier data issues, resulting in $100K+ cost savings and improved risk reporting accuracy.
Actuarial Data Analyst at AMP
November 1, 2014 - November 1, 2014
Assisted Senior Actuaries with monthly valuation for 20+ Insurance and Superannuation products, ensuring accurate financial assessments. Developed Prophet DCS/VBA valuation models and improved process efficiency, reducing runtime and monthly costs.

Education

Master of Engineering Science at University of New South Wales, Sydney, Australia
January 11, 2030 - November 4, 2025
Bachelor of Engineering Science and Mathematical Modeling at University of Auckland, New Zealand
January 11, 2030 - November 4, 2025
Professional Certificate at CFA Exams
January 11, 2030 - November 4, 2025
Google Machine Learning Crash Course at Google
January 11, 2030 - November 4, 2025

Qualifications

CFA Exams
January 11, 2030 - November 4, 2025
Society of Actuarial Exams (Exam P – Probability, Exam FM – Financial Mathematics)
January 11, 2030 - November 4, 2025
Google Machine Learning Crash Course
January 11, 2030 - November 4, 2025
Introduction to Data Science, Machine Learning, The Data Scientist’s Toolbox and R Programming
January 11, 2030 - November 4, 2025

Industry Experience

Financial Services, Software & Internet, Media & Entertainment, Professional Services, Retail