Jobs · Analyst · California

Sr. Analyst, Product Analytics

Sony Interactive Entertainment · San Mateo, CA · 1 mo ago
HybridAnalyst$175k–$249k/yrFull-time

Responsibilities

  • Support the planning and rollout of large-scale testing strategies, including segmentation, global holdouts, and longitudinal studies.
  • Develop and deploy machine learning models for user segmentation, behavior prediction, and fraud detection using Random Forest, Gradient Boosted Trees (XGBoost), Logistic Regression, K-Means, DBSCAN, Latent Class Analysis, and association rule mining.
  • Design and analyze experiments across A/B testing, multivariate testing, frequentist frameworks, and Bayesian experimentation.
  • Design multi-dimensional test structures and interpret results across user segments.
  • Mitigate validity threats including SRM, contamination, and multi-exposure through stratified sampling and CUPED adjustment.
  • Perform causal impact measurement and competitor analysis using synthetic control models, difference-in-differences, interrupted time series, Bayesian structural time series models, seasonal-trend decomposition, and rolling regression.
  • Build and maintain dashboards using Tableau/Domo to integrate ETL processes.
  • Troubleshoot technical configurations, manage data pipelines, validate metrics, and support experimentation scalability.
  • Utilize digital user behavior and monetization analytics, including online customer journeys, website conversions, payment-related user interactions, retention analysis, churn modeling, and marketing ROI.
  • Apply data mining and behavioral segmentation techniques to uncover patterns that drive product, marketing, and revenue optimization decisions.
  • Utilize Python, R, SQL, Adobe Analytics, Customer Journey Analytics, and cloud-based data platforms including Databricks, Data Ocean, Redshift, AWS S3, MongoDB, data catalog, and Postgres to manage and analyze large-scale datasets.

Requirements

  • A Master’s degree in Business Analytics, or related field, or equivalent experience.
  • Three (3) years of experience developing and deploying machine learning models for user segmentation, behavior prediction, and fraud detection.
  • Experience with Random Forest, Gradient Boosted Trees (XGBoost), Logistic Regression, K-Means, DBSCAN, Latent Class Analysis, and association rule mining.
  • Experience with A/B testing, multivariate testing, frequentist frameworks, and Bayesian experimentation.
  • Experience with multi-dimensional test structures and interpreting results across user segments.
  • Experience with mitigating validity threats including SRM, contamination, and multi-exposure through stratified sampling and CUPED adjustment.
  • Experience with causal impact measurement and competitor analysis using synthetic control models, difference-in-differences, interrupted time series, Bayesian structural time series models, seasonal-trend decomposition, and rolling regression.
  • Experience with building and maintaining dashboards using Tableau/Domo to integrate ETL processes.
  • Experience with troubleshooting technical configurations, managing data pipelines, validating metrics, and supporting experimentation scalability.
  • Experience with digital user behavior and monetization analytics, including online customer journeys, website conversions, payment-related user interactions, retention analysis, churn modeling, and marketing ROI.
  • Experience with data mining and behavioral segmentation techniques to uncover patterns that drive product, marketing, and revenue optimization decisions.
  • Experience with utilizing Python, R, SQL, Adobe Analytics, Customer Journey Analytics, and cloud-based data platforms including Databricks, Data Ocean, Redshift, AWS S3, MongoDB, data catalog, and Postgres to manage and analyze large-scale datasets.

Qualifications

None specified.

Skills

  • Data Mining
  • Behavioral Segmentation
  • User Behavior Analytics
  • Fraud Detection
  • Machine Learning
  • Experimentation Design
  • Bayesian Methods
  • Time Series Analysis
  • Customer Journey Analytics
  • Cloud Data Platforms

Benefits

Not specified.

Pay

$175,013.00 – $248,900.00/year

Schedule

Not specified.

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