Our Research Team

ClubInsight Analytics is an independent, non-commercial research platform operated by a team of academic statisticians and data scientists. We have no ownership or operational relationship with any sports operator or prediction market platform.

Editorial Independence

Our Mission & Independence Policy

Founded in 2011, ClubInsight Analytics publishes independent, peer-reviewed research on sports statistics, probability theory, and responsible analytical frameworks. Our editorial team operates under strict independence protocols: no content is commissioned, sponsored, or editorially influenced by any commercial entity.

All research methodologies, data sources, and analytical conclusions are subject to internal peer review before publication. Where a potential conflict of interest exists, it is disclosed prominently within the relevant article, consistent with academic publishing standards and FTC disclosure guidelines.

14
Years of Research
3.2M+
Data Points
47
Markets Covered
34
Publications

The Team

Dr. Marcus Chen — Lead Quantitative Analyst

Dr. Marcus Chen

Lead Quantitative Analyst

Ph.D. Applied Mathematics — MIT

13 years
Experience
2
Publications

Ph.D. in Applied Mathematics from MIT (2013). Formerly a quantitative researcher at Two Sigma and a visiting lecturer at the London School of Economics. Marcus leads ClubInsight's core probabilistic modeling framework, specializing in Poisson regression and Bayesian inference applied to competitive sports environments.

Bayesian InferencePoisson RegressionKelly OptimizationMonte Carlo Simulation
Dr. Sarah Novak — Head of Data Science

Dr. Sarah Novak

Head of Data Science

Ph.D. Statistics — ETH Zürich

10 years
Experience
4
Publications

Ph.D. in Statistics from ETH Zürich (2016). Sarah built predictive models for a major European sports data provider before joining ClubInsight in 2019. Her research focuses on Expected Goals (xG) model calibration, multi-league normalization, and responsible gaming analytics.

Expected Goals ModelingMachine LearningR / PythonStatistical Calibration
Prof. James Whitfield — Chief Research Officer

Prof. James Whitfield

Chief Research Officer

D.Sc. Statistics — Edinburgh

20 years
Experience
28
Publications

Professor of Statistics at the University of Edinburgh (on sabbatical). James brings 20 years of academic research in probability theory, behavioral decision science, and financial risk modeling. He serves as editorial overseer for all peer-reviewed content published on ClubInsight.

Probability TheoryBehavioral EconomicsRisk ModelingAcademic Publishing
Dr. Linh Nguyen — Data Infrastructure Lead

Dr. Linh Nguyen

Data Infrastructure Lead

M.Sc. Computer Science — NUS

11 years
Experience

M.Sc. in Computer Science from NUS Singapore (2015). Linh architects ClubInsight's data ingestion pipelines, real-time API feeds, and analytical database systems. She previously led the data platform team at SportRadar's Singapore office.

Data EngineeringAPI ArchitectureReal-time SystemsPostgreSQL / dbt

Platform History

Timeline

2011

ClubInsight Analytics founded by Dr. Marcus Chen as an independent research blog

2013

First peer-reviewed publication: "Poisson Process Applications in Football Outcome Modeling"

2016

Expanded to full research platform with automated data pipeline covering 15 leagues

2019

Team grew to 4 researchers; partnered with 3 European universities for data access

2022

Launched Responsible Gaming Analytics module; cited by NCPG in annual research report

2025

Serving 3.2M+ data points analyzed annually across 47 global markets


Contact the Research Team

For research inquiries, data partnership proposals, or responsible gaming consultations, please reach our editorial team. We aim to respond within 3 business days.

📧 research@clubinsight.net
🏛️ Independent · Est. 2011 · Global