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Machine Learning Research Scientist — Game Systems & Player Modeling (Chinese Mandarin Speaker)

Bitus Labs -
Irvine, CA

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Job Details

Full-time
From $100,000 a year

Benefits

Health insurance
Dental insurance
401(k)
Paid time off
Parental leave
Vision insurance
Flexible schedule
Life insurance

Qualifications

AI models
Mandarin
Software engineering
Quantitative applied research
Computer Science
Testing and evaluation
C++
Machine intelligence
Math
Version control systems
Probability theory
Software testing
Simulation tools
Chinese
Prototypes
Python
Cross-functional communication
Data analysis software

Full Job Description

About the Role

We develop predictive and generative models of player behavior and the game systems that act on them, while also researching and optimizing the core mathematical models behind our games— particularly slot machines. In this role you will translate ambiguous product questions into well-posed modeling problems and deliver solutions that are engaging, profitable, compliant with global regulatory standards, and reliable under production traffic and constraints. You will collaborate with game designers, product managers, and engineers in a fast-paced, on-site, consensus-driven environment, driving both research and product impact.

We're looking for a researcher in Mathematics, Statistics, Computer Science, or a related quantitative field, with strength in probability, statistical/ML modeling, and game mathematics. Fluency in Chinese is required, and you must be able to work on-site in Irvine, CA.

Responsibilities

Player Behavior & Game-System Modeling

Develop models of player behavior—engagement, monetization, retention, anomaly detection— and the systems that act on them.
Translate loosely-specified product questions into modeling problems and select appropriate methods across probabilistic and generative models, gradient boosting, reinforcement learning and bandits, and constrained optimization.
Apply player lifetime value estimation and retention analysis to inform game features and design decisions.

Game Mathematics Design & Optimization

Develop and refine core math models for slot machines and other games, meeting target RTP, hit frequency, and volatility goals.
Design and verify random mechanics, bonus rounds, free spins, and jackpots through combinatorial analysis and detailed probability calculations.
Balance player engagement, regulatory requirements, and long-term profitability through innovative mathematical solutions.

Data, Simulation & Evaluation

Work with large, imbalanced, real-world datasets; diagnose data quality, distribution shift, and leakage, and design evaluation that reflects true model performance.
Perform large-scale simulations and data analyses (Python, MATLAB, R, or custom code) to forecast game performance, validate math models, and optimize retention.
Develop suitable quantitative indices to describe game performance accurately.

Production & ML Workflow

Take models to production with clean, reproducible code; collaborate on deployment, monitoring, and inference constraints.
Build and operate ML pipelines on cloud infrastructure (AWS), including training, deployment, and monitoring of production models.

Regulatory Compliance & Certification Support

Prepare math models, simulation reports, and documentation for certification by global regulatory bodies (e.g., GLI, BMM) across North America, Europe, and Asia.

Cross-Functional Collaboration & Continuous Improvement

Translate complex math/ML concepts into compelling gameplay and clear player communication for both technical and non-technical audiences.
Play-test in-development games, analyze live performance data, and maintain design documentation (par sheets, pay tables, control files).

Required Qualifications

PhD in Mathematics, Computer Science, Statistics, or a related quantitative field (new graduates welcome), OR an MS with 2–3 years of industry experience as an Applied Scientist or ML Engineer.
Strong expertise in combinatorics, probability theory, and statistics, with demonstrable skill in mathematical modeling for game design.
Strong data intuition: ability to identify distribution shift and leakage and to select metrics appropriate to the problem.
Solid software engineering fundamentals—version control, testing, reproducibility—and sound judgment on when a prototype must become production software.
Demonstrated ability to drive a modeling problem from formulation to a working solution independently.
Experience with simulation/programming tools such as Python.
Fluency in Chinese (Required) and the ability to communicate complex concepts to technical and non-technical audiences.
Must be able to work on-site in Irvine, CA 92618.

Preferred / Nice to Have

Familiarity with AWS and the end-to-end ML workflow, from modeling through deployment, monitoring, and inference constraints.
Depth in reinforcement learning and bandits, probabilistic/generative modeling, or constrained/convex optimization and linear programming.
Experience with agentic AI systems or generative models (e.g., LLMs, diffusion models).
Background in gaming, simulation, recommender systems, or fraud/anomaly detection.
Experience designing simulation or synthetic-data pipelines.
Research experience with publications; experience with both land-based and online games.
Familiarity with programming tools C++.
Knowledge of player behavior modeling and player lifetime value estimation.
Passion for gaming and a creative yet analytical approach to game design.

Job Type: Full-time

Pay: From $100,000.00 per year

Benefits:

401(k)
Dental insurance
Flexible schedule
Health insurance
Life insurance
Paid time off
Parental leave
Vision insurance

Language:

Chinese (Required)

Ability to Commute:

Irvine, CA 92618 (Required)

Ability to Relocate:

Irvine, CA 92618: Relocate before starting work (Required)

Work Location: In person

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