Senior Data Scientist - GSM Platform
vinsmart future- Posted 20 hours ago
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Job Description
Senior / Expert Data Scientist — Service Optimization
Location: Hà Nội - Technopark Tower/ HCM - Vincom Đồng Khởi
Report line:
About the role
GSM is building intelligent decision systems that power large-scale mobility and logistics operations. We're looking for a Senior/Expert Data Scientist to lead the development of machine learning and optimization models, plus decision-intelligence solutions across dynamic pricing, driver incentives, smart navigation, and marketplace efficiency.
This role is primarily focused on pricing and driver incentive/navigation, while also contributing to other high-impact decision problems across the organization. You'll work end-to-end — from problem framing and feature design to model development, experimentation, and measuring production impact.
We're looking for someone with strong applied-ML and analytics foundations who enjoys solving complex real-world problems using data, experimentation, and scalable machine learning.
What you'll do
Build and improve core ML models for operational decision systems
- Develop and iterate on ML solutions for dynamic pricing, dynamic driver incentive, driver smart navigation, and near-real-time demand/supply forecasting
- Design features from user behavior, driver behavior, geospatial data, and marketplace/operational signals
Drive experimentation and model improvement
- Design and execute offline and online experiments
- Define evaluation methodologies and success metrics
- Conduct root-cause analysis and model diagnostics
- Identify opportunities to improve model quality, stability, and business impact
Research and apply advanced ML techniques
- Apply modern approaches including gradient boosting (XGBoost, LightGBM, CatBoost), ranking & optimization methods, scoring & recommendation techniques, and spatio-temporal modeling
- Explore new approaches through rapid prototyping and data-driven validation
Partner across functions
- Collaborate with Product, Operations, Engineering, and Analytics to turn business challenges into measurable ML solutions
- Work closely with ML Engineers to productionize models and monitor performance
- Communicate insights, trade-offs, and recommendations to stakeholders
Own the end-to-end Data Science lifecycle
- Problem framing → data exploration → feature engineering → model development → offline evaluation → experimentation (A/B and switchback testing) → production monitoring and iteration
What you bring
Required
- Strong background in Data Science, Machine Learning, Statistics, Computer Science, Mathematics, or a related field
- 4+ years building and deploying machine learning solutions in production
- Strong Python and SQL skills
- Solid understanding of supervised learning, feature engineering, model validation, and experimentation (A/B / switchback testing)
- Hands-on experience with XGBoost, LightGBM, CatBoost or similar; large-scale structured/tabular datasets; and model evaluation & performance analysis
- Strong analytical and problem-solving skills; ability to translate business objectives into measurable ML outcomes
Strong plus
- Experience with recommendation systems, optimization systems, or ranking & scoring systems
- Marketplace, mobility, logistics, or delivery product experience
- Familiarity with geospatial modeling and time-series forecasting
- Experience designing online experiments and measuring causal impact
- Strong Kaggle profile or competitive ML experience
Nice to have
- Real-time decision systems, streaming/event-driven data
- PySpark, feature stores, or ML platform tooling
- Publications, technical blogs, open-source contributions, or competition achievements
What we value
- Strong ownership and curiosity
- Data-driven decision making
- Pragmatic problem solving
- Balancing model sophistication with business impact
- Passion for building ML systems that operate at real-world scale
More Info
Key Skills
Feature Engineering
LightGBM
Root-Cause Analysis
Time-Series Forecasting
CatBoost
