Data Scientist II
AirAsia
Job Description
YOUR ROLE AS A:
Data Scientist
WHAT YOU’LL CHAMPION:
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You will Improve models and algorithms to further optimize business outcomes.
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As a Data Scientist, you will work across the following areas:
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Exploratory analysis: use data to suggest and prove hypotheses
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Modeling: built optimization / predictive / statistical models to learn from data and estimate the unknowns.
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Data operations: query data, deploy models and automate pipelines in cloud.
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Experience with common data science toolkits, programming languages, visualisation tools and SQL/NoSQL databases.
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Good applied statistical knowledge with emphasis in business and finance related statistical distributions, statistical testing, modeling, regression analysis, etc.
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Experience with distributed computing platforms and open-source tools and libraries.
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Familiar or prone to adopt design thinking methods.
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Able to work under pressure and change, and balance among speed, reliability, interpretability.
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Good working knowledge of productivity tools such as G Suite, Git, Jira, Confluence.
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Experience with code versioning, code review and documentation.
WHO YOU ARE:
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BS/MS/PhD in a Business, IT, Mathematics, Science or Engineering discipline
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Up to 4 yrs relevant experience beyond first degree
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Experience in one or more of the following specialized areas:
Machine Learning
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2–5 years building production ML systems — beyond notebooks and Kaggle competitions.
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Solid understanding of machine learning algorithms — XGBoost, LightGBM, neural networks, decision trees — with a clear grasp of why you tuned what you tuned.
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Strong Python and hands-on experience with ML frameworks such as scikit-learn, TensorFlow, or PyTorch.
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Demonstrable understanding of forecasting and regression pitfalls — lag feature leakage, target leakage in cross-validation, high-cardinality categorical handling, and the trade-offs between MAE, MAPE, and RMSE.
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Ability to interpret models — SHAP, partial dependence, residual diagnostics — and explain results to non-technical stakeholders without dumbing them down.
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Hands-on Google Cloud Platform experience, particularly BigQuery (window functions, partitioning, cost-aware SQL) and Vertex AI (training jobs, model registry, endpoints, pipelines).
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Nice-to-have: deep learning for tabular and time-series problems (TFT, N-BEATS, NeuralProphet, TabPFN, Chronos); AutoML tooling such as PyCaret for rapid baselining.
Algorithm Engineering
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Strong ability to implement, improve, and deploy ML and mathematical models in Python (Golang a plus for performance-critical services).
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Experience productionizing models end-to-end — from SQL feature pipelines to deployed serving endpoints — on GCP using Vertex AI and BigQuery.
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Conduct systems tests for security, performance, and availability of deployed models.
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Develop and maintain design documentation, error analysis runbooks, and troubleshooting guides
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Git-based workflows, CI/CD discipline, and code review hygiene
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Monitoring discipline — drift detection, data quality checks, model performance tracking in production.
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Nice-to-have: experience with LLM-based or agentic tooling (LangGraph, MCP servers, prompt engineering for structured outputs, eval harnesses for LLM systems).
WHERE YOU’LL GO:
Dispatcher to captain, ramp agent to data analyst, brand executive to CEO - these are some Dare To Dream stories of our Allstars.
WHAT YOU’LL ENJOY:
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Physical Wellbeing: Key medical and insurance benefits, maternity expenses, flexible work arrangement, and health and fitness amenities.
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Emotional Wellbeing: Paid time off, wellness programmes, and childcare amenities.
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Financial Wellbeing: Resources relating to financial, personal skills and career growth programmes.
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Allstars Specials: Free flights, unlimited discounted flights, and exclusive discounts with partners.
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A unique Allstar culture like no other
We are all different - one talent to another - that is how we rely on our differences. At AirAsia, you will be treated fairly and given all chances to be your best.We are committed to creating a diverse work environment and are proud to be an equal opportunity employer.
Search Firm Representatives - AirAsia does not accept unsolicited assistance from search firms for employment opportunities. All CVs / resumes submitted by search firms to any employee at our company without a valid written search agreement in place will be deemed the sole property of our company. No fee will be paid in the event a candidate is hired by our company as a result of an agency referral where no pre-existing agreement is in place.
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