Senior Data Scientist
Temporary
Psybergate
What you will be doing:
- Design, develop, train, and optimise Machine Learning models using Databricks, MLflow, and distributed computing environments.
- Develop customer propensity, next-best-action, next-best-product, customer value, retention, and engagement models.
- Develop risk, collections, fraud, and operational models to improve business performance and decision-making.
- Build and maintain reusable feature pipelines using Databricks Feature Engineering and Delta tables.
- Define, develop, and govern reusable enterprise features for inclusion in the Databricks Enterprise Feature Store.
- Establish feature definitions, quality controls, lineage, and monitoring standards across business domains.
- Perform feature engineering, feature selection, and feature importance analysis to improve model performance and reusability.
- Develop optimisation and decisioning models to support customer engagement, product recommendations, and operational strategies.
- Conduct exploratory data analysis, statistical analysis, hypothesis testing, and model validation using Databricks notebooks and workflows.
- Perform model tuning, calibration, challenger model development, and performance benchmarking.
- Monitor model performance, stability, drift, and business outcomes, recommending improvements where required.
- Develop Generative AI use cases where appropriate, including customer support, document intelligence, and knowledge-based assistants.
- Collaborate with Machine Learning Engineers to productionise models and features within enterprise platforms and decisioning systems.
- Produce model documentation, validation reports, and governance artefacts in line with model risk management requirements.
- Translate business challenges into analytical solutions and actionable recommendations for stakeholders.
- Mentor junior Data Scientists and contribute to modelling standards, reusable frameworks, and analytical best practices.
What we are looking for:
- A qualification in Computer Science, Data Science, Engineering, Mathematical Statistics, Actuarial Science, Mathematics, Econometrics, or a related quantitative field .
- A Master’s degree or Doctorate will be advantageous.
- Strong experience developing and deploying Machine Learning models using Databricks .
- Minimum 4 years’ experience in Data Science, Machine Learning, or a related quantitative field, with hands-on experience developing and deploying Machine Learning models.
- Strong understanding of feature engineering, feature selection, and feature optimisation techniques.
- Experience building and governing reusable enterprise features within Feature Stores.
- Hands-on experience with Databricks Notebooks, Workflows, MLflow, Delta tables, and Databricks Feature Engineering .
- Experience using MLflow for model tracking, experimentation, and model governance.
- Experience developing customer propensity, risk, fraud, retention, and optimisation models.
- Strong knowledge of statistics, Machine Learning, predictive and prescriptive analytics, and decision science methodologies.
- Experience working with large-scale customer, behavioural, transactional, and digital datasets.
- Experience designing model monitoring and performance measurement frameworks.
- Knowledge of Generative AI, Large Language Models (LLMs), prompt engineering, and applied AI use cases.
- Experience with experimentation, hypothesis testing, model validation, tuning, calibration, and performance benchmarking.
Vacancy posted 1 day ago
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