Moniepoint Incorporated

Banking + 2 more

Data Science Manager (Credit)

Job details

Contract Type

Description


  • Develop, test and productionize attribution and predictive algorithms by using state of the art machine learning algorithms and optimisation models
  • Contribute to one or more of the following areas: attribution modeling, CAC/mCAC modeling, LTV prediction, marketing mix modeling and multichannel attribution and testing
  • Design experiments and interpret the results to draw detailed and actionable conclusions
  • Work in cross-functional teams across disciplines such as product, engineering and business.
  • Develop, test and own our production marketing attribution models for better budgeting and increased marketing efficiency

YOU HAVE

  • 5 years of professional experience outside of an academic and internship setting, in a quantitative analysis role in top companies. FMCG or Fintech preferred.
  • Holds at least an MSc, and preferably a PhD in a scientific discipline such as Physics, Statistics, Engineering, Computer Science or Mathematics
  • Deep theoretical and applied knowledge in the following areas: statistical inference, bayesian statistics, causal inference, time series analysis and mathematical optimisation.
  • Extensive experience at least in Multichannel Attribution Modeling and Marketing Mix Modeling
  • Extensive experience in statistical programming (Python) and experience working with popular tools such as Pandas, SciPy, XGBoost, Jupyter/iPython notebooks and well-known modeling packages such as PyMC3
  • Extensive experience with the end-to-end predictive/prescriptive model development cycle, from problem definition to productionalization and maintenance. This includes excellent data modeling and SQL skills, and familiarity with Cloud infrastructure.
  • Demonstrated experience in designing and analyzing experiments in digital products (A/B test, multivariate, etc.)
  • Experience with the application of statistical modeling and advanced analytics to provide product-shaping insights
  • Excellent spoken and written English

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