M-KOPA

Finance & FinTech

Data Scientist - Credit Modeling

Job details

Contract Type

Description

Your application should demonstrate:

  • Several years of experience building predictive models, particularly credit scoring, risk models, or similar classification/regression problems

  • Strong machine learning background with experience in model development, validation, and deployment

  • Advanced statistical modeling and quantitative analysis skills, including experience with model evaluation metrics and performance monitoring

  • Proficiency in Python, SQL, and relevant ML libraries (scikit-learn, pandas, numpy, etc.)

  • Experience with feature engineering, model selection, and hyperparameter tuning

  • Experience translating complex model outputs into actionable business strategies and stakeholder communications

  • Ability to work cross-functionally with product, engineering, and commercial teams

  • Strong data communication skills — written, oral, and visual

  • Strong interpersonal and collaboration skills

  • (Highly desirable) Experience in credit, underwriting, lending analytics, or fintech modeling


Responsibilities
  • Building and refining credit scoring models to assess customer creditworthiness and default risk

  • Analyzing M-KOPA’s repayments data and other data sources to continuously improve our loan eligibility criteria while managing credit risk

  • Developing machine learning models for loan eligibility decisions and pricing optimization

  • Refining loan pricing based on credit analysis, predictive modeling, and customer behavior

  • Testing new types of loans to understand customer demand and credit performance through A/B testing and statistical analysis

  • Monitoring credit performance to detect risk shifts and quantify margin impact using advanced analytics

  • Testing the predictiveness of new data sets and feature engineering for enhanced model performance

  • Using Python, SQL, and other tools for data analysis and model development

  • Collaborating with data scientists to implement and scale machine learning models in production


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