Data Scientists Checklist

Model Development

  • Review model performance

    (Weekly)

    Monitor model metrics and KPIs

    W1
    W2
    W3
    W4

  • Update model documentation

    (Monthly)

    Maintain model specifications and parameters

    Jan
    Feb
    Mar
    Apr
    May
    Jun
    Jul
    Aug
    Sep
    Oct
    Nov
    Dec

Data Quality Management

  • Monitor data quality

    (Weekly)

    Check data integrity and consistency

    W1
    W2
    W3
    W4

  • Review data pipelines

    (Monthly)

    Validate data processing workflows

    Jan
    Feb
    Mar
    Apr
    May
    Jun
    Jul
    Aug
    Sep
    Oct
    Nov
    Dec

Performance Optimization

  • Optimize model performance

    (Quarterly)

    Fine-tune model parameters and architecture

    Qtr 1
    Qtr 2
    Qtr 3
    Qtr 4