Here’s a polished job description for your data scientist position:
Job Description:

We are seeking an experienced data scientist to convert our existing PYMC linear regression model into a PYMC time series regression model. The ideal candidate will also assist with feature engineering to enhance model performance. This project requires a deep understanding of statistical modeling and proficiency in PYMC.
Responsibilities:

    Transform the existing PYMC linear regression model into a robust time series regression model.
    Assist with feature engineering to improve model accuracy and performance.
    Analyze and interpret data to provide insights and recommendations.
    Collaborate with the team to ensure the model meets business requirements.
    Document the modeling process and results for future reference.

Requirements:

    Proven experience with PYMC and statistical modeling.
    Strong background in data analysis and time series forecasting.
    Proficiency in feature engineering techniques.
    Excellent problem-solving skills and attention to detail.
    Ability to communicate complex concepts clearly to both technical and non-technical stakeholders.

Summary:

For more context on the project, please view the following video summaries:

    Project Overview 1
    Project Overview 2

If you have a passion for data and can transform our analysis into a robust time series framework, we want to hear from you!

Let me know if you would like to make any changes!