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John Bonnett edited this page Aug 12, 2024 · 4 revisions

Project Timeline Overview

Phase 1: Core Data Infrastructure

  1. Data Aggregation and Management

    • Week 1-4:
      • Day 1-5: Set up a centralized data warehouse.
      • Day 6-15: Partner with NFL data providers.
      • Day 16-18: Setup agreements with SportsRadar, NFLVERSE, NFLLAKE.
      • Day 19-25: Implement ETL processes with Apache Airflow.
      • Day 26-28: Test ETL pipeline.

  2. Secure API Development

    • Week 5-10:
      • Day 29-34: Develop RESTful APIs with FastAPI.
      • Day 35-50: Implement OAuth2, JWT for API authentication.
      • Day 51-65: API Documentation using Swagger.

  3. Data Quality Assurance

    • Week 11-12:
      • Day 66-70: Data validation and cleansing with Python.
      • Day 71-77: Setup monitoring systems with Prometheus & Grafana.

Phase 2: Predictive Models and Explainability

  1. Building Predictive Models

    • Week 13-20:
      • Day 78-104: Develop machine learning models.
      • Day 105-118: Validate models with historical NFL data.

  2. Explainability Framework

    • Week 21-24:
      • Day 119-132: Implement LIME and SHAP.
      • Day 133-140: Create visual representations.

Phase 3: Integration and Usability

  1. Integrating Analytics into Decision-making

    • Week 25-30:
      • Day 141-168: Develop dashboards/tools using React.
      • Day 169-175: Educate stakeholders via training materials.

  2. Real-time Analytics Platform

    • Week 31-38:
      • Day 176-204: Implement low-latency data processing.
      • Day 205-219: Create real-time visualizations.

  3. Bias and Fairness Audits

    • Week 39-41:
      • Day 220-233: Regularly audit data/models.
      • Day 234-240: Develop mitigation strategies.

Phase 4: Education and Community Engagement

  1. Educational Resources

    • Week 42-45:
      • Day 241-261: Develop courses/tutorials.
      • Day 262-268: Conduct webinars.

  2. Community Platform

    • Week 46-49:
      • Day 269-282: Build forum platform.
      • Day 283-294: Host hackathons.

Phase 5: Advanced Capabilities and Expansion

  1. Advanced Visualizations

    • Week 50-56:
      • Day 295-322: Develop advanced visualization tools.
      • Day 323-336: Implement Tableau.

  2. Expansion to Other Sports

    • Week 57-63:
      • Day 337-354: Expand data collection.
      • Day 355-368: Customize analytics for each sport.

Additional Details to Obtain:

  1. Data Partnerships:

    • Establish contracts and agreements with SportsRadar, NFLVERSE, and NFLLAKE for data feeds.

  2. API Documentation:

    • Setup comprehensive user-centric API documentation using Swagger or Postman.

  3. UI/UX Framework:

    • Confirm usage of React and Vite for Vite React SSR streaming.
    • Design mockups of the dashboard and custom components.

  4. User Stories:

    • Implement Stripe Payment for Donations.
    • User authentication specifics.

  5. Technical Details:

    • Specific SportsRadar API endpoints to be used.
    • Server and client configuration handling in Vite React SSR.
    • Backend technologies and integrations.

  6. Compliance & Security:

    • Ensure data security protocols for user data and API access.

  7. Performance Testing:

    • Establish benchmarks for performance and scalability of each component.
gantt
    title Project Timeline Overview
    dateFormat  YYYY-MM-DD
    section Phase 1: Core Data Infrastructure
    Data Warehouse Setup          :a1, 2024-08-01, 5d
    Partner with NFL Data Providers: a2, after a1, 10d
    Setup Data Agreements         : a3, after a2, 3d
    Implement ETL Processes       : a4, after a3, 7d
    Test ETL Pipeline             : a5, after a4, 3d
    section Phase 2: Predictive Models and Explainability
    Develop ML Models             : b1, 2024-11-01, 27d
    Validate Models               : b2, after b1, 14d
    Implement LIME & SHAP         : b3, 2024-12-01, 14d
    Create Visual Representations : b4, after b3, 7d
    section Phase 3: Integration and Usability
    Develop Dashboards            : c1, 2025-01-01, 28d
    Educate Stakeholders          : c2, after c1, 7d
    Implement Real-time Analytics : c3, 2025-02-01, 29d
    section Phase 4: Education and Community Engagement
    Develop Courses/Tutorials     : d1, 2025-04-01, 21d
    Conduct Webinars              : d2, after d1, 7d
    Build Forum Platform          : d3, 2025-05-01, 14d
    Host Hackathons               : d4, after d3, 14d
    section Phase 5: Advanced Capabilities and Expansion
    Develop Visualization Tools   : e1, 2025-06-01, 27d
    Implement Tableau             : e2, after e1, 14d
    Expand to Other Sports        : e3, 2025-07-01, 18d
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All Estimations are based on a full team and budget

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