📅 2025-06-26 — Session: Developed Student Report Generation Workflow

🕒 03:05–04:25
🏷️ Labels: Student Reports, Data Processing, Python, Education, Report Design
📂 Project: Teaching
⭐ Priority: MEDIUM

Session Goal

The session aimed to develop a comprehensive workflow for generating individualized student reports from spreadsheet data.

Key Activities

  • Reflected on communication in relationships and emotional well-being.
  • Planned strategies for generating student reports, focusing on transparency, personalization, and privacy concerns.
  • Created a structured approach for report generation using Python libraries such as Pandas, Jinja2, and WeasyPrint.
  • Executed data loading and preprocessing from Google Sheets into Pandas DataFrames, including data normalization and cleaning.
  • Designed core goals and a blueprint for student report sheets, emphasizing pedagogical and motivational aspects.
  • Implemented a robust ingestion-cleaning model for student data, focusing on metadata and score separation.

Achievements

  • Established a clear strategy and workflow for generating student reports from spreadsheet data.
  • Developed a robust method for loading and preprocessing data from Google Sheets using Pandas.
  • Designed a comprehensive blueprint for student report sheets with clear pedagogical goals.

Pending Tasks

  • Finalize the implementation of the report generation script using the outlined methodologies.
  • Test the report generation process with actual student data to ensure accuracy and effectiveness.