Data Storytelling with Pivot Tables
Introduction
- Lisa Vigneau, Ed. M. MASCA Conference, 2025
Agenda
- Introduction
- Brainstorm
- Spreadsheet Basics
- Pivot Table Basics
- Examples in Action
- Hacks and Timesavers
What is a Pivot Table?
- A tool to:
- Sort data
- Reorganize data
- Group data
- Build lists of unique values
- Summarize data (Count, Sum, Average)
Data Presentation
- Data should be:
- Presented Visually
- Sorted
- Arranged
- Explained
- Told with a Story
Brainstorming Data Stories
- Examples of data stories:
- Admissions outcomes and institutional scholarships given to applicants.
- Students struggling midterm and in which classes.
- How alumni are doing in the real world.
Data Sources
- College admissions data (Scoir, Naviance).
- School Information System data.
- Collected data (Surveys, Pre- and Post-test data).
- Data from outside organizations (College Board, ACT, or EWIS).
Identifying Stories
- The data may reveal the story itself.
Spreadsheet Basics for Clean Sheets
Keyboard Shortcuts
- Ctrl + C: Copy
- Ctrl + V: Paste
- Ctrl + X: Cut
- Ctrl + Z: Undo
- Ctrl + Y: Redo
- Ctrl + A: Highlight all
- Ctrl + Shift + V (Sheets)/Paste Special (Excel): Paste unformatted text (Use to move data without formatting).
Good to Know/Best Practices
- Text to Columns
- Freeze Panes
- Unmerge cells
- Filter
- Sort
- No blank rows or columns
- No data outside of the list
- Each column should have a header
- Convert to table
- See handout for more details
Pivot Table Basics
Pivot Table Components
- Rows
- Filters
- Columns
- Values (for calculations like Average, Sum, % of Whole)
Example Data Fields
- Name
- Gender
- Grade
- Ethnicity
- Current Course
- Current Teacher
- Reading Score
- Math Score
- Percentile
- Total Score
Examples in Action
- Raw data source: Alumni responses linked directly into Google Sheets.
- Data types: Quantitative and qualitative data.
- Story: How our graduates were prepared.
- Story: What kinds of schooling our highest earners achieved.
- Story: What did we do well?
Example 2: School Management System Download
- Raw data source: Google sheets download from school management system.
- Story: Who is struggling, and where.
- Story: Impact of attendance on midyear grades.
- Data: Whole school midterm grades for term 1.
Example 3: Scoir Download in Excel
- Raw data source: Scoir download in Excel.
- Story: Where can I get in with my GPA?
- Story: Which colleges gave out the most scholarships and to which GPAs.
- Data: All outcome data from 2024 (decisions, test optional status, GPA, SAT, application type).
Hacks and Timesavers
Tips
- Follow @thecheatsheets on Instagram
- Data Visualization Tips
- Use "Recommended Pivot Tables" when you start
- Upload your data into an AI service like ChatGPT to create the pivot table you'd like
Troubleshooting
Common Issues
- Missing data (blanks in rows or columns)
- Numbers formatted as text, not numbers
- Forgetting to customize Values for Sum, Average, or Count
- Confusing column header names (e.g., “grade” for a course vs. grade in school)
- Merged cells when importing data
Thank You!
- Ivigneau@walpole.k12.ma.us