What your teaching data is trying to tell you

The data is there. It just can’t speak.

Most teaching programmes have years of data locked in spreadsheets. Attendance registers, session logs, feedback forms — the raw material is all there. The problem isn’t that the data doesn’t exist. It’s that scattered spreadsheets can’t answer the questions that actually matter.

Questions like: which hospital sites deliver the best-rated teaching? Has attendance dropped since the Wednesday session moved to Friday? Is the teaching load shared fairly across consultants and departments?

Spreadsheets can store this information. They can’t surface it.

What structured teaching data can tell you

When every session, attendance record, and feedback response lives in the same system, patterns emerge that would take hours of manual collation to spot:

Which sites deliver great teaching — and which need support

Not all hospital sites are equal when it comes to teaching quality. When feedback data is collected consistently across sites, you can see where trainees rate sessions highly and where there’s room for improvement. That’s actionable information for school boards and programme leads.

Attendance patterns across sites and sessions

Are trainees attending more at certain sites? Do evening sessions consistently underperform compared to morning ones? Does attendance drop during certain rotations? When attendance is captured automatically, these patterns become visible without anyone having to compile them.

Who is doing the teaching

Teaching load isn’t always evenly distributed. Some consultants and college tutors organise the majority of sessions, while others contribute less. Structured data makes the contribution visible — useful for recognising those who go above and beyond, and for planning more equitable distribution.

How feedback quality changes over time

Is your programme getting better? Are the changes you made last year having an effect? Trend data across feedback scores — by site, by topic, by organiser — answers these questions over months and years, not just session by session.

Why spreadsheets can’t answer these questions

It’s not that spreadsheets are bad. They’re flexible, familiar, and free. But they have structural limitations:

• No linkage: Attendance data lives in one spreadsheet. Feedback in another. Sessions in a third. Joining them requires manual effort every time.
• No standard format: Every organiser records data slightly differently. Columns change, naming conventions drift, and merging becomes painful.
• No automation: Every question requires someone to sit down, open the files, and manually collate. So the questions don’t get asked.
• No security: Shared spreadsheets on Google Drive or OneDrive have no role-based access control. Anyone with the link can view — and modify — trainee data.

What a structured system looks like

When every session, attendance record, and feedback response lives in the same system:

• Questions answer themselves — you log in and see the picture
• Data is collected consistently, automatically, in the same format every time
• Feedback is chased and collated without anyone sending a single email
• Attendance is captured before sessions end, not reconstructed weeks later
• Export what you need, when you need it, in a format you can use

That’s what Exogi provides. Not a replacement for educational judgement, but the data foundation that makes good judgement possible.