VIEW THIS AS

Auto mode follows the Route Engine until you choose a viewpoint.

YOU ARE HERE

ROUTE CHECK

CONNECTED TO

WHAT NEXT

Use the canonical route for this room, or HELP if you are unsure.

The Gold Standard Of School Research Data Audit Trails

Three learners review open books together at a classroom table, with stacks of textbooks, stationery and a whiteboard in the bright room.

Why the original observation matters

A student corrects a spreadsheet value after noticing a transcription error. The corrected result may be valid, but a reader should still understand what changed and why. An audit trail preserves the story of the evidence.

Keep original observations

Record measurements, dates, units and relevant conditions before analysis. Avoid overwriting raw notes with polished results.

Document corrections

Explain the previous value, corrected value and reason when a meaningful change is made.

Separate raw and processed data

Averages, graphs and derived variables should be traceable to the underlying observations.

Record methods and versions

Changes to calculations or experimental procedures can alter interpretation. Keep relevant context.

Use proportionate tools

A simple dated research notebook may be sufficient for a school project. Complexity should serve learning, not bureaucracy.

Protect privacy

Where projects involve people, record only appropriate information and follow school guidance.

Break-test: a group member changes results without explanation

Can the team reconstruct the original data and assess whether the conclusion remains valid?

Connected knowledge

See Research Data Validation, Research Integrity and MOE Syllabuses.