Learning analytics for teachers: from report to action

Separate participation, performance and interpretation

A dashboard can show that a learner spent twenty minutes in a chapter and finished every activity. That tells you they participated. Whether they can explain the chapter's central idea requires different evidence. Avoid combining the two into a single impression of “doing well.”

Ask vendors to explain what their labels mean. Two platforms may use the word “mastery” for different calculations. A teacher should be able to identify which learner actions contributed to a label and whether missing work is treated differently from incorrect work.

Turn a class report into a teaching decision

Imagine a fictional class of 24 learners completing a lesson on percentages. Six responses treat a 20% increase followed by a 20% decrease as returning to the original value. Three learners have incomplete sessions. These are different situations even if both groups appear near the bottom of a dashboard.

For the first group, inspect their working. Starting from 100 gives 120 after the increase, then 96 after decreasing 120 by 20%. A short follow-up lesson can focus on the changing base. Give a fresh example afterwards, such as increasing 200 by 10% and then decreasing the result by 10%; the final value is 198.

For the incomplete sessions, first check whether the learners could access and finish the task. Do not infer that they share the percentage misconception. They need an opportunity to supply evidence before you select a subject intervention.

If similar mistakes appear across much of a cohort, review the original question and teaching material as well as the students. An ambiguous instruction or an incorrect explanation can create a misleading pattern in an otherwise tidy report.

A weekly review routine for teachers

1. Choose the concepts needed for the next lesson instead of reviewing every available metric.
2. Inspect a few actual responses behind each recurring difficulty.
3. Group support by the mistake learners are making, not by a permanent ability label.
4. Assign one action: whole-class clarification, a small-group lesson or an individual check.
5. Use a new question later to determine whether the action addressed the difficulty.

Keep this routine short enough to fit teaching preparation. A report that requires hours of interpretation every week may be difficult to sustain. Start with a single unit and expand only when staff can identify useful actions consistently.

Check the evidence before acting on a score

Review the scoring rubric, especially for short explanations with several acceptable wordings. In spoken work, check whether recognition errors affected the response. Consider whether the question measured the intended concept or depended on vocabulary the learner had not been taught.

The EEF feedback guidance emphasizes the principles that make feedback useful and notes that feedback can be unhelpful when poorly delivered. An analytics label only starts that process: teachers still need to decide what response will help the learner move forward.

Keep a record that supports the next lesson

A practical note has four fields: concept, evidence, teaching action and follow-up result. For the percentage example, the evidence is the unchanged-base reasoning, the action is a comparison of two successive changes, and the result is the learner's explanation of the new example.

Use that record to communicate progress without overstating certainty. “Applied the method independently on two new questions” says more than “mastered percentages.” The remedial teaching guide shows how to plan a longer support cycle when a difficulty persists.