The learner behind the data point
A mark can show that something went wrong. Only a teacher with time and context can begin to understand why.
Education systems need records. Attendance, marks, activities and curriculum progress help schools understand what is happening. But a record is not the learner.
Two learners can receive the same mark for completely different reasons. One may not understand the concept. Another may understand it but struggle with the language of the question. Another may have missed the lesson entirely.
Signals, not labels
Classroom information should point the teacher toward a question, not announce a final judgement about a learner.
A useful signal might show that a learner has missed several activities, that the same competency is weak across subjects, or that the class needs another explanation before moving forward. The teacher still interprets the context and decides what support is appropriate.
The knowledge teachers already carry
Teachers hold information that rarely fits neatly inside a database. They know who becomes quiet when confused, who needs a practical example, who is capable but afraid to answer and who has recently changed.
Technology should help that professional knowledge remain visible and usable. It should not replace it with an automated score that appears precise but lacks the classroom's reality.
Earlier support begins with connection
When marks, attendance, activities and lesson context remain separate, patterns are easier to miss. Connecting them gives the teacher a clearer place to begin.
The goal is not to turn every child into more data. It is to stop useful classroom evidence from becoming paperwork that is collected, filed and forgotten.