When a student is still identifiable after the name is removed
2026NowDeadline · Within 25 days, before the data provision contract
Realistic synthesis
The people, events, figures, and contract terms are a synthetic premise. They are not statements of real cases or of current law. The source documents are the roots of the background and the norms and do not establish the premises of the scenario.
The question to decide
Learning records from a small school can be guessed to belong to a specific person even after the name is removed. Using only the records of consenting students can exclude from the research the students who need support most, while in-house analysis lacks the capacity and comparison data. How should the school judge whose records to provide outside for learning-support research, and whose to keep only in-house?
Who decidesFictional School Research Collaboration Meeting
What the AI judgments chose
Reading the judgment record…
The options
The order shown is not a ranking of preference.
The situation as it stands
The data is useful for learning-support research, but an unusual path through a small school can be traced back to a person even after names are removed. Decision deadline: within 25 days, before the data provision contract.
2026 synthetic case · Donating education data reveals a particular student's difficulties. The people, organizations, figures, and events are fictional.
- Premise 1The data is useful for learning-support research, but an unusual path through a small school can be traced back to a person even after names are removed.
- Premise 2If only individual consent is obtained, records of students who need more support may be left out, creating bias in the research.
- Premise 3In-house analysis reduces external sharing but lacks the research capacity and comparison data needed.
Where it holdsProvision of learning records for research, consent, and retention
What is still unknown
- Unknown 1The likelihood of re-identification in small groups
- Unknown 2The extent of handling of copies after consent is withdrawn
- Unknown 3Other data that explains the missing groups
Signals to decide again
- Decide what observation, owner, and check window can confirm the "likelihood of re-identification in small groups," and re-judge if the new confirmation changes the tradeoffs of the options.
- Decide what observation, owner, and check window can confirm the "extent of handling of copies after consent is withdrawn," and re-judge if the new confirmation changes the tradeoffs of the options.
- Decide what observation, owner, and check window can confirm "other data that explains the missing groups," and re-judge if the new confirmation changes the tradeoffs of the options.
Where the paths partNot answers — paths that part from the same starting point
The research team proposed a method in which it receives only aggregate results, with no export of raw data.
In the consent survey, the response rate was especially low among households needing language support.
Material and rootsThe frame, the values and the background documents
How is getting a quick answer different from becoming able to ask questions?
An exploratory perspective chosen by the creator. Does not claim supernatural validity or the superiority of any particular option.The benefits and costs of the options accrue to different stakeholders. Which loss to accept remains undecided.
A subject for the decision-maker to argue over; the materials carry no conclusion of their own.- UNESCO · Futures of Education Standing reference
- OECD · Strategic Foresight Toolkit 2025
The record of this question
- Question
FSP-EDUCATION-18· version 1.5.0- Content identity, SHA-256
e51125d193e27e04d614f4cb323448d61105ca2a6d861bcf7f49f28b934915e3- Input files
- Question input JSON · What followed, JSON