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Data and Ethics

Sensitive topics: ask your partner what the local risk is, because you will not see it

A topic that is routine in one country can carry real professional or personal risk in another.

Sensitive topics: ask your partner what the local risk is, because you will not see it

A research question that is entirely routine where you work may carry real professional or personal risk for your partner where they work — and you will almost certainly not be able to see which questions those are.

Only they can tell you, and only if you ask in a way that makes it possible to answer.

Ask early and specifically

  • "Is there anything about this topic that creates difficulty locally?"
  • Ask in private, not in a group call.
  • Ask about publication as well as data collection.
  • Accept the answer without pressing for justification.

Where risk falls

  • Your partner carries consequences long after you have left.
  • Participants may face risk from disclosure that you cannot assess.
  • Junior staff have the least ability to decline participation.
  • Risk is never distributed evenly across a collaboration.

Design choices that reduce risk

  • Aggregate reporting where individual or site-level data is not necessary.
  • Avoid identifying specific institutions or localities unless required.
  • Consider whether the research question can be answered less sensitively.
  • Agree in advance what will not be published.

Framing in publication

  • Give local co-authors genuine veto over framing.
  • Consider whether authorship itself exposes anyone.
  • Some contributors may reasonably prefer acknowledgement to authorship for safety reasons.
  • Never override that preference for the sake of credit norms.

If circumstances change

  • Be prepared to stop or narrow the work.
  • Do not push a partner to continue against their judgement.
  • Their assessment of local conditions is better than yours, always.
  • A paper is not worth a colleague's position.

One thing worth remembering

If a partner says a topic is difficult, accept it without requiring an explanation.

They may not be able to explain safely, and asking them to justify the concern puts them in exactly the position they were trying to avoid. Their judgement about their own context is the most reliable information available, and it does not need to be defended to you.

Câu hỏi thường gặp

Why can you not assess local sensitivity yourself?

Because a question routine where you work may carry real professional or personal risk where your partner works, and only they can identify which questions those are.

How should you ask about it?

Early and specifically, in private rather than a group call, about publication as well as data collection, and accepting the answer without pressing for justification.

Where does risk actually fall?

On your partner who carries consequences after you leave, on participants facing disclosure risk you cannot assess, and on junior staff with the least ability to decline.

What design choices reduce risk?

Aggregate reporting where individual data is unnecessary, avoiding identification of institutions or localities, considering a less sensitive formulation, and agreeing in advance what will not be published.

What should you do if a partner says a topic is difficult?

Accept it without requiring an explanation — they may not be able to explain safely, and their judgement about their own context does not need defending to you.

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