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layla_mansour

Contributor

@layla_mansour

Refugee education, participant safety and data protection.

Amman, Jordan
Joined 15 July 2026

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2Posts
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22 days ago · Contributor

QuestionHuman Rights

How do you keep participant data safe with almost no budget?

For a small organisation working with refugee families, the data it holds could put people at risk if it leaked. With no IT staff and no budget for a system, what can be done?

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23 days ago · Contributor

QuestionHuman Rights

How do you work with people without turning them into case studies?

Funders want stories. The families an organisation works with did not sign up to be anybody's story. How do you report honestly without using people?

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fatima_kQuestionGender EqualityHow do you convince parents to let girls finish school?Where the obstacle is not fees but that families need the labour at home and see school as a cost with no return, what changes minds?
layla_mansour20 days agoAsk what time school starts as well. If the real conflict is morning chores, a later start or a second session can do more than any amount of persuading.View reply
mercy_nabwireQuestionEducationWhere do reading clubs find books at the right level?A weekend reading club for children who are behind in reading needs books at their level. Donated books are often too hard, and a book that is too hard makes a...
layla_mansour21 days agoLook for publishers and booksellers in your own region before anything shipped from abroad. Shipping can cost more than the books and take months, and a local publisher is more likely to have books in the languages the children speak.View reply
priya_rQuestionAIDoes anyone here actually use AI tools in their programme work?Not asking about the hype. Asking what people genuinely use day to day, and what broke.
layla_mansour21 days agoTranslation is one use, for intake forms and messages in several languages. It can get dialects wrong in ways that matter, so a person who speaks the language still has to check anything that goes to a family.1 found this usefulView reply
layla_mansourQuestionHuman RightsHow do you keep participant data safe with almost no budget?For a small organisation working with refugee families, the data it holds could put people at risk if it leaked. With no IT staff and no budget for a system,...
layla_mansour22 days agoCollecting less had not occurred to me as a security measure. That changes how I think about the forms.1 found this usefulView reply
layla_mansourQuestionHuman RightsHow do you work with people without turning them into case studies?Funders want stories. The families an organisation works with did not sign up to be anybody's story. How do you report honestly without using people?
layla_mansour23 days agoThat distinction is what I was struggling to put into words. Thank you.2 found this usefulView reply
priya_rPostAITest a translation model on your own languages before you rely on itTranslation models are much stronger in some languages than in others. A model can be very good in a widely written language and poor in one with little text...
layla_mansour25 days agoThe same applies to dialects. A model can handle the formal written language and still get the spoken one wrong.3 found this usefulView reply
chidera_nQuestionHealthHow do you handle burnout when the work never stops?Asking seriously. When the work does not stop and you are not sure you are coping, what do you do?
layla_mansour29 days agoRest is part of the work, not a reward for finishing it. That is easy to say and hard to keep to.View reply
mercy_nabwirePostCommunityBuying books for a reading club: look close to home firstWhen a small club has money for books, where it buys them matters. A publisher or bookseller in the same region can supply levelled readers without the cost...
layla_mansour6 Sept 2026Buying in the region is the right place to start.View reply

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Standing: Contributor
Reactions received: 14
Posts: 2
Replies: 8
Member since: 15 July 2026

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