Which personalisation actually helps a traveller?

A small set of goal-focused questions may yield a more useful itinerary than a long preference questionnaire.

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The catalogue presents potential research directions. A published hypothesis does not imply open recruitment, an approved budget or data access. We agree on each task’s terms before work begins.

Context

Travellers differ in time, budget, interests and pace. We propose testing which questions improve the plan.

What we test

A small set of goal-focused questions may yield a more useful itinerary than a long preference questionnaire.

Why it matters

Reduce planning effort while preserving user control.

What is known

Personalisation is a lab direction; comparative results for this use case are not yet available.

Data and resources

Synthetic profiles and voluntary interviews without unnecessary personal data.

Test plan

Compare a short and current planning flow; observe time, corrections and plan acceptance.

Primary metric

Share of users accepting a verified plan.

Success and stop criteria

Monitor planning time, critical errors and clarification count. An attractive response is not proof of usefulness.

Skills and contribution

UX researcher, product specialist and analyst. Contribution: interview scenarios, a question-flow prototype and measurement plan.

Timing

Agree after defining data, scope and comparison.

Participation terms

Propose a research contribution, project work or partnership. Agree on payment, rights, access and publication separately before starting.

Ownership

Assign hypothesis and business owners, delivery and measurement responsibilities before starting.

Evidence pack

A hypothesis brief, baseline, comparison protocol, observations, errors and a scale, iterate or stop decision. Public evidence excludes confidential data.

Have an approach to this question?

Share one relevant example and the contribution you propose. This hypothesis will already be selected in the form.

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