Where does product data break the online-to-store journey?

Checking stock, sizes and variants may reduce recommendation errors and drop-off between basket and fitting.

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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

Customers can build a basket online, try items in store and pay later. Data must support that transition.

What we test

Checking stock, sizes and variants may reduce recommendation errors and drop-off between basket and fitting.

Why it matters

A useful recommendation must be possible to find and try on.

What is known

A connected journey is described in the case; the relevant product-data error rate is not yet known.

Data and resources

By agreement: a de-identified catalogue, stock and journey sample. Production-system access requires separate approval.

Test plan

Build end-to-end test cases, log errors, check the improved flow and compare it with the baseline.

Primary metric

Share of scenarios without a critical stock or variant error.

Success and stop criteria

Establish the baseline error rate first. Prevent false stock promises and loss of basket-to-fitting continuity.

Skills and contribution

Integration engineer, retail analyst and quality specialist. Contribution: a data map, test set and reproducible error log.

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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