Does a condition-aware second frame improve buying comprehension and qualified acquisition?
- Audience
- Eligible US English iPhone default-page visitors, with research among first-time refurbished buyers and experienced used-device shoppers.
- Control
- The captured deal, phone-list and reassurance sequence after price-reference and policy verification.
- Treatment
- Replace only frame two with a real same-configuration condition comparison. Keep the first and third frames, metadata, icon and offer strategy fixed.
- Method
- Verify the pictured offers and conditions, test whether viewers can identify what changes between options, then run eligible randomized App Store product page optimization.
- Primary measure
- Platform-reported download conversion for eligible randomized visitors.
- Guardrails
- Viewers must distinguish cosmetic grade, specifications, seller terms and total price. Measure purchase quality or returns only through a valid attribution design; download conversion alone cannot establish commercial success.
- Decision rule
- Set useful effect, sample requirement and analysis timing from actual baseline traffic. Keep control if inconclusive or if improved acquisition comes with worse price or condition comprehension.
- What could muddy the result
- Device launches, promotions, inventory changes, seller mix and shipping periods can change both offers and acquisition intent.