Connect recommendations to decisions
Refund activity deserves a cautious review
Hypothesis: Payment cancellations or changed-mind customers who later repurchase may be included; the synthetic dataset does not contain refund reasons.
Recommended action: Classify refund reasons before attributing the change to product, delivery, or support quality.
Mobility kit conversion weakened
Hypothesis: Stable traffic with lower conversion suggests an offer or landing-page mismatch.
Recommended action: Test clearer bundle contents and mobile-first outcome messaging.
High-intent search demand is not converting
Hypothesis: The query intent may not match the products or landing message shown.
Recommended action: Create a compact-space collection page and test one message change at a time.
Repeat customers show stronger intent
Hypothesis: Repeat visitors show higher purchase intent in this hypothetical dataset.
Recommended action: Run a controlled complementary-product reminder test and measure incremental lift.
Social traffic has a landing-page opportunity
Hypothesis: Creative promise and landing content may be misaligned.
Recommended action: Use one campaign-specific landing page and verify attribution before judging creative quality.