Order value, impulse and regret
Orders between ₹500 and ₹1,000 have the highest RTO rate in Shipway's data. The psychology of the impulse COD order, and what brands can do with it.
Here is a finding worth a second look: in Shipway's FY25 data, the orders most likely to come back were not the cheapest or the most expensive. Orders priced ₹500 to ₹1,000 returned at 28%, against 25% for orders under ₹500 and 24% for orders above ₹1,000.
Same caution as with the other Shipway breakdowns: this is one platform's data, and order-value bands differ in more ways than price (category mix, discount depth, buyer profile), so treat the band as a hypothesis about your own data, not a law.
The Shipway report's own reading is that mid-value purchases are the most exposed to impulse buying and post-purchase regret. The psychology makes sense on inspection.
Under ₹500, the stakes are low enough that few customers bother refusing; the parcel arrives, the money is small, the customer accepts it. Above ₹1,000, the purchase was usually considered: the customer compared options, thought about the spend, and committed. Consideration is intent, and intent survives until the doorbell rings.
The ₹500 to ₹1,000 band is the danger zone: large enough to regret, small enough to have bought without thinking. These are the Instagram-ad purchases made at 11 pm during a sale, where the customer wakes up the next morning with the impulse already gone. The order is already packed. When it arrives four days later on COD, with real cash demanded at the door, the regret wins.
GoKwik's analysis of its shopper network points the same way: it attributes 60 to 70% of RTOs to low buying intent rather than logistics failure. Intent problems are value-band problems in disguise.
Segment by value band. Your RTO rate is an average; your mid-value band is probably worse than the average. Measure it separately before you design interventions.
Confirm harder in the regret zone. The band where regret lives is exactly where pre-dispatch confirmation pays most. A ₹700 order that fails confirmation was likely an order you would have shipped and lost both freight legs on.
Use the window before regret sets in. Speed matters twice as much for impulse buys. Same reason as the delivery-speed finding: the customer's desire decays by the day. Fast delivery catches the customer while they still want the thing.
Do not misread the high end. The 24% RTO on orders above ₹1,000 is still one order in four, and each failed high-value order hurts more. High-value orders justify the expensive interventions: a human confirmation call, an OTP at delivery, a prepaid nudge with a real incentive.
The lesson generalises beyond any one dataset: RTO is not evenly distributed across your catalogue, and the bands where it concentrates are the bands where intervention pays.