Return reason data is too vague to act on | Retail & E-Commerce

What it costs you today

You are running a 12% return rate on a specific product line. Your return form gives customers a dropdown and an optional text box. The dropdown is 80% "defective" or "other." You cannot tell if it is a product problem, a content problem, or a packaging problem.

How RadRoot is used here

RadRoot sends returning customers a five-question adaptive interview the moment a return is initiated. Questions adapt to what the customer says — "not what I expected" leads to "what did you expect based on the listing" and "what was different."

The file you would upload

A Shopify - Returns & Exchanges Report export. One row is one product return request. RadRoot reads the whole row, so every question can name something the person already knows is true.

RMA Number	Order Number	Customer Name	Customer Email	Product SKU	Product Name	Return Date
RMA-2026-0412	SO-88341	Karen Wu	karen.wu@silverpine.example.com	HPL-2847-GRY	Hampton Throw Pillow Set (Gray)	2026-01-14
RMA-2026-0419	SO-88556	Michael Torres	m.torres@greenfield.example.org	HPL-2847-BLU	Hampton Throw Pillow Set (Blue)	2026-01-16
RMA-2026-0423	SO-88602	Lisa Patel	lisa.patel@techcorp.example.net	VAS-1129-WHT	Vintner Storage Basket (White)	2026-01-17
RMA-2026-0431	SO-88774	James O'Brien	james.obrien@consulting.example.com	HPL-2847-GRY	Hampton Throw Pillow Set (Gray)	2026-01-19
RMA-2026-0438	SO-88821	Sarah Chen	s.chen@bayarea.example.org	CRL-5521-NAV	Carmel Knit Throw Blanket (Navy)	2026-01-21

First 5 of 20 rows, first 7 of 14 columns. RadRoot interviewed the customer on each row, and 7 of 20 answered.

One interview, exactly as it ran

Six options every time, including the ones that reflect badly on whoever sent it. Each question was written after the answer above it landed.

Q1You are returning the Hampton Throw Pillow Set in Gray. What happened?

·The color didn't match what was shown on the website
·The pillows were smaller than they appeared in the photos
·The fabric felt cheap and nothing like the description
·One pillow arrived with a manufacturing defect
✓The box was completely crushed on one side
·The pillows had an unpleasant odor I couldn't remove

Q2Were the pillows themselves damaged, or just the shipping box?

·Just the box, the pillows inside were perfectly fine
·The pillows were slightly compressed but otherwise okay
·One pillow had a small tear, the other was fine
·Both pillows were crushed but no tears or marks
✓One pillow was flattened and the stuffing felt lumpy
·Both pillows were damaged beyond use, completely ruined

Q3Do you know which delivery service brought your package?

·UPS delivered my package
·USPS brought it
✓FedEx Ground left it at my door
·Amazon Logistics was the carrier
·I think it was DHL
·I'm not sure which delivery service it was

Q4Before you noticed the damage, did the color look accurate compared to the website?

✓Yes, the gray looked right from what I could see
·No, the gray was much darker than the website showed
·No, it was lighter and more washed out than expected
·Hard to tell with the damage, but it seemed off
·The color had unexpected blue tones not in the listing
·I couldn't really assess the color given the condition

Q5If the product had arrived undamaged, would the size have matched what you expected?

·Yes, the size looked about right
·No, they looked smaller than the photos suggested
·No, they appeared larger than I expected
✓Hard to say, but they didn't look obviously wrong
·The flattening made it impossible to judge the true size
·I couldn't tell because I didn't unpack them fully

The verdict it produced

Written for whoever ran the campaign. The respondent never sees it.

Rachel returned the Hampton pillows in Gray because the box arrived completely crushed on one side and one of the pillows inside was flattened with lumpy stuffing. FedEx Ground made the delivery to ZIP 94104 in San Francisco. The gray color looked accurate and the size did not appear obviously wrong. This is the fourth return out of seven where FedEx Ground delivered to a 941xx ZIP with significant packaging damage. That concentration is now definitive and requires immediate follow-up with FedEx about their San Francisco ground routes.

photography gap mixed low confidence

The interview did not gather strong evidence about whether the product photos matched reality.

scale perception mixed low confidence

Rachel indicated the size did not look obviously wrong, but she could not fully evaluate it due to the damage.

packaging damage negative high confidence

The box was crushed on one side and one pillow inside was flattened with lumpy stuffing.

carrier concentration negative high confidence

FedEx Ground delivered a crushed box to ZIP 94104 in San Francisco.

color accuracy positive medium confidence

The gray color appeared accurate to the customer before she focused on the damage.

See this on your own data

Fifteen minutes, screen to screen. We run your real question through RadRoot while you watch, and you leave with the follow-up it wrote and a price.

Book 15 minutes Answer one yourself