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Research Note

Online Price Evidence Research Note

NIST describes experimental design as a plan made before data collection so observations can support valid and objective conclusions. Its guidance on blocking treats time

Aug 4, 20262 min readBy Dalton Anderson

Online Price Evidence Research Note

Research principle

NIST describes experimental design as a plan made before data collection so observations can support valid and objective conclusions. Its guidance on blocking treats time, operator, environment, and other nuisance variables as factors that should be held constant or accounted for.

Applied to an online price comparison, the comparison unit is not merely a product name. It includes the exact product identifier, size, seller, store location, fulfillment method, delivery address or zone, time, account state, membership, coupon eligibility, quantity, inventory state, and displayed fees.

Evidence levels

LevelRecordDefensible conclusion
AnecdoteA remembered difference or cropped imageA question worth checking
Documented observationFull screenshots and context from two sessionsTwo displayed outcomes differed under the recorded conditions
Controlled comparisonSimultaneous matched sessions with known nuisance factors held constantThe difference persisted after the stated controls
ReplicationRepeated sessions, products, stores, or accountsThe variation was not limited to one captured event
System evidenceAssignment logs, product rules, data dictionaries, or codeA named input or rule contributed to the outcome

Screenshots are useful for recording output. They do not reveal the assignment rule by themselves.

Consumer record

The FTC advises online shoppers to record the company and website, item, date, amount, seller policy, and communications. It also advises comparing total cost, including shipping, delivery, taxes, and other fees.

For price-variation evidence, the packet should preserve unedited originals, timestamps, URLs, product identifiers, full cart totals, promotion terms, and the account conditions needed to reproduce the view. Public copies should remove names, exact addresses, order numbers, payment details, email addresses, loyalty identifiers, and other account data.

Escalation

Instacart's current help page lets a shopper report an incorrectly priced item through the item detail view. USAGov recommends contacting the seller or website first. If the issue is not resolved, its current page links to state consumer-protection offices, state attorneys general, the FTC for scams or suspicious communications, and econsumer.gov for international purchases.

The appropriate regulator depends on the conduct and jurisdiction. The guide should not promise that a complaint portal will adjudicate a pricing study or retrieve proprietary assignment logic.

Sources

Follow the evidence.

  1. ag.ny.gov: attorney general james demands answers instacart about algorithmic pricingag.ny.gov
  2. itl.nist.gov: pri332itl.nist.gov
  3. instacart.com: promotionsinstacart.com
  4. ftc.gov: ftc surveillance pricing study indicates wide range personal data used set individualized consumer pricesftc.gov
  5. consumer.ftc.gov: online shoppingconsumer.ftc.gov
  6. company.instacart.com: instacartpricingcompany.instacart.com
  7. gov.uk: tackling the loyalty penaltygov.uk
  8. company.instacart.com: instacart makes it easier for customers to save on groceries with acquisition of eversightcompany.instacart.com
  9. instacart.com: 1586544648instacart.com
  10. usa.gov: online purchase complaintsusa.gov
  11. company.instacart.com: ending item price tests on instacartcompany.instacart.com
  12. company.instacart.com: the truth about pricing tests on instacartcompany.instacart.com
  13. itl.nist.gov: pri11itl.nist.gov
  14. fca.org.uk: fca confirms measures protect customers loyalty penalty home motor insurance marketsfca.org.uk
  15. consumerreports.org: instacart ai pricing experiment inflating grocery bills a1142182490consumerreports.org
  16. investors.instacart.com: 9e9aff2c 95db 4f75 bdf1 0f4025e1468cinvestors.instacart.com
Online Price Evidence Research Note