The Retail Exemption

Retail exemption: -2020-01-03 The Butchers Joint, Church Street, Cromer

A store butcher cuts a subprimal into steaks and prints a label. It carries no establishment number, and no federal rule requires it to. How the FSIS retail store exemption at 9 CFR 303.1(d) erases processor identity — and the one partial fix USDA has applied.

Consumer Behavior and Food Labels: An Integrative Review of the Academic and Scientific Literature with Particular Emphasis on Meat and Seafood

Consumer behavior: File:Reading food labels - Nutrition Guide

← FAT Research Library 📅 Prepared May 20, 2026  ✍️ Dirk Adams with the assistance of AI  ⌛ 43 min read, 2 sources RETAIL LABELS & GROCERS RESEARCH SERIES | RESEARCH PAPER Prepared for publication by Farm Animal Transparency | May 2026 Consumer Behavior and Food Labels: An Integrative Review of the Academic and Scientific Literature with […]

EST Number Placement — The Meat Label Disclosure Gap

Meat label disclosure: Meat at Hannaford supermarket in Vermont

Federal regulation requires the USDA establishment number to be prominent, conspicuous, and legible — yet it routinely lands on package seams, glued flaps, and low-contrast back panels. This FAT research paper documents the regulation, the variable-data printing and converter economics that drive off-shield placement, and the modest per-package cost of bringing the label into compliance.

“Natural” and “Family Farm”: Two Label Claims, No Real Definitions

Family farm: Welcome To The Farm

← FAT Research Library 📅 Prepared April 23, 2026  ✍️ Dirk Adams with the assistance of AI  ⌛ 22 min read, 2 sources RETAIL LABELS & GROCERS RESEARCH SERIES | RESEARCH PAPER Prepared for publication by Farm Animal Transparency | April 2026 Two Words That Aren’t What They Seem – FAT Research Report Farm Animal Transparency Research […]

USDA Label Claims and Process Verification

Usda label claims: Poultry labels - to understand what's in our food 19430

← FAT Research Library 📅 Prepared January 12, 2026  🔄 Revised May 2, 2026  ✍️ Dirk Adams with the assistance of AI  ⌛ 4 min read, 7 sources RETAIL LABELS & GROCERS RESEARCH SERIES | RESEARCH PAPER Prepared for publication by Farm Animal Transparency | January 2026 USDA Label Claims and Process Verification Prepared on January 12, […]

Chilling Chicken: Comparing Water Chilled vs. Air Chilled

Chilling chicken: Poultry labels - to understand what's in our food 19429

← FAT Research Library 📅 Prepared January 7, 2026  🔄 Revised May 2, 2026  ✍️ Dirk Adams with the assistance of AI  ⌛ 2 min read, 7 sources RETAIL LABELS & GROCERS RESEARCH SERIES | RESEARCH PAPER Prepared for publication by Farm Animal Transparency | January 2026 Comparison of Water-Chilled vs. Air-Chilled Chicken in U.S. Poultry Production […]