← FAT Research Library
📅 Published October 19, 2026
✍️ Dirk Adams
⌛ 4 min read

DRAFT — WORKING DATASET, UNDER VERIFICATION. This dataset accompanies a working draft and is published for review and correction. Figures are preliminary and have not been independently replicated; see “Limitations” below before citing.

Companion dataset to “The Limits of a Good List: Reading ASPCA ShopKind Through Farm Animal Transparency’s Sixteen Categories” (working draft v3.1). By Dirk Adams, with the assistance of AI. Published October 2026.

Download

FAT_ShopKind_meat_roster_scores_2026-07-31.csv — 96 rows (86 Best Choice, 10 Second-Best Choice), one row per supplier, with certifications, pathway class, disclosure counts, and a status and credibility label for each of FAT’s sixteen categories.

What this dataset is

  • Population. Online-orderable meat suppliers listed in ASPCA ShopKind’s “Best Choice” and “Second-Best Choice” tiers, human-food meat categories only (beef, bison, chicken, turkey, lamb, goat, pork). This is a subset of ShopKind, not its full roster.
  • Retrieval. Roster pulled from the ShopKind public search interface on July 31, 2026, with follow-up checks August 1–2, 2026. ShopKind listings change; this file is a frozen snapshot.
  • Unit. One supplier (farm, ranch, or brand as listed). A supplier holding several certifications appears once, with all certifications listed. Four brands appear in both tiers (one row per tier).
  • Exclusions. Three goat dairies for which no eligible online meat product was found in the pages reviewed (Big Picture Farm, Fraga Farmstead Creamery, Prairie Fruits Farm & Creamery).

Columns

  • certifications — as shown in ShopKind’s data for the supplier.
  • pathway_class — FAT’s grouping: Dedicated welfare certification (Animal Welfare Approved, Certified Humane, or Regenerative Organic Certified present); Grass-fed or GAP Step 4 (American Grassfed Association or Global Animal Partnership present, no dedicated welfare cert); Habitat / soil / organic-centered only (Audubon Conservation Ranching, Real Organic Project, or Regenified only). Best Choice totals: 41 / 25 / 20.
  • disclosed_of_16 — categories counted as disclosed out of sixteen, FAT’s published method. This is a provisional floor: see limitations.
  • disclosed_of_applicable — the same count with Quality/Grade (not mandatory) and, where no organic claim is made, Organic removed from the denominator.
  • c01–c16 — status for each category (Disclosed, Partial, Not found, Not confirmed, Not applicable) with the credibility of the disclosure in brackets: audited (third-party certification), usda (USDA-reviewed), affidavit (producer statement), marketing (unverified).
  • chicken_growth_note — breed or growth-rate basis for chicken suppliers.

Limitations — read before citing

  • Age at slaughter (6), processor establishment number (7), and quality/grade (14) were not checked against physical package labels in this pass. They are recorded as “Not confirmed,” which lowers every count. A missing value here means “not confirmed,” not “concealed.”
  • Equal weighting of the sixteen categories is FAT’s analytical choice, not a validated measure of welfare or overall transparency.
  • Credibility labels follow the supplier’s certification; they have not been confirmed product by product.
  • Breed entries reflect what producers state on their own materials; a named breed is not independently verified.
  • Pathway classes reflect certifications, not ASPCA’s species-by-tier eligibility rules, which differ by species (see aspca.org/shopkind/guide/products).
  • Narrative claims about named businesses (directory mismatches, plant-level enforcement records, retail country-of-origin comparisons) are not part of this dataset.

Corrections are welcome: if you are a listed supplier and a value is wrong, contact dirkadams@farmanimaltransparency.com with a link or label photo and we will update the file and note the change.

Citation: Farm Animal Transparency (2026). ASPCA ShopKind online-orderable meat roster, scored against FAT’s sixteen categories [dataset; roster retrieved July 31–August 2, 2026]. farmanimaltransparency.com/shopkind-companion-dataset/

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