Overview Findings Units Method Glossary 8479 units · 5873 threads · indexed 08:03

Credibility

How people on this forum establish that they really farm — and what that implies for verifying them on a platform.

The community already polices this itself. It has a word for the failure mode — an "internet farmer", someone who advises without farming — and 3904 threads carry signals of people proving they are not one.

But almost everything they offer is unverifiable by a machine. The commonest proofs are a location, a phone number and a claim of years farming. Only two families could be checked automatically: a registered business name, and membership of a named association.

30% of signals match no family. This field was free text, not a controlled vocabulary — 15819 emissions across thousands of distinct strings, where "citing years of experience", "years of experience" and "citing experience" are three strings for one idea. The families below are a keyword folding, openly lossy, and the unmatched residue is published at the bottom rather than tuned away. Full caveats.

What people offer as proof

familythreadsverifiable?
A place you could go
A stated address, farm location or farm size. Strong, because it is falsifiable by anyone nearby and expensive to fake convincingly.
1792
claim only
Reachability
A phone number, WhatsApp line or email. The commonest signal by far, and the weakest: it proves someone can be contacted, not that they farm.
1703
claim only
A named business
A company, brand or vendor name, or a website. Checkable against corporate registration, which makes it one of the few signals a platform could verify automatically.
1340
machine-checkable
Claimed experience
Years farming, or a first-person account of having done it. Entirely unverifiable, and the single most common thing people offer.
813
claim only
Knowing the details
Technical or product specifics -- breeds, varieties, feed ratios, process steps. Not a credential, but hard to fake without knowing the work, and the signal the community itself trusts most.
799
claim only
Photographs
Pictures or video of the farm, birds or crop. Persuasive on the forum and trivially stolen from elsewhere.
334
claim only
Association membership
Naming a cooperative, society or farmers' association. Verifiable in principle through the association itself, and the closest thing the forum has to an institutional check.
264
machine-checkable

What this means for a verification check mark

The founding meeting proposed that anyone may self-declare as a farmer, with a separate reviewable form granting a check mark, and asked what proof signals could make that review automatable. This corpus answers it, mostly in the negative:

Farmers have already built the missing piece themselves. Among the coordination threads is one collecting verified contact details specifically to defend against scams — a hand-rolled registry of people vouched for as real. See the registries → That is the check mark, existing as folk practice, and it exists because being sold something fake and being defrauded are the two most reported harms in this corpus.

What no family matched

The most common of the 4803 unmatched signals. Several are real credibility markers the taxonomy simply does not name — "professional tone", "citing external sources" — and a few are the model editorialising.

signaltimes
service description21
author name20
service offer16
practitioner13
citing external sources12
nationwide delivery claim12
professional tone12
nefarious12
named speaker11
named officials10
hashtag usage10
group name10
named business9
local knowledge9
youtube link9
working hours8
repeated availability claims8
named organization8
service scope8
facebook link8
external link8
youtube links8
bank account details7
claims expertise6
structured guide6
minimum order quantity6
i currently run a pig biz and have spent alot so far feeding them now the two female are pregnant not easy rearing pigshope to sell my male pig as cheap as 350 400k6
i have males close to that side6
localization5
professional title5