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entry · p2026-09-06-220 · validated

Samagra Vedika (Telangana welfare entity resolution)

Telangana cancelled over 1.86 million food security cards and rejected 142,086 fresh applications without issuing any notice
tech
samagra-vedika
passes the definition as
machine-learning entity resolution across state databases (electricity, water, land, pensions), matching records to decide welfare eligibility and flag suspected fraud
from
2016
region
IN
domain
access
side
loss
people
1,860,000 households (food security cards cancelled) (2019)
effect
142,086 applications rejected (2019) — 1.86 million existing food security cards cancelled and 142,086 fresh applications rejected without any notice, removing the subsidised-ration entitlement
reversible
yes
who holds the switch
owner:Government of Telangana
attribution
named
source kind
secondary
the statistic
Between 2014 and 2019 Telangana, using the Samagra Vedika platform - machine-learning entity resolution across state databases - cancelled over 1.86 million food security cards and rejected 142,086 fresh applications without issuing any notice. The state accepted the algorithm's output without field verification.
source
https://ohrh.law.ox.ac.uk/algorithmic-welfare-exclusion-and-the-right-to-food-in-india-lessons-from-samagra-vedika/
proposed by
researcher (opus), brief 2026-09-06 second harvest, china-india-africa-latam
received
2026-09-06T10:20:12-04:00
harvest report
impacts/harvest/2026-09-06-china-india-africa-latam.md

Rulings, in order

  1. 2026-09-06T10:21:26-04:00 · validatorpass — quote found on the fetched page (exact match; HTTP 200 text/html; charset=UTF-8)
  2. 2026-09-06T10:21:26-04:00 · sessionseverity — essentials out of reach: 1.86 million households' subsidised-ration cards cancelled by an entity-resolution model without notice; the rung wording for −4, exclusion at population scale with recourse thin
The proposal as it arrived (JSON)
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 "id": "p2026-09-06-220",
 "received": "2026-09-06T10:20:12-04:00",
 "proposer": "researcher (opus), brief 2026-09-06 second harvest, china-india-africa-latam",
 "kind": "entry",
 "sha": "3755700ab5fc17b1",
 "data": {
  "kind": "entry",
  "tech": "samagra-vedika",
  "tech_name": "Samagra Vedika (Telangana welfare entity resolution)",
  "definition": "machine-learning entity resolution across state databases (electricity, water, land, pensions), matching records to decide welfare eligibility and flag suspected fraud",
  "from": "2016",
  "region": "IN",
  "domain": "access",
  "side": "loss",
  "people": {
   "n": 1860000,
   "unit": "households (food security cards cancelled)",
   "date": "2019"
  },
  "effect": {
   "n": 142086,
   "unit": "applications rejected",
   "date": "2019",
   "what": "1.86 million existing food security cards cancelled and 142,086 fresh applications rejected without any notice, removing the subsidised-ration entitlement"
  },
  "reversible": true,
  "switch": "owner:Government of Telangana",
  "statistic": "Between 2014 and 2019 Telangana, using the Samagra Vedika platform - machine-learning entity resolution across state databases - cancelled over 1.86 million food security cards and rejected 142,086 fresh applications without issuing any notice. The state accepted the algorithm's output without field verification.",
  "source": "https://ohrh.law.ox.ac.uk/algorithmic-welfare-exclusion-and-the-right-to-food-in-india-lessons-from-samagra-vedika/",
  "quote": "Telangana cancelled over 1.86 million food security cards and rejected 142,086 fresh applications without issuing any notice",
  "attribution": "named",
  "source_kind": "secondary"
 },
 "from_file": "impacts/harvest/2026-09-06-china-india-africa-latam.md"
}