Claim LD05-HQ-C06 (v1.0)
DWP’s Universal Credit Advances model selects claims for additional fraud review while the final decision remains human; the reviewer is not shown the risk rating or told that the referral was model-generated.
Research opportunities this claim motivates
What this claim leaves open for research. Each is a hypothesis about a gap, not a finding.
- Does telling reviewers a case was picked by a risk model change what they decide?The DWP Universal Credit Advances reviewer is not shown the risk rating or told the referral was model-generated; this is one of the review designs the experiment compares. The claim does not say whether final decisions are biased, and neither will this study for that system.
Provenance and status
- Claim type
- Fact
- Publication status
- Eligible for publication
- Verification state
- Checked against the primary source. Who checked this claim is not recorded for it; claim checks so far were AI-led, and no person has checked claims against their sources.
- Does not license
- Claim that final human decisions are biased or unbiased
- Limitations
- Government self-evaluation; version changes
- Source (as cited)
- DWP Fairness Assessment 2025; DWP Effectiveness Assessment 2026; ATRS record
- Source type
- Government audit or evaluation, Government document (recorded as “Official evaluation / government transparency”)
- Institutional position
- Government
- Maturity of the evidence
- Rapidly maturing evidence
- Recorded date
- 25 September 2026
- Currentness / correction
- This is the current version. No correction or concern is recorded on its sources.
Sources this version cites
- DWP, Universal Credit Advances Model — Fairness Assessment, 17 July 2025 (Government audit or evaluation)
Read the original - DWP, Effectiveness Assessment of Universal Credit Advances Model, 9 July 2026 (Government audit or evaluation)
Read the original - UK Algorithmic Transparency Recording Standard record — DWP Universal Credit Advances model (Government document)
Read the original
Version
This is the current version, v1.0. Earlier versions stay available, and their records never change.
Raw record: every recorded field, with its coded values
All 25 canonical Claim fields, verbatim, with the coded values derived from them. The plain-language labels above are read from these.
- Claim type (coded)
- FACT (as printed: “FACT”)
- Publication status (coded)
- ELIGIBLE (as printed: “ELIGIBLE”)
- Verification state (coded)
- CONTENT_VERIFIED_PRIMARY
- Source type (coded)
- GOVERNMENT_AUDIT_OR_EVALUATION, GOVERNMENT_PRIMARY
- Maturity (coded)
- RAPIDLY_MATURING
| # | Canonical field | Canonical value (verbatim) | Normalized (Claim Value Vocabulary v1.0.2) |
|---|---|---|---|
| 1 | CLAIM ID | LD05-HQ-C06 | — |
| 2 | PUBLIC-FACING CLAIM | DWP’s Universal Credit Advances model selects claims for additional fraud review while the final decision remains human; the reviewer is not shown the risk rating or told that the referral was model-generated. | — |
| 3 | CLAIM TYPE | FACT | base_types: FACT |
| 4 | RESEARCH STRAND | B — Decision support vs automation | — |
| 5 | MATURITY | RAPIDLY MATURING | states: RAPIDLY_MATURING |
| 6 | SOURCE | DWP Fairness Assessment 2025; DWP Effectiveness Assessment 2026; ATRS record | source_ids: SRC-LD05-DWP-UC-FAIRNESS-2025, SRC-LD05-DWP-UC-EFFECTIVENESS-2026, SRC-LD05-DWP-UC-ATRS-RECORD |
| 7 | SOURCE TYPE | Official evaluation / government transparency | classes: GOVERNMENT_AUDIT_OR_EVALUATION, GOVERNMENT_PRIMARY |
| 8 | INSTITUTIONAL POSITION | Government | — |
| 9 | SCOPE | UK Universal Credit Advances, 2024–26 | — |
| 10 | DESIGN | Production audit/evaluation | — |
| 11 | SAMPLE / DATASET | UC Advance requests; exact N varies by period | — |
| 12 | MODEL / TOOL / VERSION | UC Advances ML model; period-specific live versions | — |
| 13 | COMPARATOR | Random control + human final review | — |
| 14 | MAIN RESULT | Model determines referral; human reviewer blind to score/model referral | — |
| 15 | INFERENTIAL TARGET | Separation of algorithmic selection from human determination | — |
| 16 | DOES NOT LICENSE | Claim that final human decisions are biased or unbiased | — |
| 17 | VERIFICATION STATE | CONTENT VERIFIED | state: CONTENT_VERIFIED_PRIMARY · verified_by: UNKNOWN |
| 18 | LIMITATIONS | Government self-evaluation; version changes | — |
| 19 | CONTRADICTORY / SUPPORTING SOURCES | NAO audit; period-specific DWP assessments | — |
| 20 | GEOGRAPHY / LANGUAGE | UK/English | — |
| 21 | DISTRIBUTIONAL LEDGER | Referral creates extra evidence burden/delay | — |
| 22 | R01 / FIELD-MAP LINKS | D5, D4a, L-A, R-1 | — |
| 23 | WHAT WOULD CHANGE THIS CLAIM? | Workflow redesign exposing/altering score/referral visibility | — |
| 24 | PUBLICATION STATUS | ELIGIBLE | state: ELIGIBLE |
| 25 | RECORDED DATE | 2026-09-25 | — |
Field 22 references resolved against Field Map v0.2: D5 (DOMAIN); D4a (SUB_AREA); L-A (LENS); R-1 (LENS)
The sources as recorded, with their record IDs and coded source types:
Pinned Sources (field 6, version-specific)
- “DWP Fairness Assessment 2025” → DWP, Universal Credit Advances Model — Fairness… (SRC-LD05-DWP-UC-FAIRNESS-2025--v1.0) — DWP, Universal Credit Advances Model — Fairness Assessment, 17 July 2025; class GOVERNMENT_AUDIT_OR_EVALUATION (explicit public provenance pin)
- “DWP Effectiveness Assessment 2026” → DWP, Effectiveness Assessment of Universal Credit Advances… (SRC-LD05-DWP-UC-EFFECTIVENESS-2026--v1.0) — DWP, Effectiveness Assessment of Universal Credit Advances Model, 9 July 2026; class GOVERNMENT_AUDIT_OR_EVALUATION (explicit public provenance pin)
- “ATRS record” → UK Algorithmic Transparency Recording Standard record… (SRC-LD05-DWP-UC-ATRS-RECORD--v1.0) — UK Algorithmic Transparency Recording Standard record — DWP Universal Credit Advances model; class GOVERNMENT_PRIMARY (explicit public provenance pin)
Cited by Living Debate versions
Cite this page
SocioLens project. (2026, September 25). DWP’s Universal Credit Advances model selects claims for additional fraud review while the final decision remains human; the reviewer is not shown the risk rating or told that the referral was model-generated [Claim LD05-HQ-C06, version v1.0]. SocioLens. https://sociolens-web.pages.dev/claims/ld05-hq-c06/v1.0/
@misc{sociolens_ld05_hq_c06_v1_0,
author = {{SocioLens project}},
title = {DWP’s Universal Credit Advances model selects claims for additional fraud review while the final decision remains human; the reviewer is not shown the risk rating or told that the referral was model-generated.},
year = {2026},
date = {2026-09-25},
howpublished = {\url{https://sociolens-web.pages.dev/claims/ld05-hq-c06/v1.0/}},
note = {Claim LD05-HQ-C06, version v1.0}
}The link points to this version, whose record never changes. For a finding, cite the original study as well: SocioLens summarizes research and does not replace it.
Research-of-record provenance
Materialized by sociolens-materializer 0.6.0 at 2026-09-28T20:00:00.000Z; normalization contract SocioLens — Claim Value Vocabulary v1.0.2 — Pre-Spike Materialization Contract (v1.0.2). Content seal SHA-256 4d66fb4821fbd6f859278427a1dce2bcc1397a997dff69e4494e7c9989a2d6b6.
Frozen Drive-derived inputs
- R04 — LD-05 Canonical Claim Ledger v1.0 — LOCKED (v1.0) — Drive ID
1WkAv7jmWIrr1GBmYSv66jDc8m222Yd9z; revision: NOT_EXPOSED_BY_DRIVE_TEXT_EXPORT; Drive modified ; block “ENTRY 06 — LD05-HQ-C06” SHA-2563cbd53ec87a88ab9d7c099a6f515ce00737fe9c23f84b0f488de63e6f4b675b1; SocioLens — Programme Status & Authority Register v0.6 status “CURRENT.”; frozen fixturefixtures/frozen/r04-ld05-claim-ledger-v1.0.
Builder decisions (not Drive data)
- VERSION = v1.0 — basis: Claim version taken from the canonical ledger artifact version (R04 — LD-05 Canonical Claim Ledger v1.0); Implementation Architecture Selection §5
- CURRENT_POINTER = true — basis: SocioLens — Programme Status & Authority Register v0.6 status for "R04 — LD-05 Canonical Claim Ledger v1.0 — LOCKED": "CURRENT."
- FIELD_6_SOURCE_REFERENCE = SRC-LD05-DWP-UC-FAIRNESS-2025--v1.0 — basis: field 6 of ENTRY 06 — LD05-HQ-C06 cites "DWP Fairness Assessment 2025"; the frozen field-6 segment of this ClaimVersion's ledger block; Drive-derived identity authority (Issue #37 Source inventory): ledger C06/C07 fields 6–8 ("Official evaluation"); Batch 02 §1; KEY EVIDENCE.
- FIELD_6_SOURCE_REFERENCE = SRC-LD05-DWP-UC-EFFECTIVENESS-2026--v1.0 — basis: field 6 of ENTRY 06 — LD05-HQ-C06 cites "DWP Effectiveness Assessment 2026"; the frozen field-6 segment of this ClaimVersion's ledger block; Drive-derived identity authority (Issue #37 Source inventory): ledger C06/C07 fields 6–8; Batch 02 §1; KEY EVIDENCE.
- FIELD_6_SOURCE_REFERENCE = SRC-LD05-DWP-UC-ATRS-RECORD--v1.0 — basis: field 6 of ENTRY 06 — LD05-HQ-C06 cites "ATRS record"; the frozen field-6 segment of this ClaimVersion's ledger block; Drive-derived identity authority (Issue #37 Source inventory): ledger C06 ("ATRS record"; "government transparency"); Batch 02 §1 ("Algorithmic Transparency Recording Standard entry, current through 2026").
- SOURCE_PROVENANCE_PIN = SRC-LD05-DWP-UC-FAIRNESS-2025--v1.0 — basis: Issue #5 proof rendering (Architecture Proof Protocol v0.1 AP-08 / Amendment v1.2 §6): explicit version-pinned public provenance of this ClaimVersion — the pinned field-6 Source record.
- SOURCE_PROVENANCE_PIN = SRC-LD05-DWP-UC-EFFECTIVENESS-2026--v1.0 — basis: Issue #5 proof rendering (Architecture Proof Protocol v0.1 AP-08 / Amendment v1.2 §6): explicit version-pinned public provenance of this ClaimVersion — the pinned field-6 Source record.
- SOURCE_PROVENANCE_PIN = SRC-LD05-DWP-UC-ATRS-RECORD--v1.0 — basis: Issue #5 proof rendering (Architecture Proof Protocol v0.1 AP-08 / Amendment v1.2 §6): explicit version-pinned public provenance of this ClaimVersion — the pinned field-6 Source record.