The Dutch Tax Administration’s risk-classification model used Dutch/non-Dutch nationality status as a selection indicator during the verified period; the regulator later imposed a €2.75 million fine for unlawful and discriminatory nationality processing.

SocioLens project,

Claim LD05-HQ-C09 (v1.0)

Provenance and status

Claim type: Fact
Publication status: Eligible for publication, with qualifiers: legal scope
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 the model alone caused the entire benefits scandal
Limitations: Legal finding, not causal outcome evaluation
Source (as cited): Autoriteit Persoonsgegevens investigation and fine decision, 2021
Source type: Regulator document (recorded as “Legal/regulatory primary”)
Institutional position: Regulator
Maturity of the evidence: Mature 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

Autoriteit Persoonsgegevens, childcare-benefits nationality-processing investigation/fine, 2021 (Regulator document)
No checked link to the original yet.

Version

This is the current version, v1.0. Earlier versions stay available, and their records never change.

Versions: v1.0 · current

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 (LEGAL_SCOPE) (as printed: “ELIGIBLE WITH LEGAL-SCOPE QUALIFIER”)
Verification state (coded): CONTENT_VERIFIED_PRIMARY
Source type (coded): REGULATOR_PRIMARY
Maturity (coded): MATURE

#	Canonical field	Canonical value (verbatim)	Normalized (Claim Value Vocabulary v1.0.2)
1	CLAIM ID	LD05-HQ-C09	—
2	PUBLIC-FACING CLAIM	The Dutch Tax Administration’s risk-classification model used Dutch/non-Dutch nationality status as a selection indicator during the verified period; the regulator later imposed a €2.75 million fine for unlawful and discriminatory nationality processing.	—
3	CLAIM TYPE	FACT	base_types: FACT
4	RESEARCH STRAND	C/F	—
5	MATURITY	MATURE	states: MATURE
6	SOURCE	Autoriteit Persoonsgegevens investigation and fine decision, 2021	source_ids: SRC-LD05-AP-TOESLAGEN-2021
7	SOURCE TYPE	Legal/regulatory primary	classes: REGULATOR_PRIMARY
8	INSTITUTIONAL POSITION	Regulator	—
9	SCOPE	Netherlands childcare-benefit processing; verified 2016–2018 risk-indicator period	—
10	DESIGN	Regulatory investigation	—
11	SAMPLE / DATASET	Tax Administration processing systems/data	—
12	MODEL / TOOL / VERSION	Self-learning risk-classification model	—
13	COMPARATOR	Legal necessity/non-discrimination requirements	—
14	MAIN RESULT	Nationality indicator used in risk selection; processing found unlawful/discriminatory; €2.75m fine	—
15	INFERENTIAL TARGET	Legality and discriminatory processing in selection system	—
16	DOES NOT LICENSE	Claim that the model alone caused the entire benefits scandal	—
17	VERIFICATION STATE	CONTENT VERIFIED	state: CONTENT_VERIFIED_PRIMARY · verified_by: UNKNOWN
18	LIMITATIONS	Legal finding, not causal outcome evaluation	—
19	CONTRADICTORY / SUPPORTING SOURCES	DUO shows related selection-stage mechanism	—
20	GEOGRAPHY / LANGUAGE	Netherlands/Dutch	—
21	DISTRIBUTIONAL LEDGER	Non-Dutch nationals exposed to differential scrutiny	—
22	R01 / FIELD-MAP LINKS	D5, D6.3, D4a, L-A	—
23	WHAT WOULD CHANGE THIS CLAIM?	Final legal reversal	—
24	PUBLICATION STATUS	ELIGIBLE WITH LEGAL-SCOPE QUALIFIER	state: ELIGIBLE · qualifiers: LEGAL_SCOPE
25	RECORDED DATE	2026-09-25	—

Field 22 references resolved against Field Map v0.2: D5 (DOMAIN); D6.3 (SUB_AREA); D4a (SUB_AREA); L-A (LENS)

The sources as recorded, with their record IDs and coded source types:

Pinned Sources (field 6, version-specific)

“Autoriteit Persoonsgegevens investigation and fine decision, 2021” → Autoriteit Persoonsgegevens, childcare-benefits… (SRC-LD05-AP-TOESLAGEN-2021--v1.0) — Autoriteit Persoonsgegevens, childcare-benefits nationality-processing investigation/fine, 2021; class REGULATOR_PRIMARY (explicit public provenance pin)

Cited by Living Debate versions

Discretion curtailed, relocated or encoded? (v0.1) LD-05

Cite this page

SocioLens project. (2026, September 25). The Dutch Tax Administration’s risk-classification model used Dutch/non-Dutch nationality status as a selection indicator during the verified period; the regulator later imposed a €2.75 million fine for unlawful and discriminatory nationality processing [Claim LD05-HQ-C09, version v1.0]. SocioLens. https://sociolens-web.pages.dev/claims/ld05-hq-c09/v1.0/

@misc{sociolens_ld05_hq_c09_v1_0,
  author = {{SocioLens project}},
  title = {The Dutch Tax Administration’s risk-classification model used Dutch/non-Dutch nationality status as a selection indicator during the verified period; the regulator later imposed a €2.75 million fine for unlawful and discriminatory nationality processing.},
  year = {2026},
  date = {2026-09-25},
  howpublished = {\url{https://sociolens-web.pages.dev/claims/ld05-hq-c09/v1.0/}},
  note = {Claim LD05-HQ-C09, 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 813143aae5201376977c8a0949d296972a6f15d6726c2802f4cbc3fd53793dbb.

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 09 — LD05-HQ-C09” SHA-256 e053e1ca29995997e987b39711c6e06ab26c0580a15456228709d1eef54bc6e1; SocioLens — Programme Status & Authority Register v0.6 status “CURRENT.”; frozen fixture fixtures/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-AP-TOESLAGEN-2021--v1.0 — basis: field 6 of ENTRY 09 — LD05-HQ-C09 cites "Autoriteit Persoonsgegevens investigation and fine decision, 2021"; the frozen field-6 segment of this ClaimVersion's ledger block; Drive-derived identity authority (Issue #37 Source inventory): ledger C09 fields 6–8; Batch 02 §5 (fine decision of 7 December 2021); KEY EVIDENCE.
SOURCE_PROVENANCE_PIN = SRC-LD05-AP-TOESLAGEN-2021--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.