MiningWatch — Belgium's Data-Mining Tool for Targeting Social-Fraud Inspections
Belgium
Since 2014, Belgium's federal social security service has used the MiningWatch data-mining tool to rank construction, cleaning and hospitality employers …
Germany · Bonn · See the Germany profile · See the Bonn profile
Evidence: Descriptive / self-reported Top 74% 47/100 · Ask Evidence Copilot about this practice
Germany's SchwarzArbMoDiG law, in force since January 2026, gives customs' undeclared-work unit a legal basis for AI-supported risk scoring and cross-agency data analysis - while explicitly banning AI from autonomously judging an individual's 'dangerousness'.
Germany's customs-run Financial Control of Undeclared Work unit (Finanzkontrolle Schwarzarbeit, FKS) tackles a large undeclared-work problem: its 2025 statistics recorded 98,200 criminal proceedings, 52,100 administrative proceedings, ~25,800 employer inspections, roughly €675M in identified financial damage, and about 1,200 cumulative years of prison sentences.
On 13 November 2025 the Bundestag passed SchwarzArbMoDiG, effective 1 January 2026, giving the FKS a statutory basis to run automated data analysis and self-learning AI systems that cross-reference tax, pension-insurance and customs records, plus direct electronic access to employers' time-tracking and accounting systems, backed by roughly 900 additional inspectors.
The law explicitly prohibits AI from autonomously determining an individual's 'dangerousness', restricting it to flagging patterns for human inspectors to review rather than making enforcement decisions itself — a safeguard confirmed by independent legal analysis.
Because the AI provisions only took legal effect in January 2026, no independent evaluation of the new risk-scoring tool's detection accuracy or case yield has yet been published.
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Where this practice's information was retrieved from, and when.
Belgium
Since 2014, Belgium's federal social security service has used the MiningWatch data-mining tool to rank construction, cleaning and hospitality employers …
China
China's customs authority (GACC) has deployed its 'Tianxuan' AI targeting model at 269 sites nationwide. A 2025 WCO case study …
Iraq
Iraq's Customs Authority deployed UNCTAD's ASYCUDA World, whose newest generation adds AI-based risk-scoring to sort shipments into inspection channels. Revenue …
Nigeria
B’Odogwu (Nigeria’s Unified Customs Management System) applies AI risk-profiling and ML pattern detection across 34 commands. Between Oct 2024 and …
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