Poland - Algorithm for allocating educational funds

What Happened

Poland’s Ministry of Education implemented an automated algorithmic model to allocate public educational funds and resources to schools across different regions. The algorithm, designed to optimize funding based on demographic projections and performance metrics, systematically under-allocated resources to schools in rural and economically disadvantaged areas. The model relied on flawed proxies for school performance, accelerating the decline of underfunded rural schools and widening educational inequality before the model was suspended following public outcry.

How MEG 1 would have acted

The allocation algorithm failed both the Dynamic Accuracy Index (DAI) and the Index of Safety and Responsibility (ISR) audits due to its systemic bias and violation of procedural fairness and educational access.

MEG 2 Analysis - Legal Framework

Agent level: N2 (management) - automated decision-making system used by a public authority to allocate public resources; directly impacts the right to education and regional development.
Cause (6.1):
(a) system defect - algorithmic bias and flawed predictive indicators built into the allocation model (design defect), attributable to the developer.
(b) autonomous decision error - the system's decision to under-allocate essential funding based on flawed demographic proxies.
Attachment of liability: The Ministry of Education as the operator is fully liable for the wrongful resource allocations caused by deploying an unverified, biased system.

Procedural Mechanism

6.2 (architectural human confirmation): Decisions involving the allocation of public funds or educational resources must require active, architectural human confirmation. The AI can only provide suggestions; a human board must verify and sign off before final allocations are locked.
7.1 (independent forensics): The input parameters, the model's allocation weights, and the system's decision path must be securely logged in an independent ledger to allow for public audits.
9.4 (least privilege): The allocation system was granted direct authority over resource distribution without independent validation layers, violating safe operational parameters.