Policies·eu_ai_liability_directive_proposal_2022

Ai Liability Directive Proposal 2022

DEU, FRA, ITA, ESP, NLD, BEL, POL, SWE, IRL, AUT·2021 – presentcandidate

movessectoral licensing↑product market competition↓trade openness↓

What the policy did

The September 2022 Commission proposal for an AI Liability Directive (COM(2022) 496) sought to ease the evidentiary burden for victims claiming damages caused by AI systems by introducing a rebuttable presumption of causation and disclosure obligations linked to the AI Act's high-risk categorisation. It was designed to complement the revised Product Liability Directive and apply uniformly across member-state tort regimes; the file remained pending, with the Commission later signalling withdrawal in 2025.

Policy-content fingerprint — what this policy moved, on which axes

Per invariant 3, reforms are scored by what they did on each channel-separated axis, not by the party that enacted them. This fingerprint is how the policy-match engine finds historical analogues.

intended

↑

sectoral licensing

regulatory.sectoral_licensing

Sector-specific licensing regimes, concentration / quota allocation, state-controlled entry (energy, telecoms, healthcare, banking).

increased · weak

tighter sectoral licensing / more state gating

Disclosure duties tied AI compliance documentation to permission to defend in tort proceedings.

↓

product market competition

regulatory.product_market_competition

Product-market regulation, entry barriers, licensing burdens, network-industry regulation, price controls.

decreased · weak

more restrictive regulation, higher entry barriers

Presumption of causation and disclosure costs raise litigation risk disproportionately for smaller vendors.

↓

trade openness

regulatory.trade_openness

Trade policy openness — tariffs, non-tariff barriers, FTAs, industrial protection.

decreased · weak

more protectionist

Non-EU AI providers face EU-wide harmonised liability exposure for products placed on the market.

Enacted by

eu_gdpr_regulatory_stack_2018

Empirical evidence — linked hypotheses

Explicit links are curated by the author. Inferred links are hypotheses in the library that test the same axes this policy moved — the framework's answer to "what does the data say about a policy like this?".

Estonia adopted among the most radical market-liberalisation packages of any post-Soviet state — flat tax (26% universal rate, 1994), currency board (EEK pegged to DM/EUR, 1992), rapid privatisation, unilateral free trade, and minimal capital controls — and by 2007 had recovered to Soviet-era GDP per capita levels and substantially exceeded them, while Belarusian and Ukrainian peers had not recovered comparably.

estonia_market_reform_post_soviet_growth_1991_2007inferred

viaregulatory.trade_opennessregulatory.product_market_competition

PARTIAL — recovery threshold pass=True (year_recovered=1998, 2007 vs 1991 = 70.53282727739165); Baltic−CIS gap pass=False (gap=5.1509956229348575)

partial

Across a broad panel of economies 1980-2020, market reforms (privatisation, trade liberalisation, and price decontrol) produce durable gains in real GDP per capita growth only when rule-of-law scores exceed a minimum threshold (WGI Rule of Law > -0.5, approximately the 40th percentile of the global distribution).

rule_of_law_market_reform_complementarityinferred

viaregulatory.product_market_competitionregulatory.trade_openness

REFUTED — coef=-0.1483 (sign opposite claim +), p=0.00481

refuted

Among high-income economies 1990-2020, services-sector competition — measured by low barriers to entry, low incumbent-protection scores, and high churn in retail, transport, communications, and professional services — predicts long-run prosperity (real GDP per capita growth and labour-productivity growth) better than manufacturing-specific industrial policy spending.

sectoral_competition_services_productivityinferred

viaregulatory.product_market_competitionregulatory.sectoral_licensingregulatory.trade_openness

PARTIAL — coef=+0.000842, p=0.361 (above α=0.05); direction inconclusive

partial

Canada’s long-run prosperity after the Canada–US Free Trade Agreement (1988) and NAFTA (1994) is more associated with market openness than with national industrial-policy initiatives.

canada_market_liberalisation_vs_state_industry_1988_2024inferred

viaregulatory.trade_opennessregulatory.product_market_competition

INCONCLUSIVE_DATA_PENDING — treatment 'canada_post_1988' has no within-country variation under country fixed effects

run pending

Australia’s long expansion after the Hawke-Keating reforms (1983–1996) — including tariff cuts, financial deregulation, competition-policy introduction, and fiscal consolidation — is better predicted by market liberalisation than by sector-specific state direction.

australia_hawke_keating_reform_long_runinferred

viaregulatory.trade_opennessregulatory.product_market_competition

PARTIAL — coef=-0.03935, p=0.076 (above α=0.05); direction inconclusive

partial

The Soviet central-planning system, having already exhibited TFP stagnation 1970-1989, underwent a canonical institutional and economic collapse 1989-1998 as plan-enforcement was withdrawn without functioning market institutions in place.

soviet_union_central_planning_gdp_collapse_1989_1991inferred

viaregulatory.product_market_competition

INCONCLUSIVE_DATA_PENDING — no outcome variable loaded; missing: ['derived: count of canonical_metrics with threshold met']

run pending

NZ Rogernomics 1984–1993 liberalisation (tariff removal, SOE corporatisation, financial-market liberalisation) produced productivity acceleration and real-income gains over 1990s–2000s relative to pre-reform trend.

nz_rogernomics_productivity_effectinferred

viaregulatory.trade_opennessregulatory.product_market_competition

refuted — NZ synthetic-control log-TFP gap mean over 1995-2005 = -3.80% (<= 0); informative log GDP-pc gap = -22.70%. Productivity acceleration claim not suppor…

refuted

Singapore's long-run prosperity and frontier convergence are better predicted by extreme trade openness, strong rule of law, competitive product and services markets, and high economic freedom than by state ownership or industrial targeting alone.

singapore_state_capacity_market_openness_comboinferred

viaregulatory.trade_opennessregulatory.product_market_competition

PARTIAL — coef=-0.0001143, p=0.713 (above α=0.1); direction inconclusive

partial

Similar historical policies

Ranked by axis-fingerprint overlap with this policy. Direction match bolded — those are the closest historical analogues. Shape of the match is what drives policy-outcome comparison, not the country or party label.

State Foreign Trade Monopoly and Autarkic Controls

MMR·1964

match

1.8

trade opennessproduct market competitionsectoral licensing

EU AI Act (Regulation 2024/1689)

DEU, FRA, ITA, ESP, NLD, BEL, POL, SWE, IRL, AUT·2021

match

1.6

sectoral licensingproduct market competitiontrade openness

France — nationalisations of banks and industry (February 1982)

FRA·1982