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Topic Contested in court

Automated Decision-Making

LLM context A cited markdown file you can paste into your AI assistant (ChatGPT, Claude, a RAG or project knowledge base) to ground it in this topic. Contains: the overview, key law text, case law, enforcement and guidance for this topic. Everything links back to its source on overview.legal — legal information, not advice.

Processing involving automated decisions without human involvement

274 linked items 22 Laws48 Case Law78 Guidance55 Enforcement33 News

Overview

24 sources · Jul 23, 2026

Legal Framework

The primary provision governing automated decision-making is Article 22 GDPR, which grants data subjects the right not to be subject to decisions based solely on automated processing — including profiling — that produce legal effects or similarly significant effects. The provision functions as a prohibition with exceptions: solely automated decisions are impermissible unless one of three lawful bases applies (contract necessity, authorisation by Union or Member State law with safeguards, or explicit consent). Where the contract or consent exception is invoked, Article 22(3) mandates at minimum the right to obtain human intervention, to express one's point of view, and to contest the decision.

Transparency obligations reinforce this framework. Article 13(2)(f) and Article 14(2)(g) require controllers to inform data subjects about the existence of automated decision-making and provide meaningful information about the logic involved. Article 15(1)(h) mirrors this as an access right.

"The data subject shall have the right not to be subject to a decision based solely on automated processing, including profiling, which produces legal effects concerning him or her or similarly significantly affects him or her."
— GDPR Art. 22(1)

Key Developments

The CJEU in OQ v Land Hessen confirmed that Article 22 imposes enhanced requirements on the lawfulness of automated decisions, reflecting the specific risks automated processing poses to individual rights:

"the purpose pursued by Article 22 of the GDPR, consisting of protecting individuals against the particular risks to their rights and freedoms represented by the automated processing of personal data, including profiling."
— OQ v Land Hessen ¶57

In CK v Magistrat der Stadt Wien, the CJEU addressed the scope of the access right under Article 15(1)(h). The court held that data subjects may demand that controllers explain the procedure and principles actually applied in automated processing — but not necessarily an exhaustive disclosure of the algorithm. The controller must provide:

"to explain, by means of relevant information and in a concise, transparent, intelligible and easily accessible form, the procedure and principles actually applied"
— CK v Magistrat der Stadt Wien ¶66

Enforcement actions confirm that profiling for marketing without a valid Article 22 basis triggers sanctions. The Spanish DPA fined Caixabank for relying on legitimate interests (Article 6(1)(f)) where profiling required explicit consent under Article 22(2)(c). The Italian DPA fined BBVA Italy €5.5 million for ignoring in-app objection mechanisms, violating Articles 5, 12, and 21.

Status of the Debate

This topic is actively contested in court. The central doctrinal question is whether Article 22(1) establishes a general prohibition on solely automated decisions (with narrow exceptions) or merely a right for data subjects to object. The EDPB and EDPS have advocated the prohibition reading.

The CJEU in OQ v Land Hessen appeared to endorse the prohibition interpretation, but the General Court in Philippe Latombe treated Article 22 as a right without resolving the structural question. No definitive court split is on record, but the interpretive tension remains unresolved. A future CJEU reference directly asking whether Article 22 is a prohibition or a right would settle the debate.

Practical Guidance

  • Map each automated decision against the Article 22(1) threshold: confirm whether it is solely automated and whether it produces legal or similarly significant effects. If both elements are met, identify which paragraph 2 exception applies.
  • Where relying on contract necessity or explicit consent, implement the Article 22(3) safeguards operationally — a documented human review channel, a mechanism for the data subject to express a view, and a contestation procedure with defined turnaround times.
  • Fulfil transparency obligations at collection under Articles 13(2)(f) and 14(2)(g): describe the existence of automated decision-making, the logic involved in meaningful terms, and the envisaged consequences.
  • Respond to access requests by providing the procedure and principles actually applied, as required by Article 15(1)(h) and clarified by CK v Magistrat der Stadt Wien — concise, intelligible explanations suffice; exhaustive algorithmic disclosure is not mandated.
  • Do not use special categories of data under Article 9(1) as input to automated decisions unless an Article 9(2)(a) or (g) exemption applies and suitable safeguards are in place, per Article 22(4).
Everything on this topic ranked by relevance · links go to the exact provision / paragraph / section
rec 71 Recital 71 — automated decision making and profiling rights Laws GDPR Apr 2016 Limits and safeguards for decisions

Why here The recital sets out the data subject’s right concerning solely automated decisions with legal or similarly significant effects, the exceptions, and safeguards.

the text this rests on
the right not to be subject to a decision, which may include a measure, evaluating personal aspects relating to him or her which is based solely on automated processing

assessed by openai/gpt-6-luna · 10 Oct 2026

art 22 Automated individual decision-making, including profiling Laws GDPR Apr 2016 rights regarding automated decisions

Why here The provision directly establishes the data subject's right against solely automated decisions, including profiling, which is the core subject of this topic.

the text this rests on
The data subject shall have the right not to be subject to a decision based solely on automated processing, including profiling

assessed by deepseek/deepseek-v4-flash-0731 · 26 Aug 2026

Guidelines 05/2022 use of facial recognition technology in the area of law enforcement Guidelines ·EDPB Guidance EDPB May 2023 automated individual decision-making

Why here Mentions automated individual decision-making in the legal framework section.

the text this rests on
Article 11 LED (automated individual decision-making)

assessed by deepseek/deepseek-v4-flash-0731 · 28 Aug 2026

rec 10 Recital 10 — personal data protection safeguarding Laws AI Act Jun 2024 Rights concerning solely automated decisions

Why here The recital confirms that data subjects retain rights concerning solely automated individual decisions. It does not specify the conditions or safeguards governing such decisions.

the text this rests on
including the rights related to solely automated individual decision-making, including profiling.

assessed by openai/gpt-6-luna · 12 Oct 2026

rec 53 Recital 53 — low risk AI systems clarification Laws AI Act Jun 2024 invloed op geautomatiseerde uitkomsten

Why here The recital considers whether an AI system materially affects the substance or outcome of a decision, including an automated one. It does not address the AVG rules for decisions based solely on automated processing.

the text this rests on
does not have an impact on the substance, and thereby the outcome, of decision-making, whether human or automated.

assessed by openai/gpt-6-luna · 11 Oct 2026

rec 73 Recital 73 — lawful restrictions on data subject rights Laws GDPR Apr 2016 beperking van besluiten op basis van profilering

Why here The recital permits proportionate legal restrictions concerning decisions based on profiling, without setting out the substantive rules for such decisions.

the text this rests on
decisions based on profiling, as well as the communication of a personal data breach

assessed by openai/gpt-6-luna · 12 Oct 2026

rec 63 Recital 63 — data subject right of access Laws GDPR Apr 2016 automated logic disclosure

Why here The recital includes information about automated processing logic, and at least the consequences where processing is based on profiling, among the matters the data subject may learn.

the text this rests on
the logic involved in any automatic personal data processing and, at least when based on profiling, the consequences of such processing.

assessed by openai/gpt-6-luna · 10 Oct 2026

rec 72 Recital 72 — profiling subject to regulation rules Laws GDPR Apr 2016 Adjacent profiling reference

Why here The recital addresses profiling generally, not decisions made solely by automated means or the safeguards for such decisions. Profiling may be relevant to this topic, but the text does not make that connection directly.

the text this rests on
Profiling is subject to the rules of this Regulation governing the processing of personal data

assessed by openai/gpt-6-luna · 11 Oct 2026

rec 30 Recital 30 — online identifiers enabling personal profiling Laws GDPR Apr 2016 profiling as related processing

Why here The recital describes profile creation from online identifiers, but says nothing about decisions made without human involvement or human intervention.

the text this rests on
may be used to create profiles of the natural persons and identify them.

assessed by openai/gpt-6-luna · 10 Oct 2026

Guidelines 8/2020 targeting of social media users Guidelines ·EDPB Guidance EDPB Apr 2021 Profiling mention

Why here Mentions profiling but not automated decision-making specifically.

the text this rests on
The profiling activities that are connected to targeting might involve an inference of interests or other characteristics

assessed by deepseek/deepseek-v4-flash-0731 · 7 Sept 2026

Guidelines 1/2020 processing personal data in the context of connected vehicles and mobility related applications Guidelines on processing of personal data through video devices Guidelines ·EDPB Guidance EDPB Jan 2020 Automated driving systems

Why here The document mentions driving assistance systems that may involve automated decision-making, but does not address the GDPR rules on automated decision-making.

the text this rests on
driving assistance systems and services

assessed by deepseek/deepseek-v4-flash-0731 · 28 Aug 2026

Guidelines 10/2020 restrictions under Article 23 GDPR Guidelines ·EDPB Guidance EDPB Oct 2021 Restriction of automated decision-making right

Why here The document lists Article 22 as a right that may be restricted, but it does not discuss automated decision-making processes.

the text this rests on
right not to be subject to an automated individual decision making (Article 22 GDPR)

assessed by deepseek/deepseek-v4-flash-0731 · 7 Sept 2026

rec 60 Recital 60 — fair transparent processing information to data subjects Laws GDPR Apr 2016 profiling disclosure consequences

Why here The recital requires notice of profiling and its consequences, but does not address solely automated decisions or human intervention.

the text this rests on
Furthermore, the data subject should be informed of the existence of profiling and the consequences of such profiling.

assessed by openai/gpt-6-luna · 8 Oct 2026

rec 24 Recital 24 — extraterritorial processing behaviour monitoring Laws GDPR Apr 2016 profiling aimed at decisions

Why here The recital identifies decision-making as one possible purpose of profiling used in monitoring. It does not require decisions to be made solely by automated means or address human involvement.

the text this rests on
particularly in order to take decisions concerning her or him

assessed by openai/gpt-6-luna · 8 Oct 2026

rec 68 Recital 68 — online advertising transparency requirements Laws DSA Oct 2022 reservation of GDPR decision safeguards

Why here The recital preserves the application of GDPR rules on automated individual decision-making but does not itself set requirements for such decisions.

the text this rests on
in particular those regarding the right to object, automated individual decision-making, including profiling, and specifically the need

assessed by openai/gpt-6-luna · 8 Oct 2026

rec 70 Recital 70 — right to object to direct marketing Laws GDPR Apr 2016 Profiling within objection scope

Why here The recital includes profiling related to direct marketing within the objection right. It does not address automated decisions or whether a human is involved.

the text this rests on
including profiling to the extent that it is related to such direct marketing

assessed by openai/gpt-6-luna · 8 Oct 2026

rec 59 Recital 59 — high-risk AI law enforcement systems Laws AI Act Jun 2024 Geautomatiseerde risico-inschatting

Why here The recital refers to AI-based risk assessment and profiling, but does not address decisions made without human involvement.

the text this rests on
for assessing the risk of a natural person offending or reoffending not solely on the basis of the profiling of natural persons

assessed by openai/gpt-6-luna · 12 Oct 2026

Court of Amsterdam on GDPR request on information about the existence of automated decision-making at Uber Request from Uber drivers to Uber for information under Article 15(1)(h) AVG (information about the existence of automated decision-making within the meaning of Article 22 AVG)… News Dutch Courts Apr 2023 scope of Article 15(1)(h) AVG

Why here The document directly interprets the right to information about automated decision-making under Article 15(1)(h) in the context of account deactivations, making it a primary source on this topic.

the text this rests on
Request from Uber drivers to Uber for information under Article 15(1)(h) AVG (information about the existence of automated decision-making within the meaning of Article 22 AVG) after their accounts were deactivated by Uber; scope of information right under Article 15(1)(h) AVG.

assessed by deepseek/deepseek-v4-flash-0731 · 28 Aug 2026

Drivers' Request for Personal Data Access and Automated Decision-Making Information from Ola Netherlands BV: Balancing Personal Data Protection with the Needs of Drivers Request by drivers to Ola Netherlands BV for access as referred to in Article 15 (1) AVG to certain personal data concerning them (including "ratings" given by passengers) and for… News Dutch Courts Apr 2023 Information on automated decision-making under Article 15(1)(h)

Why here The document directly addresses a request for information about automated decision-making, which is a central element of the GDPR's transparency obligations in this context.

the text this rests on
information as referred to in Article 15 (1) (h) AVG (information on the existence of automated decision-making within the meaning of Article 22 AVG)

assessed by deepseek/deepseek-v4-flash-0731 · 28 Aug 2026

Uber Drivers Request Access to Personal Data and Disclosure of Automated Decision-Making: Balancing Privacy with Passenger Safety Request from Uber drivers to Uber for access as referred to in Article 15 (1) AVG to certain personal data concerning them (including "ratings" given by passengers) and for… News Dutch Courts Apr 2023 automated decision-making disclosure

Why here The document explicitly concerns Uber drivers' request for information about automated decision-making under Article 22 GDPR, which falls directly under this topic.

the text this rests on
Request from Uber drivers to Uber for access as referred to in Article 15 (1) AVG to certain personal data concerning them (including "ratings" given by passengers) and for information as referred to in Article 15 (1) (h) AVG (information on the existence of automated decision-making within the meaning of Article 22 AVG).

assessed by deepseek/deepseek-v4-flash-0731 · 28 Aug 2026

Fairness perceptions of algorithmic decision-making: A systematic review of the empirical literature > Algorithmic decision-making increasingly shapes people's daily lives. Given that such autonomous systems can cause severe harm to individuals and social groups, fairness… News SAGE Journals Oct 2022 Algorithmic decision-making systems

Why here The document focuses on algorithmic decision-making, which is the core subject of automated decision-making under GDPR Article 22.

the text this rests on
Algorithmic decision-making increasingly shapes people's daily lives. Given that such autonomous systems can cause severe harm to individuals and social groups, fairness concerns have arisen.

assessed by deepseek/deepseek-v4-flash-0731 · 28 Aug 2026

AEPD publishes GDPR Risk Assessment > GDPR RISK ASSESSMENT is intended to assist controllers and processors to identify the risk factors for the rights and freedoms of data subjects whose data are present in the… News AEPD Oct 2022 Automated decision-making as processing activity

Why here Mentions automated decisions without human intervention as a risk-related processing activity.

the text this rests on
Automated decisions without human intervention

assessed by deepseek/deepseek-v4-flash-0731 · 28 Aug 2026

Greek SA fines Clearview AI for EUR 20M A rundown of the fine on IAPP: https://iapp.org/news/a/a-rundown-of-the-greek-dpas-clearview-ai-fine-findings News IAPP Oct 2022 Profiling as automated processing

Why here The document describes automated processing and profiling, though it does not focus on automated decision-making with legal effects; it supports the topic but is not central.

the text this rests on
this practice constituted automated processing of personal data to build a database of data subject profiles so users can search and identify respective individuals

assessed by deepseek/deepseek-v4-flash-0731 · 7 Sept 2026

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