Automated Decision-Making
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Overview
24 sources · Jul 23, 2026Legal 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).
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
Nothing of this type on this topic.
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