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Automated Decision-Making

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Processing involving automated decisions without human involvement

274 linked items 22 Laws51 Case Law76 Guidance55 Enforcement32 News

Overview

24 sources · Jul 23, 2026

Legal Framework

Automated decision-making under the GDPR is governed primarily by Article 22 (not fully reproduced here but referenced throughout), which restricts decisions based solely on automated processing that produce legal or similarly significant effects. The framework is supported by several interlocking provisions. Article 4(4) defines the core concept:

"‘profiling’ means any form of automated processing of personal data consisting of the use of personal data to evaluate certain personal aspects relating to a natural person, in particular to analyse or predict aspects concerning that natural person's performance at work, economic situation, health, personal preferences, interests, reliability, behaviour, location or movements"
— GDPR Art. 4(4)

Transparency obligations reinforce this. Where data is collected directly from the subject, Article 13(2)(f) requires controllers to inform data subjects about the existence of automated decision-making. The same duty applies under Article 14(2)(g) when data is obtained indirectly. The right of access under Article 15(1)(h) entitles data subjects to receive:

"the existence of automated decision-making, including profiling, referred to in Article 22(1) and (4) and, at least in those cases, meaningful information about the logic involved, as well as the significance and the envisaged consequences of such processing for the data subject."
— GDPR Art. 15(1)(h)

Where automated decision-making relies on explicit consent under Article 22(2)(c), the EDPB confirms that controllers must inform data subjects accordingly:

Key Developments

The CJEU's decision in Mousse (C‑394/23, 9 January 2025) reaffirmed that the right to object under Article 21 extends to profiling based on legitimate interests:

"The data subject shall have the right to object, on grounds relating to his or her particular situation, at any time to processing of personal data concerning him or her which is based on point (e) or (f) of Article 6(1), including profiling based on those provisions."
— CJEU, Mousse ¶10

This ruling clarifies that even profiling activities not rising to the level of Article 22 automated decisions remain subject to the objection right, creating a layered protection regime. Enforcement actions reinforce the practical stakes: the Italian Garante fined Character.AI €158,000 for failures involving generative AI interactions with users, and the Polish DPA fined a bank €135,600 for GDPR violations including deficiencies in automated processing. The EDPB has further signalled that explicit consent is the expected standard where automated decisions create serious data protection risks, noting that:

"Explicit consent is required in certain situations where serious data protection risk emerge, hence, where a high level of individual control over personal data is deemed appropriate."
— EDPB Guidelines 05/2020 §91

Status of the Debate

This topic is actively contested in court. The boundaries of Article 22 remain litigated — particularly what constitutes a decision producing "legal or similarly significant effects" and whether human involvement is sufficiently "meaningful" to remove processing from Article 22's scope. Courts have diverged on whether nominal human review satisfies the prohibition, and the interaction between Article 22 and the Article 21 objection right (as clarified in Mousse) creates overlapping but distinct remedies that practitioners must navigate. What would resolve the open questions: a CJEU reference on the threshold for "similarly significant effects" and the minimum substantive requirements for meaningful human intervention in automated decision pipelines.

Practical Guidance

  • Map your automated decisions against Article 22 thresholds. Document whether each automated process produces legal or similarly significant effects for individuals, and classify accordingly. The distinction determines whether Article 22's prohibitions apply at all.
  • Ensure transparency across all collection channels. Provide Article 13 or Article 14 information about automated decision-making at the point of data collection, and ensure Article 15 access responses include meaningful information about the logic involved.
  • Secure explicit consent where relying on Article 22(2)(c). The EDPB requires explicit, granular consent for automated decisions involving serious risks — bundled or presumed consent will not suffice.
  • Implement a robust objection mechanism. Following Mousse, profiling based on legitimate interests is objectionable under Article 21; controllers must have workflows to halt processing upon objection unless compelling legitimate grounds are demonstrated.
  • Design human oversight that is substantive, not symbolic. A reviewer who rubber-stamps algorithmic output does not remove processing from Article 22's scope. Human intervention must involve meaningful evaluation with authority to override the automated result.
Everything on this topic ranked by relevance · links go to the exact provision / paragraph / section
art 22 Automated individual decision-making, including profiling Laws GDPR Apr 2016 rights regarding automated decisions
why this is here
The data subject shall have the right not to be subject to a decision based solely on automated processing, including profiling

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

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 this is here
Article 11 LED (automated individual decision-making)

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

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

Guidelines 8/2020 targeting of social media users Guidelines ·EDPB Guidance EDPB Apr 2021 Profiling mention
why this is here
The profiling activities that are connected to targeting might involve an inference of interests or other characteristics

Mentions profiling but not automated decision-making specifically.

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 this is here
driving assistance systems and services

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

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 this is here
right not to be subject to an automated individual decision making (Article 22 GDPR)

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

assessed by deepseek/deepseek-v4-flash-0731 · 7 Sept 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 this is here
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.

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.

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 this is here
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)

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.

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 this is here
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).

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

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 this is here
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.

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

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 this is here
Automated decisions without human intervention

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

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 this is here
this practice constituted automated processing of personal data to build a database of data subject profiles so users can search and identify respective individuals

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.

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

CJEU: PNR Directive Valid if Limited to the “Strictly Necessary” > In a landmark ruling of 21 June 2022, the CJEU (Grand Chamber), upheld the EU’s regime to collect and use records of travellers, provided that it is strictly interpreted in line… News eucrim Aug 2022 Automated processing restrictions
why this is here
verification of positive results must be subject to non-automated (i.e. human) intervention

The judgment restricts automated processing of PNR data, requiring human intervention for positive results, which touches on automated decision-making principles.

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

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