Contribution to the handbook
Supporting · Assessed 2026-10-27
Historical context about proposed notice, hearing, appeal, review, secrecy, and public understanding may inform the handbook’s safeguards, but this question mainly surveys attention rather than specifying a governance design or test.
Does this challenge the goal?
None identified
The question asks about the author’s account of public and legal attention; it does not contest the handbook’s goal or beneficiary boundary.
The packet supplies historical and conceptual material, but does not establish how much attention each concern received.
Why this category?
- useful background
- safeguards context
The evidence comes from one shared source root and includes an AI interpretation of an author manuscript; it is not an independent measure of public or legal attention or an update on current law.
This is an AI assessment of contribution to the goal, separate from whether the question has an answer.
Making and interpreting laws →
Authority, accountability and resilience →
Read the exploration goalCompare the attention given to each concern in public debate and legal rules or guidance, including any change in that attention the author notes.
What we can say so far
The supplied passages do not establish how much public attention each concern received, or compare public attention with legal attention. They do show some legal attention to automated decision-making: the author describes a historical EU data-protection rule limiting certain decisions made solely through automated processing, and reports proposals for regulatory checks, public information, notice, review of evidence and reasoning, and appeal. Those are examples of a rule and proposed protections, not evidence of how widely either concern was debated or of a change over time. The passages do not compare legal attention to hiddenness with attention to opacity.
What remains open
- No supplied evidence describes the degree of public debate about each concern.
- No supplied evidence compares public attention with legal rules or guidance for each concern.
- No supplied evidence establishes how attention changed over time, or compares attention to hiddenness with attention to opacity.
Conditions and limits
- The evidence is an interpretation of the author's manuscript from an accessible mirror, not the publisher's typeset version or independent new evidence.
- The EU rule is reported historically; the evidence does not establish its later legal status or effects.
- The regulatory checks and procedural protections are proposals attributed to other authors, not findings that the proposals became law or were implemented.
Evidence and related ideas
Supporting evidence, qualifications and context play different roles in this answer.
context
Hidden data and unclear decisions The author separates two concerns about algorithm-based governance: hiddenness concerns how data is collected and used, while opacity concerns whether people can understand the reasoning behind decisions.
Defines hiddenness and opacity as distinct concerns but does not describe attention to either.
The Threat of Algocracy: Reality, Resistance and Accommodation
Read full source: The Threat of Algocracy: Reality, Resistance and Accommodation (opens in a new tab) ↗Read source discussion: The Threat of Algocracy: Reality, Resistance and Accommodation →
context
Privacy and participation are distinct The author grounds hiddenness concerns in privacy and control over personal information. Opacity is a separate concern: it is about people’s participation in political procedures and how algorithmic systems may undermine that participation. The author says opacity is not about privacy, although some writers discussing it have framed it in those terms.
Distinguishes the values associated with the concerns but provides no account of public or legal attention.
The Threat of Algocracy: Reality, Resistance and Accommodation
Read full source: The Threat of Algocracy: Reality, Resistance and Accommodation (opens in a new tab) ↗Read source discussion: The Threat of Algocracy: Reality, Resistance and Accommodation →
context
Two different concerns The author distinguishes hiddenness from opacity. Hiddenness is grounded in privacy and control over personal information. Opacity concerns whether the use of algorithm-based systems weakens people’s participation in political procedures.
Clarifies the different grounds of the concerns but does not compare attention to them.