Contribution to the handbook
Supporting · Assessed 2026-10-27
The distinction can help organize separate risks, but this question mainly recounts how a paper frames the topic and offers little direct system-design detail.
Does this challenge the goal?
In-scope gap
The question distinguishes the paper’s discussion of opacity from hiddenness and privacy-based framing. This can help keep participation and data-protection concerns analytically separate without changing the exploration’s goal.
The source interpretations do not establish how much these concerns overlap in practice or provide evidence about the prevalence of either concern.
Why this category?
- risk-concept distinction
- background for safeguards
The supplied material reports the author’s framing; it does not establish that privacy and participation concerns never overlap.
This is an AI assessment of contribution to the goal, separate from whether the question has an answer.
Authority, accountability and resilience →
Read the exploration goalReport how discussion of opacity compared with discussion of hiddenness, the author’s qualification that this was changing, and the privacy-based framing he links to hiddenness’s prominence.
What we can say so far
The supplied material distinguishes hiddenness, grounded in privacy and control over personal information, from opacity, which concerns participation in political procedures. It also says that some writers discussed opacity in privacy terms. However, it does not say whether opacity received more or less discussion than hiddenness, whether that pattern was changing, or whether privacy-based framing explains hiddenness’s prominence.
What remains open
- How the amount of discussion of opacity compared with discussion of hiddenness.
- The author’s qualification that this pattern was changing.
- Whether and how the author links privacy-based framing to hiddenness’s prominence.
Conditions and limits
- The evidence describes an accessible mirror of the author manuscript, not the publisher typeset version.
- The supplied items are AI interpretations of shared source material with the same source root, not independent corroboration.
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 address their relative prominence or the trend in discussion.
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 →
supports
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.
Supports the distinction between privacy-based hiddenness and participation-based opacity, and notes that some writers framed opacity in privacy terms.
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.
Reiterates the conceptual distinction but gives no account of how much either concern was discussed or whether that changed.