Table · dataset · 2026
CITIZEN AUDITING
Listed in HKU DataHub and Swinburne Figshare and DaYta Ya Rona and SUNScholarData and figshare and Loughborough Research Repository and GRANTS Data and UP Research Data Repository — shown once because both records carry DOI 10.6084/m9.figshare.34005270.v4
<p dir="ltr"><i>This white paper goes beyond a standard advocacy text; it serves as a foundational methodological pillar within a longitudinal participatory observation corpus.
Description
Readers, institutional reviewers, and policymakers should evaluate this document through the following core principles:</i></p><ol><li><b>Civic Observation as an Evidence Layer:</b> Citizen auditing bridges the gap between everyday encounters with automated systems and formal institutional review, providing structured records without replacing regulatory bodies.</li><li><b>Methodological Discipline over Speculation:</b> Aligned with rigorous recording standards (<code>Observe → Record → Verify → Notify → Archive</code>), this framework emphasizes separating raw primary evidence from analytical interpretation.</li><li><b>Traceability and Institutional Memory:</b> By standardizing how digital and algorithmic events are documented, this approach builds an immutable, cross-referenced evidentiary architecture that supports independent verification.</li></ol><h3 dir="ltr">Introduction</h3><p dir="ltr">Artificial intelligence governance cannot rely exclusively on legislation, institutional oversight, technical compliance, and internal auditing.
As AI-enabled systems increasingly influence communication, access to information, employment, public services, education, digital platforms, and everyday decision-making, citizens are also becoming direct observers of their effects.</p><p dir="ltr">This raises a practical question: How can citizens and independent observers document AI-related events in a consistent, verifiable, and responsible way?</p><p dir="ltr">Citizen Auditing proposes a simple answer: create a repeatable recording standard that separates what was observed from what was subsequently interpreted.
Read the rest (3 more)
The objective is not to turn citizens into lawyers, regulators, or professional investigators. The objective is to enable ordinary people to create reliable records that can later be independently examined by institutions, researchers, journalists, civil society organisations, regulators, or other competent bodies.</p><p dir="ltr">The basic principle is: <i>Observe → Record → Verify → Notify → Archive</i></p><p dir="ltr">Documentation is the first act of civic accountability.</p><h3 dir="ltr">1.
Why Citizen Auditing Matters for AI Governance</h3><p dir="ltr">AI governance is often discussed at the level of policies, regulations, technical standards, and organisational compliance. These mechanisms are essential. However, there is another layer of governance that begins at the point where people actually encounter technology.</p><p dir="ltr">A citizen may observe:</p><ul><li>an unexpected automated decision;</li><li>a change in the behaviour of an AI-enabled service;</li><li>misleading or inconsistent AI-generated information;</li><li>a possible transparency problem;</li><li>an unexplained moderation or recommendation outcome;</li><li>a recurring pattern affecting users;</li><li>a publicly visible statement that appears inconsistent with observed system behaviour;</li><li>or a significant change that may warrant further examination.</li></ul><p dir="ltr">A single observation does not necessarily establish wrongdoing.
It does, however, create a potential record. The quality of that initial record can determine whether the event can later be independently verified.</p><p dir="ltr">Citizen Auditing therefore does not attempt to replace formal oversight. It creates an additional evidence layer between everyday experience and institutional review.</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.34005270.v4 ↗
DOI / persistent id · from datahub hku hk
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from datahub hku hk
Topics
- From keywords
- Administrative law · Administrative law · Administrative law · Administrative law · Administrative law · Administrative law · Administrative law · Administrative law · Astronomy & Astrophysics · Chemistry · Chemistry · Citizenship · Citizenship · Citizenship · Citizenship · Citizenship · Citizenship · Citizenship · Citizenship · Computer Science & AI · Computer Science & AI · Constitutional law · Constitutional law · Constitutional law · Constitutional law · Constitutional law · Constitutional law · Constitutional law · Constitutional law · Domestic human rights law · Domestic human rights law · Domestic human rights law · Domestic human rights law · Domestic human rights law · Domestic human rights law · Domestic human rights law · Domestic human rights law · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Engineering · Humanities · Humanities · Humanities · Humanities · International relations · International relations · International relations · International relations · International relations · International relations · International relations · International relations · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Migration, asylum and refugee law · Migration, asylum and refugee law · Migration, asylum and refugee law · Migration, asylum and refugee law · Migration, asylum and refugee law · Migration, asylum and refugee law · Migration, asylum and refugee law · Migration, asylum and refugee law · Military law and justice · Military law and justice · Military law and justice · Military law and justice · Military law and justice · Military law and justice · Military law and justice · Military law and justice · Ocean & Atmospheric Science · Privacy and data rights · Privacy and data rights · Privacy and data rights · Privacy and data rights · Privacy and data rights · Privacy and data rights · Privacy and data rights · Privacy and data rights · Psychology & Behavioral Science · Social Science · Social Science · Social Science · Social Science · Social Science · Social Science · Social Science · Social Science
- Inferred from text
- Longitudinal study 65% · Text 75%
Provenance · 8 source records, 112 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| HKU DataHub | oai:figshare.com:article/34005270 | 5 d ago | JSON v1 |
| Swinburne Figshare | oai:figshare.com:article/34005270 | 4 d ago | JSON v1 |
| DaYta Ya Rona | oai:figshare.com:article/34005270 | 4 d ago | JSON v1 |
| SUNScholarData | oai:figshare.com:article/34005270 | 4 d ago | JSON v1 |
| figshare | oai:figshare.com:article/34005270 | 4 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34005270 | 4 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/34005270 | 4 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/34005270 | 3 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].anzsrc:field:440802 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Citizenship'] |
| concepts[field].anzsrc:field:440802 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Citizenship'] |
| concepts[field].anzsrc:field:440802 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Citizenship'] |
| concepts[field].anzsrc:field:440802 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Citizenship'] |
| concepts[field].anzsrc:field:440802 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Citizenship'] |
| concepts[field].anzsrc:field:440802 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Citizenship'] |
| concepts[field].anzsrc:field:440802 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Citizenship'] |
| concepts[field].anzsrc:field:440802 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Citizenship'] |
| concepts[field].anzsrc:field:440808 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['International relations'] |
| concepts[field].anzsrc:field:440808 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['International relations'] |
| concepts[field].anzsrc:field:440808 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['International relations'] |
| concepts[field].anzsrc:field:440808 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['International relations'] |
| concepts[field].anzsrc:field:440808 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['International relations'] |
| concepts[field].anzsrc:field:440808 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['International relations'] |
| concepts[field].anzsrc:field:440808 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['International relations'] |
| concepts[field].anzsrc:field:440808 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['International relations'] |
| concepts[field].anzsrc:field:480701 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Administrative law'] |
| concepts[field].anzsrc:field:480701 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Administrative law'] |
| concepts[field].anzsrc:field:480701 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Administrative law'] |
| concepts[field].anzsrc:field:480701 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Administrative law'] |
| concepts[field].anzsrc:field:480701 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Administrative law'] |
| concepts[field].anzsrc:field:480701 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Administrative law'] |
| concepts[field].anzsrc:field:480701 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Administrative law'] |
| concepts[field].anzsrc:field:480701 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Administrative law'] |
| concepts[field].anzsrc:field:480702 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Constitutional law'] |
| concepts[field].anzsrc:field:480702 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Constitutional law'] |
| concepts[field].anzsrc:field:480702 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Constitutional law'] |
| concepts[field].anzsrc:field:480702 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Constitutional law'] |
| concepts[field].anzsrc:field:480702 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Constitutional law'] |
| concepts[field].anzsrc:field:480702 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Constitutional law'] |
| concepts[field].anzsrc:field:480702 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Constitutional law'] |
| concepts[field].anzsrc:field:480702 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Constitutional law'] |
| concepts[field].anzsrc:field:480703 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Domestic human rights law'] |
| concepts[field].anzsrc:field:480703 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Domestic human rights law'] |
| concepts[field].anzsrc:field:480703 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Domestic human rights law'] |
| concepts[field].anzsrc:field:480703 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Domestic human rights law'] |
| concepts[field].anzsrc:field:480703 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Domestic human rights law'] |
| concepts[field].anzsrc:field:480703 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Domestic human rights law'] |
| concepts[field].anzsrc:field:480703 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Domestic human rights law'] |
| concepts[field].anzsrc:field:480703 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Domestic human rights law'] |
| concepts[field].anzsrc:field:480704 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Migration, asylum and refugee law'] |
| concepts[field].anzsrc:field:480704 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Migration, asylum and refugee law'] |
| concepts[field].anzsrc:field:480704 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Migration, asylum and refugee law'] |
| concepts[field].anzsrc:field:480704 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Migration, asylum and refugee law'] |
| concepts[field].anzsrc:field:480704 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Migration, asylum and refugee law'] |
| concepts[field].anzsrc:field:480704 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Migration, asylum and refugee law'] |
| concepts[field].anzsrc:field:480704 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Migration, asylum and refugee law'] |
| concepts[field].anzsrc:field:480704 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Migration, asylum and refugee law'] |
| concepts[field].anzsrc:field:480705 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Military law and justice'] |
| concepts[field].anzsrc:field:480705 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Military law and justice'] |
| concepts[field].anzsrc:field:480705 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Military law and justice'] |
| concepts[field].anzsrc:field:480705 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Military law and justice'] |
| concepts[field].anzsrc:field:480705 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Military law and justice'] |
| concepts[field].anzsrc:field:480705 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Military law and justice'] |
| concepts[field].anzsrc:field:480705 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Military law and justice'] |
| concepts[field].anzsrc:field:480705 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Military law and justice'] |
| concepts[field].anzsrc:field:480706 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Privacy and data rights'] |
| concepts[field].anzsrc:field:480706 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Privacy and data rights'] |
| concepts[field].anzsrc:field:480706 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Privacy and data rights'] |
| concepts[field].anzsrc:field:480706 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Privacy and data rights'] |
| concepts[field].anzsrc:field:480706 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Privacy and data rights'] |
| concepts[field].anzsrc:field:480706 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Privacy and data rights'] |
| concepts[field].anzsrc:field:480706 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Privacy and data rights'] |
| concepts[field].anzsrc:field:480706 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Privacy and data rights'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:social-science | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:social-science | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[method].local:method:longitudinal-study | enrichment · datahub hku hk | keyword-concept-rules@1.0.0 | title+description (65%) |
| concepts[modality].local:modality:text | enrichment · datahub hku hk | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | /metadata/dc/description |
| license | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | /metadata/dc/rights |
| publication_date | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| title | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | /metadata/dc/title |