Data · dataset · 2026
Dynamics for confidence: safety, security and legal compliance of algorithmic decision-making processes
Listed in ZivaHub and Deakin Research Online and DMU Figshare — shown once because both records carry DOI 10.17034/32805107.v1
This thesis investigates the governance of public sector algorithmic decision-making (ADM).
Description
Governments worldwide are increasingly deploying algorithmic systems to inform or determine decisions with profound legal and social consequences. This expansion has in turn prompted accelerating regulatory activity and intensified geopolitical contestations.<br> <br>In this context, three paradigmatic jurisdictions, the European Union (EU), the United States (US), and the People’s Republic of China (PRC), have emerged as regulatory benchmarks for the governance of ADM on the international stage.
Each has its own distinctive initiatives and claims as to how such technology should be regulated, and how to ensure ‘safety,’ ‘security,’ ‘legal compliance,’ and ultimately ‘trustworthy’ deployment of ADM systems.<br><br>This research examines the regulatory frameworks emerging from these three actors, adopting a problematisation-oriented approach grounded in Carol Bacchi’s What’s the Problem Represented to Be? (WPR) framework.
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This is applied through the intersecting lenses of safety, security, and legal compliance, to a selected tri-jurisdictional corpus of prescriptive regulatory texts. The resulting comparative analysis demonstrates that despite a common vocabulary and notably overlapping aspirations, the three jurisdictions problematise the risks associated with ADM in markedly different ways. In doing so, these divergent problem representations embed distinct assumptions, foreground particular rationalities, and generate silences.
Ultimately, they produce heterogeneous, and at times conflicting, regulatory approaches, leaving the governance landscape uneven and contested. This research is situated within this contested landscape.
Links
Where it is published
- DOI doi.org/10.17034/32805107.v1 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
Topics
- From keywords
- Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Social Science · Social Science · Social Science
- Inferred from text
- Policy and administration 73%
Provenance · 3 source records, 11 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/32805107 | 5 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/32805107 | 5 d ago | JSON v1 |
| DMU Figshare | oai:figshare.com:article/32805107 | 5 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:group:4407 | enrichment · zivahub uct ac za | taxonomy-embedding@1.1.0 | title+keywords+description (73%) |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:social-science | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license_text | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |