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Record W4408800633 · doi:10.69554/tdhs1278

Social media as a compliance risk for financial services: Exploring emerging risks and finding solutions to mitigate harm

2025· article· en· W4408800633 on OpenAlexaff
Robert B. Mason, Jennifer Clarke

Bibliographic record

VenueJournal of financial compliance. · 2025
Typearticle
Languageen
FieldComputer Science
TopicCybercrime and Law Enforcement Studies
Canadian institutionsGlobal Relay (Canada)
Fundersnot available
KeywordsHarmCompliance (psychology)BusinessSocial mediaFinancial riskFinancial servicesRisk analysis (engineering)Actuarial scienceFinancePsychologyPolitical scienceSocial psychologyLaw

Abstract

fetched live from OpenAlex

A recent industry report by Global Relay revealed that 55 per cent of compliance executives consider social media to be an emerging compliance risk. In this paper, Rob Mason explores the four key challenges that social media presents to financial services: market risk, marketing and advertising risk, record-keeping risk and consumer harm. This paper unpicks regulatory approaches across the globe to understand how regulatory bodies are adjusting existing guardrails to acknowledge and mitigate social media risks, as well as how regulators are enforcing new expectations — from marketing rules to warnings for ‘finfluencers’. Finally, this paper sets out the critical steps companies should consider to comply with the emerging social media regulatory landscape and prevent harm to business, the consumer and the wider economy.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.615
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.196
GPT teacher head0.362
Teacher spread0.167 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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