Evidence Library

Synthetic accounts, bot networks, and identity fabrication.

Job postings with no intent to hire — budget holds, phantom openings.

Fraudulent job offers, advance-fee schemes, and credential harvesting.

Manufactured likes, views, connections, and follower activity.

Fake, incentivized, or suppressed reviews distorting platform reputation.

Organized networks operating in concert to game platform signals.

False or misleading platform narratives about hiring or outcomes.

Documented regulatory actions, fines, and enforcement orders.

Transparency report figures, disclosed metrics, and public admissions.

Bot traffic patterns, scraping activity, and web signal classifications.

COPPA violations, CSAM reporting failures, Online Safety Act enforcement, and eSafety Commissioner notices.

Impersonation, phishing routes, credential exposure, scraping abuse, account takeover, and data harvesting.

Credibility and trustworthiness of platform-listed sources, publishers, and reference materials.

How fully platforms disclose operational data, risks, and policy changes to users and regulators.

Platform mechanisms for verifying user identity and preventing impersonation at scale.

Financial or algorithmic incentives that distort platform content quality or user experience.

Alignment between platform hiring claims and documented workforce placement outcomes.

Provenance and authenticity of platform reviews, ratings, and user-generated assessments.

Concentration of synthetic or AI-generated content in platform-served information.

Coordinated amplification of narratives across platforms from circular or shared sources.

Divergence between stated platform policies and documented enforcement or operational behavior.

Documented harms to users, workers, or public interest resulting from platform practices.

Platform responsiveness to identified harms — documented corrections, settlements, and behavioral changes.