The patterns in practice

Case studies

Documented deployments and failures, and scenarios of the conditions the patterns expect. Each case sets out its account, the patterns it bears on, and the sources behind the record.

4 cases
Failure case

Robodebt — what happens when accountability and audit fail

A failure case: the Australian Robodebt scheme is the definitive demonstration of what occurs when automated government decision-making operates without review checkpoints, audit trails, reasons, recourse, or reversibility. It is the test the accountability patterns are measured against.

Informs T3 · Accountability & Audit
Failure case

Cookie consent — a transparency requirement that stopped informing anyone

A failure case: a decade of cookie-consent banners shows how a disclosure obligation, implemented as a screen users learn to dismiss, can defeat its own purpose. It is the test any new disclosure duty (jurisdiction, AI use, or data movement) has to be designed against.

Informs T4 · Trust CalibrationT9 · Cross-border & Sovereignty
Scenario

An agent lodges a return

A scenario following one person who authorizes an agent to lodge her annual tax return, and the subsequent interactions: from a question about eligibility to a disputed assessment. Each step shows how a pattern resolves in sequence, and how they depend on each other.

Informs T1 · Provenance & IntentT2 · Delegation & AuthorizationT3 · Accountability & AuditT7 · Representation & EquityT8 · Verification & Certification
Scenario

A consultation is flooded

A scenario following one consultation on a mandatory buyback in a flood-hazard zone: a resident disputes the boundary with her own elevation survey, while a campaign submits thousands of copies of one template opposing the buyback. The journey shows how what each step captures decides what the analysis can tell apart later.

Informs T1 · Provenance & IntentT5 · Rationing & FrictionT6 · Volume vs Breadth SignalingT7 · Representation & Equity