Diagnostic and prognostic framework of the synthetic causal loop model
| System phase | Diagnostic indicators (what to observe) | Prognostic warning (tipping point indicators) | Prescriptive reflexive action (intervention required) |
|---|---|---|---|
| Phase 1: Trivialization (C1) | Imposition of strict rigid rules; high percentage of automated rejections; lack of manual overrides | Guaranteed emergence of systemic friction and failure demand at the front lines | Reintroduce discretionary spaces; shift from raw efficiency to contextual evaluation |
| Phase 2: Adaptation (C2) | Surge in informal networks; gaming the system tactics; rapid influx of incomplete applications | Acceleration of the inflow filling the Administrative Debt backlog stock | Activate the Ethical Imperative: redesign the system to increase citizen options, not limit them |
| Phase 3: Debt Accumulation | Automation bias among staff; viewing citizen resistance solely as fraud or anomalies | Tipping Point: Resources spent on troubleshooting (backlog) exceed >50% of total operational capacity | Implement Second-Order Observation; formally acknowledge the agency's role in creating the resistance |
| Phase 4: Collapse (C4) | Class-action lawsuits; total loss of public compliance; immense financial restitution costs | Irreversible breakdown of system legitimacy; absolute halt of primary service delivery | Cease automated coercion; mandate human-in-the-loop boards for formal systemic reprogramming |
| System phase | Diagnostic indicators (what to observe) | Prognostic warning (tipping point indicators) | Prescriptive reflexive action (intervention required) |
|---|---|---|---|
| Phase 1: Trivialization (C1) | Imposition of strict rigid rules; high percentage of automated rejections; lack of manual overrides | Guaranteed emergence of systemic friction and failure demand at the front lines | Reintroduce discretionary spaces; shift from raw efficiency to contextual evaluation |
| Phase 2: Adaptation (C2) | Surge in informal networks; gaming the system tactics; rapid influx of incomplete applications | Acceleration of the inflow filling the Administrative Debt backlog stock | Activate the Ethical Imperative: redesign the system to increase citizen options, not limit them |
| Phase 3: Debt Accumulation | Automation bias among staff; viewing citizen resistance solely as fraud or anomalies | Tipping Point: Resources spent on troubleshooting (backlog) exceed >50% of total operational capacity | Implement Second-Order Observation; formally acknowledge the agency's role in creating the resistance |
| Phase 4: Collapse (C4) | Class-action lawsuits; total loss of public compliance; immense financial restitution costs | Irreversible breakdown of system legitimacy; absolute halt of primary service delivery | Cease automated coercion; mandate human-in-the-loop boards for formal systemic reprogramming |
Note(s): Tipping point threshold defined as the point at which resources consumed by failure demand management exceed 50% of total operational capacity (Middleton, 2010). Prescriptive actions derive from the Ethical Imperative (von Foerster, 1984)
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