Zero Preventable Failure Model
Every serious incident should trigger a protected system review of warnings, complaints, response delays, evidence failures and repeat-offender signals—without blaming the survivor.
Define the real situation without exposing the person.
Record India → State/UT → District → city/block → village/ward → institution or route only at a safe precision. Add the relevant life stage, setting, time, access need, disability, language, migration or work context, responsible service and current pathway. Survivor identity and sensitive medical or legal information must never be public.
This concept belongs to Prevention & Safe Public Environments, but its effects can cross school, health, transport, work, police, justice, digital systems, housing, finance and community life.
Describe the failed outcome—not a stereotype about women.
Every serious incident should trigger a protected system review of warnings, complaints, response delays, evidence failures and repeat-offender signals—without blaming the survivor.
Women can face risk across home, street, transport and institutions, yet responsibility is fragmented.
Infrastructure counts do not prove that risk, access or response improved.
State who is affected, what happened or failed, when and where, the immediate risk, the service response, the coping cost and what remains unknown.
Test environmental, institutional, economic and social causes.
Safety planning stops at departmental boundaries
Compare service records, protected lived experience, place audits, legal duties, staffing, budgets and alternative explanations before verification.
Investment is not tied to local exposure or survivor journeys
Compare service records, protected lived experience, place audits, legal duties, staffing, budgets and alternative explanations before verification.
Response averages hide rural, night and high-delay cases
Compare service records, protected lived experience, place audits, legal duties, staffing, budgets and alternative explanations before verification.
Post-incident learning rarely changes prevention
Compare service records, protected lived experience, place audits, legal duties, staffing, budgets and alternative explanations before verification.
Low reporting may mean lower incidence, or it may mean fear, inaccessible help, weak registration or data gaps. No single indicator should decide the cause.
Combine three evidence layers and keep their limits visible.
| Layer | What it can show | What it cannot prove alone |
|---|---|---|
| Administrative | FIRs, calls, service use, investigation, court and programme records | Total prevalence, unreported harm or lived safety |
| Health and service | Care, injuries, pregnancy, referral, shelter and support pathways | All incidents, causes or justice outcomes |
| Population and qualitative | Experience, barriers, perception, context and hidden harm | Case-specific legal facts or complete real-time counts |
Evidence contract: source · definition · geography · population · period · method · subgroup · uncertainty · verification · privacy.
Prevention & Safe Public Environments
Prevent predictable harm through connected institutions and safer places.
Zero Preventable Failure Model
Every serious incident should trigger a protected system review of warnings, complaints, response delays, evidence failures and repeat-offender signals—without blaming the survivor.
The complete pathway must identify prevention, access, trained people, infrastructure, information, emergency or referral route, lawful data use, accountable institution, finance, follow-up, correction and learning.
Protect choice, repair delivery and test the strongest intervention.
Create district prevention and response protocols with named owners.
Use participatory time-of-day safety audits and transparent repair queues.
Link emergency, medical and support referrals through privacy-protected case IDs.
Review serious failures and publish system corrections without identifying survivors.
Protect now, pilot carefully and institutionalise verified improvement.
Define and protect
Verify the local problem, immediate risk, current service, accountable actor, legal or clinical duty and safe support route.
Diagnose and design
Map the complete journey, evidence gaps, causes, affected subgroups, alternatives, safeguards, cost and maintenance.
Bounded pilot
Audit one urban ward and one rural cluster, repair the highest-risk journey gaps, test 112-to-support handoffs and independently re-measure perceived and observed access.
Evaluate and transform
Scale only after independent review of benefit, fairness, capability, cost, rights, privacy and unintended harm.
Track safety, health, agency and service quality—not activity alone.
A women-safety intervention must never reduce women’s freedom or dignity.
- RequiredSurveillance replacing environmental designNamed owner, evidence, review date and remedy required.
- RequiredPublic maps exposing survivors or vulnerable routesNamed owner, evidence, review date and remedy required.
- RequiredRestricting women instead of reducing riskNamed owner, evidence, review date and remedy required.
- RequiredSurvivor-led choice and informed consent where applicableNamed owner, evidence, review date and remedy required.
- RequiredDue process, human accountability and appealNamed owner, evidence, review date and remedy required.
- RequiredQualified clinical, forensic, legal and safeguarding expertiseNamed owner, evidence, review date and remedy required.
- RequiredPrivacy-safe publication and controlled sensitive data accessNamed owner, evidence, review date and remedy required.
- RequiredNo coercive family planning, victim blaming or autonomous AI judgmentNamed owner, evidence, review date and remedy required.