Topic-specific proposal from the existing IFT content
The idea to investigate
Create a no-blame-but-accountable failure register for one hospital with severity, evidence, owner, action and closure verification.
This is a proposed pilot, not a completed project. The responsible team, location, budget, baseline and independent review must be agreed before implementation.
Data reference table
Evidence Snapshot
Read each value with its reporting period, population and limitations. A historical national reference is not a local baseline or proof that an IFT proposal works.
5 measurement records still need data and a review of their relevance.
| Signal | Reference Value | Period / Population | How to Read It | Source Status |
|---|---|---|---|---|
| Failures with verified classification | Not established Data required — not zero | Reporting period: Information Required Population and geography: Information Required | Proposed measure; no observed value is established here. Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number. | Source organisation: Information Required Direct source URL: not yet verified Source publication date: not established Verification status: Data required |
| Time to containment | Not established Data required — not zero | Reporting period: Information Required Population and geography: Information Required | Proposed measure; no observed value is established here. Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number. | Source organisation: Information Required Direct source URL: not yet verified Source publication date: not established Verification status: Data required |
| Corrective actions completed | Not established Data required — not zero | Reporting period: Information Required Population and geography: Information Required | Proposed measure; no observed value is established here. Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number. | Source organisation: Information Required Direct source URL: not yet verified Source publication date: not established Verification status: Data required |
| Repeat failure rate | Not established Data required — not zero | Reporting period: Information Required Population and geography: Information Required | Proposed measure; no observed value is established here. Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number. | Source organisation: Information Required Direct source URL: not yet verified Source publication date: not established Verification status: Data required |
| Public corrections published | Not established Data required — not zero | Reporting period: Information Required Population and geography: Information Required | Proposed measure; no observed value is established here. Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number. | Source organisation: Information Required Direct source URL: not yet verified Source publication date: not established Verification status: Data required |
Different surveys, administrative records, estimates and reporting years are not interchangeable. No combined IFT score is calculated from these rows.
Evidence coverage and review log (CSV) · Structured evidence register (JSON)
Section 01
Where the problem happens
Describe the patient or population failure precisely.
Failures repeat when complaints, incidents, operational data and corrective actions remain separated or hidden.
Turn recurring service failures into traceable correction and learning. This topic requires evidence of actual access, readiness, quality, safety, affordability and continuity—not only a scheme, facility or installed asset.
Required context
Record state, district, city/block, village/ward or facility; date and time; population or patient group without unnecessary identity; service stage; observed harm or delay; source/method; and uncertainty. For emergencies and personal treatment, contact qualified local services rather than waiting for platform review.
Section 02
Why the problem happens
Investigate the service chain, not only the visible symptom.
Need & access
Who needs care, who reaches it and who is excluded? Test records, direct observation, staff and patient experience, and credible alternatives before calling it a verified cause.
Capacity & capability
Are the correct people, skills, rooms, equipment and supplies functional?
Flow & coordination
Where do queues, referrals, reports and handoffs fail?
Quality & safety
Are clinical, infection, medication, privacy and dignity standards met?
Finance & governance
Who owns, pays, operates, maintains, monitors and corrects failure?
Context & equity
How do geography, gender, disability, income, language and season change the pathway?
Section 03
How the parts work together
Every component needs an accountable operating definition.
50 named failure categories
Define eligibility, service standard, responsible team, required inputs, handoff, safety rule, data record, escalation and follow-up.
- Place, date and affected service
- Root-cause investigation
- Current and better solution
- Pilot and KPI
- Correction owner and deadline
- Public status without patient exposure
- ORIGINAL 50-CATEGORY REGISTER
Classify precisely before investigating cause.
01 OPD overcrowding Observation → evidence → severity → cause review → owner → correction → closure
Long queues Observation → evidence → severity → cause review → owner → correction → closure
Doctor shortage Observation → evidence → severity → cause review → owner → correction → closure
Nurse shortage Observation → evidence → severity → cause review → owner → correction → closure
Staff shortage Observation → evidence → severity → cause review → owner → correction → closure
Bed shortage Observation → evidence → severity → cause review → owner → correction → closure
Emergency delay Observation → evidence → severity → cause review → owner → correction → closure
Medicine shortage Observation → evidence → severity → cause review → owner → correction → closure
Diagnostic delay Observation → evidence → severity → cause review → owner → correction → closure
Equipment breakdown Observation → evidence → severity → cause review → owner → correction → closure
Poor cleanliness Observation → evidence → severity → cause review → owner → correction → closure
Infection-control failure Observation → evidence → severity → cause review → owner → correction → closure
Biomedical-waste failure Observation → evidence → severity → cause review → owner → correction → closure
Referral failure Observation → evidence → severity → cause review → owner → correction → closure
Ambulance delay Observation → evidence → severity → cause review → owner → correction → closure
Blood shortage Observation → evidence → severity → cause review → owner → correction → closure
Oxygen or critical-supply failure Observation → evidence → severity → cause review → owner → correction → closure
Patient-navigation problem Observation → evidence → severity → cause review → owner → correction → closure
Complaint-resolution failure Observation → evidence → severity → cause review → owner → correction → closure
Corruption or middlemen Observation → evidence → severity → cause review → owner → correction → closure
Administrative paperwork Observation → evidence → severity → cause review → owner → correction → closure
Long surgery waiting time Observation → evidence → severity → cause review → owner → correction → closure
Discharge delay Observation → evidence → severity → cause review → owner → correction → closure
Follow-up failure Observation → evidence → severity → cause review → owner → correction → closure
Poor patient communication Observation → evidence → severity → cause review → owner → correction → closure
Hospital overcrowding Observation → evidence → severity → cause review → owner → correction → closure
Rural specialist shortage Observation → evidence → severity → cause review → owner → correction → closure
Infrastructure maintenance Observation → evidence → severity → cause review → owner → correction → closure
Digital-system failure Observation → evidence → severity → cause review → owner → correction → closure
Data-quality failure Observation → evidence → severity → cause review → owner → correction → closure
Staff burnout or unsafe workload Observation → evidence → severity → cause review → owner → correction → closure
Equipment under-utilisation Observation → evidence → severity → cause review → owner → correction → closure
Medicine stock expiry Observation → evidence → severity → cause review → owner → correction → closure
Repeat tests when reports are unavailable Observation → evidence → severity → cause review → owner → correction → closure
Poor coordination between hospitals Observation → evidence → severity → cause review → owner → correction → closure
Poor infection prevention Observation → evidence → severity → cause review → owner → correction → closure
Poor sanitation facilities Observation → evidence → severity → cause review → owner → correction → closure
Accessibility problems Observation → evidence → severity → cause review → owner → correction → closure
Poor elderly support Observation → evidence → severity → cause review → owner → correction → closure
Poor disability access Observation → evidence → severity → cause review → owner → correction → closure
Poor mental-health support Observation → evidence → severity → cause review → owner → correction → closure
Poor nutrition support Observation → evidence → severity → cause review → owner → correction → closure
Unsafe patient transfer Observation → evidence → severity → cause review → owner → correction → closure
Poor queue management Observation → evidence → severity → cause review → owner → correction → closure
No real-time capacity information Observation → evidence → severity → cause review → owner → correction → closure
Poor procurement planning Observation → evidence → severity → cause review → owner → correction → closure
Weak maintenance contracts Observation → evidence → severity → cause review → owner → correction → closure
Poor resource allocation Observation → evidence → severity → cause review → owner → correction → closure
No performance measurement Observation → evidence → severity → cause review → owner → correction → closure
Poor accountability Observation → evidence → severity → cause review → owner → correction → closure
Section 04
A solution suited to India
Repair the weakest handoff while protecting the whole pathway.
Verify baseline
Measure the actual local failure in government hospital failure database, including distribution and missing evidence.
Protect immediately
Contain urgent patient-safety, infection, supply, access or continuity risks before longer reform.
Redesign service
Join people, workflow, infrastructure, supplies, digital support and accountability around the user journey.
Pilot safely
Create a no-blame-but-accountable failure register for one hospital with severity, evidence, owner, action and closure verification.
Independent review
Compare benefit, harm, equity, cost, workforce burden and maintainability before expansion.
Decision checks
Clinical safety; Access; Consent; Privacy; Equity; Workforce; Affordability; Maintenance; Evidence
Section 05
Roadmap
Protect now, pilot carefully and build durable capability.
- 0–90 DAYS
- Diagnose & protect
Verify the pathway, immediate risk, accountable owner, minimum safe standard and urgent correction.
- 3–18 MONTHS
- Pilot & measure
Create a no-blame-but-accountable failure register for one hospital with severity, evidence, owner, action and closure verification.
- 1–5+ YEARS
- Institutionalise
Fund workforce, operations, maintenance, interoperability, supervision, public correction, independent evaluation and continuous learning.
Section 06
How to measure improvement
Track health benefit, safety, equity and durability—not activity alone.
KPI 01
Failures with verified classification
Record the definition, baseline, target, actual result, source, reporting period, affected group and uncertainty.
KPI 02
Time to containment
KPI 03
Corrective actions completed
KPI 04
Repeat failure rate
KPI 05
Public corrections published
Result status: Planned, baseline pending, active measurement, insufficient evidence, improved, mixed, no improvement or harmful. Never label a programme successful from spending, training, installation or coverage alone.
Section 07
Risks and protections
Improvement must not create avoidable clinical or social harm.
Clinical risk
Unsafe standardisation, delay, false reassurance or inappropriate escalation.
Equity risk
Remote, poor, disabled, female, older or language-minority users excluded.
Data risk
Consent failure, exposure, cyber harm, misidentification or bad-quality records.
Workforce risk
Automation or targets increase unsafe workload and conceal skill gaps.
Governance risk
Responsibility, funding, maintenance or remedy remains unclear.