Topic-specific proposal from the existing IFT content
The idea to investigate
Measure the full patient cost of one care pathway and remove avoidable charges or access failures.
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.
3 source-linked reference records. 3 measurement records still need data and a review of their relevance.
| Signal | Reference Value | Period / Population | How to Read It | Source Status |
|---|---|---|---|---|
| Households with a usual member covered by a health insurance or financing scheme | 41.0% Historical reference | NFHS-5, 2019–21 India; households with at least one usual member covered | Household coverage of any member is not the share of all people fully protected from care costs. Limitations: Historical household-survey estimate. Sampling, non-response and measurement limitations apply; the India figure cannot be assigned to a district or an individual. Reported coverage does not prove that a benefit was usable or that all costs were paid. | Ministry of Finance, Government of India; underlying NFHS data: Ministry of Health and Family Welfare Official government release Economic Survey 2022–23: health indicator table Published: 2023-01-31 Publication checked: 2026-11-04 Value, period and coverage checked in publication |
| Out-of-pocket spending share of total health expenditure | 39.4% Historical reference | Financial year 2021–22 India; national health-account expenditure flows | The denominator is total health expenditure. This is not the proportion of households experiencing catastrophic spending. Limitations: Official health-account estimate using SHA 2011. It is a spending share, not a measure of benefit usability, household financial distress or district equality. | Ministry of Health and Family Welfare, Government of India Official government release National Health Accounts Estimates for India 2020–21 and 2021–22: release Published: 2024-09-25 Publication checked: 2026-11-04 Value, period and coverage checked in publication |
| Government share of total health expenditure | 48.0% Historical reference | Financial year 2021–22 India; government expenditure as a share of total health expenditure | A financing-mix indicator. It does not show how well each service was delivered or whether a particular hospital had supplies. Limitations: Official health-account estimate; fiscal-year and denominator differ from household surveys. Not a causal evaluation of a programme. | Ministry of Health and Family Welfare, Government of India Official government release National Health Accounts Estimates for India 2020–21 and 2021–22: release Published: 2024-09-25 Publication checked: 2026-11-04 Value, period and coverage checked in publication |
| Out-of-pocket pathway cost | 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 |
| Catastrophic spending risk | 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 |
| Denied/delayed entitlement | 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.
Nominal coverage does not prove that all required tests, medicines, travel, lost wages and follow-up are affordable.
Prevent healthcare needs from becoming household financial crises. 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.
Affordable primary care
Define eligibility, service standard, responsible team, required inputs, handoff, safety rule, data record, escalation and follow-up.
- Essential medicines and prevention
- Transparent pricing
- Quality-assured services
- Insurance/financing
- Entitlement navigation
- Grievance and audit
Section 04
A solution suited to India
Repair the weakest handoff while protecting the whole pathway.
Verify baseline
Measure the actual local failure in affordable healthcare & financial protection, 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
Measure the full patient cost of one care pathway and remove avoidable charges or access failures.
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
Measure the full patient cost of one care pathway and remove avoidable charges or access failures.
- 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
Out-of-pocket pathway cost
Record the definition, baseline, target, actual result, source, reporting period, affected group and uncertainty.
KPI 02
Catastrophic spending risk
KPI 03
Denied/delayed entitlement
KPI 04
Price transparency
KPI 05
Care completion
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.
