Section 01
Place, people & use case
Define the real context before selecting technology.
Record India → State/UT → District → city/block → village/ward → service or institution; affected users; language and accessibility needs; current process; network and device conditions; responsible organisation; data handled; scientific or technical maturity; cost; timeframe and existing alternatives.
Public-value gate
A portal, device, model, paper, patent or prototype is not automatically an outcome. Show whose problem changed, under what conditions, at what cost, with which risks and for how long.
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 |
|---|---|---|---|---|
| Scientific quality and reproducibility | 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 |
| Prototype maturity | 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 and cost to next gate | 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 |
| Talent and facility capability | 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 |
| Translation or application outcome | 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 02
Problem
Describe the failed service, knowledge gap or missing capability.
Research reaches the public late or without uncertainty, while sensational claims travel quickly and erode trust.
Quantify reliability, completion, delay, cost, exclusion, error, security incident, research gap, technical performance, adoption failure or strategic dependency. State the affected population, institution or value chain and the period observed.
Section 03
Root causes
Test technical and non-technical explanations together.
Access, capability and coordination gaps inside science communication
Use service records, technical tests, user research, field observation, audit logs, scientific literature, institutional evidence and credible competing explanations.
Activity and adoption are measured more often than reliability, inclusion, safety, learning and real-world outcome
Use service records, technical tests, user research, field observation, audit logs, scientific literature, institutional evidence and credible competing explanations.
Technology, people, process, law, finance, infrastructure, maintenance and public accountability are not tested together
Use service records, technical tests, user research, field observation, audit logs, scientific literature, institutional evidence and credible competing explanations.
A visible technology gap can originate in process design, incentives, skills, language, access, regulation, maintenance, trust, data quality or institutional ownership. Do not prescribe another tool until these possibilities are tested.
Section 04
Evidence
Build a traceable and reviewable decision record.
- Question Minimum evidence
- Who, where and why? Place, users, use case, language, accessibility and responsible owner
- What is failing? Task completion, reliability, cost, delay, quality, safety or capability gap
- What already exists? Process, technology, institution, funding, standard and alternative
- What caused the gap? User, technical, organisational, legal and infrastructure evidence
- What is being proposed? Mechanism, data, model or device, owner, cost, safeguards and maturity
- Did it work? Baseline, comparator, target, actual, uncertainty, harms and follow-up
Online ≠ accessible. Data available ≠ data reliable. Patent ≠ product. Prototype ≠ safe deployment. Pilot activity ≠ measured impact.
Section 05
How the parts work together
What must function as one responsible capability chain.
Plain-language explanation
Define the user need, owner, input, process, technology, skill, data, standard, security, accessibility, maintenance, finance and result for this layer.
Indian languages and visuals
School and public science
Misinformation resistance
Section 06
India-fit solutions
Compare process, people, infrastructure, research and technology interventions.
Publish question, method, result, limitation and implication clearly; use local languages, expert review, corrections and media literacy.
BOUNDED PILOT
Select one district, enterprise cohort or national capability gap; establish a comparable baseline, test the smallest responsible intervention and publish a time-bound result.
Pre-register the user problem, non-technology alternative, baseline, technical benchmark, intended users, lawful data basis, human responsibility, accessibility, cyber and safety controls, lifecycle cost, measurement period and stop/redesign rule.
Section 07
Roadmap
Fix the service or capability bottleneck, prove value, then scale.
01 · 0–30 days
Define the place, users, failed outcome, owner and immediate safety or continuity risk
02 · 30–90 days
- Map process, access, data, technology, skills, law, infrastructure and alternatives
03 · 3–12 months - Prototype and pilot the smallest responsible intervention
04 · 1–3 years - Evaluate reliability, outcome, cost, inclusion, security and unintended effects
05 · 3–5 years - Strengthen institutions, talent, facilities, standards and interoperable infrastructure065+ years
- Scale or globalise only after scientific, social, economic and resilience review
Section 08
How to measure improvement
Track capability and public value—not visibility.
Scientific quality and reproducibility
Baseline → target → actual → confidence → decision
Prototype maturity
Baseline → target → actual → confidence → decision
Time and cost to next gate
Baseline → target → actual → confidence → decision
Talent and facility capability
Baseline → target → actual → confidence → decision
Translation or application outcome
Baseline → target → actual → confidence → decision
Scale
Verified benefit, workable cost, capable owner, safe operation and fair access.
Modify
Partial value but process, data, accuracy, skills, access, trust or maintenance needs repair.
Stop
No credible added value, unacceptable harm, unlawful design, weak adoption or stronger alternative.
Section 09
Risks and protections
Innovation must remain accountable to people.
- Use minimum lawful data and protect privacy, security and consent
- Keep meaningful human responsibility, explanation, correction and appeal
- Test language, disability, gender, rural and affordability exclusion
- Publish technical limits, evidence, conflicts, funding and failure
- Plan maintenance, interoperability, vendor exit, backups and recovery
- Protect research integrity, intellectual property and national security where applicable