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From the IFT source library

District Skill & Job Map

Text from the existing IFT website. Sources and claims are still under editorial review.

Original source ↗

Topic-specific proposal from the existing IFT content

The idea to investigate

Build one district occupation-skill taxonomy and validate it with firms, workers and placement records.

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.

Data references for District Skill & Job Map
SignalReference ValuePeriod / PopulationHow to Read ItSource Status
Demand records verified

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

Supply assessed

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

Gap accuracy

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

Courses redesigned

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

Placement 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.

Section 01

Where the problem happens

Define the economic failure without reducing people to a count.

Counts of trained people and vacancies may use incompatible skill definitions and quickly become stale.

Compare local skill supply with current and future occupation demand. This topic must be tested through actual worker and firm outcomes, not announcements, registrations, certificates, sanctioned posts or gross investment alone.

Required local context

Record state, district, city/block, village/ward or industrial cluster; date and reference period; worker/firm group; occupation and sector; work status, hours, earnings or business stage as relevant; source/method; and uncertainty. Do not infer street-level conditions from a national survey estimate.

Section 02

Why the problem happens

Test demand, capability, access and business conditions together.

Demand & market

Is there verified paying demand for the work, product or service? Treat it as a hypothesis until records, worker/firm experience and alternatives are checked.

Capability & match

Do demonstrated skills fit the tasks and required proficiency? Treat it as a hypothesis until records, worker/firm experience and alternatives are checked.

Finance & cash flow

Are capital, working capital, payment timing and risk appropriate? Treat it as a hypothesis until records, worker/firm experience and alternatives are checked.

Infrastructure & access

Do land, utilities, logistics, internet, mobility and care enable participation? Treat it as a hypothesis until records, worker/firm experience and alternatives are checked.

Rules & institutions

Are registration, compliance, contracts and remedy understandable and predictable? Treat it as a hypothesis until records, worker/firm experience and alternatives are checked.

Quality & inclusion

Are earnings, safety, stability, progression and access acceptable across groups? Treat it as a hypothesis until records, worker/firm experience and alternatives are checked.

Section 03

How the parts work together

Each component needs an owner, service and outcome.

Trained people by skill

Define the eligible user, capability or input, responsible actor, process, handoff, cost, standard, failure trigger, remedy and evidence record.

Employer demand

Occupation and proficiency

Skill gap calculation

Training-centre response

Future technology changes

Migration and commuting

Section 04

A solution suited to India

Fix the binding constraint instead of applying one scheme to everyone.

Verify baseline

Measure the actual local constraint in district skill & job map, including distribution and missing evidence.

Protect livelihoods

Contain urgent wage, safety, cash-flow, closure or exclusion risks while longer changes are designed.

Connect the pathway

Join capability, infrastructure, finance, institutions and paying demand around the worker or firm journey.

Pilot

Build one district occupation-skill taxonomy and validate it with firms, workers and placement records.

Decide transparently

Compare net benefit, job quality, equity, cost, viability and displacement before scale.

Decision checks

Durable demand; Net income; Job quality; Worker safety; Small-firm fit; Productivity; Equity; Environment; Maintainability

Section 05

Roadmap

Protect now, test the economic mechanism and build durable capability.

  • 0–90 DAYS
  • Diagnose & protect

Verify the worker/firm journey, immediate loss, market reality, responsible actor and fastest safe correction.

  • 3–18 MONTHS
  • Pilot & measure

Build one district occupation-skill taxonomy and validate it with firms, workers and placement records.

  • 1–5+ YEARS
  • Institutionalise

Fund skills, infrastructure, operations, market links, protection, maintenance, transparent review and continuous upgrading.

Section 06

How to measure improvement

Track additional durable value—not activity alone.

KPI 01

Demand records verified

Record: definition; baseline; target; actual; source; period; group; attribution.

KPI 02

Supply assessed

Record: definition; baseline; target; actual; source; period; group; attribution.

KPI 03

Gap accuracy

Record: definition; baseline; target; actual; source; period; group; attribution.

KPI 04

Courses redesigned

Record: definition; baseline; target; actual; source; period; group; attribution.

KPI 05

Placement outcome

Record: definition; baseline; target; actual; source; period; group; attribution.

Result status: Baseline pending, active measurement, insufficient evidence, improved, mixed, no improvement, displacement or harmful. Publish gross and net effects separately.

Section 07

Risks and protections

Growth should not transfer hidden cost to workers, firms or communities.

Job-quality risk

Temporary, unsafe, unpaid or misclassified work counted as success.

Firm risk

Debt, compliance or technology imposed without demand and capability.

Equity risk

Women, youth, disabled, rural or low-income participants excluded.

Displacement risk

Subsidised activity replaces existing work without net gain.

Evidence risk

Registrations, announcements, estimates and outcomes are mixed.

15 questions, answered clearly

Questions about District Skill & Job Map

What does District Skill & Job Map focus on?

Counts of trained people and vacancies may use incompatible skill definitions and quickly become stale.

What changes does the page propose?

Measure the actual local constraint in district skill & job map, including distribution and missing evidence. Contain urgent wage, safety, cash-flow, closure or exclusion risks while longer changes are designed. Join capability, infrastructure, finance, institutions and paying demand around the worker or firm journey. Build one district occupation-skill taxonomy and validate it with firms, workers and placement records.

Which parts need to work together?

The proposed system connects Trained people by skill; Employer demand; Occupation and proficiency; Skill gap calculation; Training-centre response; Future technology changes; Migration and commuting. Assign a responsible team, service standard, handoff and maintenance plan for each part

What local information is needed before taking action?

Record state, district, city/block, village/ward or industrial cluster; date and reference period; worker/firm group; occupation and sector; work status, hours, earnings or business stage as relevant; source/method; and uncertainty. Do not infer street-level conditions from a national survey estimate.

What could be causing the problem?

Possible causes to investigate include Demand & market; Capability & match; Finance & cash flow; Infrastructure & access; Rules & institutions; Quality & inclusion. Treat these as questions to test against local records and experience, rather than confirmed causes in every location.

What evidence should researchers collect?

Record the starting conditions, service records, affected users’ experience, costs and the source and date of each observation. Compare more than one explanation and state what is still uncertain. Use this evidence to assess District Skill & Job Map.

What could a first trial of District Skill & Job Map look like?

Build one district occupation-skill taxonomy and validate it with firms, workers and placement records. Agree the place, responsible team, comparison, safety checks and measurement period before starting. The trial described here is a proposal, not a reported result.

How should improvement be measured?

The page proposes tracking Demand records verified; Supply assessed; Gap accuracy; Courses redesigned; Placement outcome. Define each measure, record the starting value and reporting period, then compare later results using the same method. Report who benefits and any harm or uncertainty.

What risks and safeguards need attention?

The page flags Job-quality risk; Firm risk; Equity risk; Displacement risk; Evidence risk. Temporary, unsafe, unpaid or misclassified work counted as success. Debt, compliance or technology imposed without demand and capability. Women, youth, disabled, rural or low-income participants excluded. Subsidised activity replaces existing work without net gain. Registrations, announcements, estimates and outcomes are mixed.

What is the suggested order of work?

Protect now, test the economic mechanism and build durable capability. 0–90 DAYS. Diagnose & protect. Verify the worker/firm journey, immediate loss, market reality, responsible actor and fastest safe correction. 3–18 MONTHS. Pilot & measure. Build one district occupation-skill taxonomy and validate it with firms, workers and placement records. 1–5+ YEARS. Build lasting services. Fund skills, infrastructure, operations, market links, protection, maintenance, transparent review and continuous upgrading. These stages are planning ranges. Actual timing depends on local conditions, resources, permissions and delivery capacity.

Who should take responsibility for delivery?

Information Required: the named organisation and accountable local team. Responsibilities must cover Trained people by skill; Employer demand; Occupation and proficiency; Skill gap calculation; Training-centre response; Future technology changes; Migration and commuting. Assign an owner for each handoff, record how problems will be escalated, and agree who will fund and maintain the work.

What costs should be checked before approval?

This is a proposed pilot, not a completed project. The responsible team, location, budget, starting measurement and independent review must be agreed before implementation. Are capital, working capital, payment timing and risk appropriate? Treat it as a hypothesis until records, worker/firm experience and alternatives are checked. Information Required: a local cost estimate, funding source and ongoing operating and maintenance budget. Include costs shifted to households or other services when comparing options.

How should access and fairness be checked?

Compare net benefit, job quality, equity, cost, viability and displacement before scale. Durable demand; Net income; Job quality; Worker safety; Small-firm fit; Productivity; Equity; Environment; Maintainability. Compare access, costs, safety and results across the groups affected in this location. Record missing information and correct exclusion before expanding the proposal.

When should the approach expand, change or stop?

Use the proposed measures — Demand records verified; Supply assessed; Gap accuracy — to review benefit, harm, cost and the ability to keep the service working. Expand only when the evidence supports it; change a partly effective design and stop an unsafe or ineffective approach.

Does this page establish that the proposal has succeeded?

No verified local result should be inferred from the proposal alone. Information Required: a dated starting measurement, later results, costs, affected groups and an independent assessment. The proposed review should examine Demand records verified; Supply assessed; Gap accuracy.