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RETRAINMAPINDIA
Occupation Transition Report · India edition
Report ID RMIN-20260823-4222-SAMPLE · built 2026-08-23 · prepared for: Maharashtra

Customer Service Executive (BPO)

An honest reading of where this occupation stands in the AI transition — and a priced menu of the real ways out, in rupees, from government sources. Every figure below carries its source and its date; nothing is a prediction.

READ FIRSTWhat the India edition is built on — and what it is not

The US edition of this report stands on four federal datasets: a task-level occupation database (O*NET), official wage records and ten-year employment projections (BLS), a tax-record earnings dataset for training programs (College Scorecard), and a national apprenticeship registry. India does not publish equivalents for most of that stack. This edition is built on what India does publish — the PLFS labour survey, the ILO’s occupation-exposure research, the Anthropic Economic Index’s India profile, and government fee and stipend pages — and it is visibly thinner than the US report as a result. Three specific downgrades are marked in boxes like this one where they bite (D1: no earnings-by-program data; D2: exposure carried across taxonomies; D3: prices assembled page by page). Where a number cannot be printed honestly, you will see the gap stated instead of a number. That is the product.

1Your occupation today

You answer customer calls, chats and emails for a company or its outsourcing partner: product questions, complaints, account changes, basic troubleshooting — scripted where possible, escalated where not. In India this is the core of the voice- and chat-BPO industry.

Occupation identified as Contact Centre Information Clerks — ISCO-08 unit group 4222, which is also the NCO-2015 unit group (India’s classification shares its first four digits with ISCO-08)[S1].

The wage context India actually publishes

Avg monthly earnings, regular salaried (2025)
₹24,217 / ₹18,353
male / female, all-India, all occupations pooled — from the PLFS Annual Report 2025 press note[S4]
Regular-salaried share of workers (2025)
23.6%
up from 22.4% in 2024 — three in four Indian workers are self-employed or casual, which is the context every “job-market” claim sits inside[S4]
Unemployment (15+, 2025)
3.1%
usual status; youth (15–29) 9.9%, urban youth 13.6%, educated (secondary+) 6.5% — the pressure sits in the young, urban, educated cohort[S4]

Two gaps the US report does not have — stated, not papered over

No wage for your specific occupation. PLFS publishes earnings by employment status and sex, not by detailed occupation. Occupation-level medians (your unit group, your state) exist only inside the PLFS unit-level microdata — free, but behind a one-time registration this build does not hold. The moment that registration exists, this block upgrades from “all salaried workers” to “your occupation, your state”[S4].

No official employment projections. The US report prints the government’s own 10-year outlook per occupation. India publishes none — no MoSPI or NCS dataset projects occupation-level employment. Where the US edition shows a projection, this edition shows this sentence. Vacancy listings on the National Career Service are the nearest official signal, and they are listings, not projections[S5].

What the published AI-exposure research says

ILO GenAI exposure (2025)
Gradient 3
mean task-exposure score 0.58 (SD 0.06) — significant exposure, high task variability — “even though some tasks remain less exposed, the overall potential of automation of the current tasks with GenAI is growing”[S2]
Where that sits
13 of 427
ISCO-08 occupations carry a higher exposure tier than yours in the ILO table; your tier, Gradient 3, holds 38 occupations. The full 427-row table was extracted from the ILO paper and re-verified against it[S2]

Index one — the ILO’s refined GenAI exposure index (the lead index of this edition, chosen because it is built on the same ISCO-08 taxonomy India’s NCO-2015 aligns to). It scores the technical possibility that the tasks of an occupation could be performed with GenAI — assembled from nearly 30,000 task ratings. The authors’ own reading instruction, verbatim:

“[W]e stress that such exposure does not imply the immediate automation of an entire occupation, but rather the potential for a large share of its current tasks to be performed using this technology. Whether this leads to the disappearance of an occupation or workforce replacement is a more complex question — one that will depend on the initial decision to adopt the technology, but also the extent to which individuals in these occupations are given opportunities to learn to work with these technologies and adapt to the evolving nature of their tasks.”[S2]

Check which side of the phone you are on

Outbound sales-side contact-centre work is a different unit group — 5244 Contact Centre Salespersons — and scores HIGHER (Gradient 4, 0.61). If your work is mostly selling on calls, read this report against 5244, not 4222; both rows print in Section 2.

One classification honesty note: this report reads your job against ISCO-08's definition of 4222 (inbound contact-centre information and service work). NCO-2015's own enumerated job titles are placed slightly differently: the literal title 'Customer Service Executive' is listed under 4225 Inquiry Clerks, 'Customer Care Executive (Call Centre)' under 5244 Contact Centre Salespersons, and family 4222 itself lists only the technical-support voice/non-voice roles. All three families print in Section 2 (readings 0.57, 0.61 and 0.58) — every coding of this job lands in the exposed gradients, so the reading does not turn on the coding choice. We show the quirk rather than smooth it.[S1]

Index two — observed AI usage, India profile. In the Anthropic Economic Index (period 2026-05-01), India’s share of observed Claude usage is about 0.3× what its working-age population share would predict — rank 102 of 121 covered countries. Inside that usage, the learning skew is the story: Education & Learning requests are 19.3% of Indian usage against a 13.2% global baseline, and coursework use runs 19.9% vs 16.4%. Automation-style usage (51.9%) slightly exceeds augmentation (48.1%) in India — the reverse of the global split[S3].

For your occupation specifically, the honest line is: AEI publishes no India row for customer-service-representative tasks this release — the data fell below the index’s privacy threshold. Per the publisher, null means not published, never a measured zero. The nearest published India rows in the contact-work family: tasks of Telemarketers, 0.53% of Indian usage; General Office Clerks, 0.45%; Office & Administrative Support as a category, 7.5% (global baseline 7.9%)[S3].

The dataset’s own publisher, verbatim: “This data alone cannot support conclusions about job displacement or job security, and cannot ground advice on career choices in either direction.” And the accurate frame is “AI is used for tasks commonly done by [occupation]” — not “[occupation]s are using AI.”[S3]

Your state: Maharashtra

Maharashtra is rank 1 of 27 published Indian subregions in the AEI by observed usage (the index publishes a rank for Indian states, not a usage-share percentage — so no percentage is printed here). Work-related use runs 45.5% of Maharashtra’s usage, and Office & Administrative Support tasks are 7.8% of it — your occupational family is measurably present in the state’s AI usage[S3]. Route prices in Section 3 are Maharashtra government figures where marked; the state’s own occupation-level wage medians join this report when the PLFS microdata registration exists (Section 5).

D2Substance downgrade — exposure numbers crossed one taxonomy to get here (and two were refused)

The US edition reads exposure from indices built natively on the US O*NET/SOC occupation system. No India-native task-level exposure index exists. This edition’s lead index (ILO WP140) is built on ISCO-08 — which NCO-2015 shares its first four digits with, so the join is a single, official alignment, not a guess. But the ILO itself warns that the task mix inside the “same” ISCO occupation differs across countries: an Indian contact-centre job is not task-identical to the global average the score describes[S2].

Two US indices were deliberately NOT carried over: the Felten AIOE score would need a double crosswalk (SOC→ISCO→NCO) whose official bridge file (bls.gov) refused this build’s fetches, so no AIOE number prints anywhere in this report; and AEI occupation rows are US-SOC-framed, so they print above only as India-published usage shares with that framing named. A report that quoted those numbers without the crosswalk would look thicker and be less honest.

2The honest frame: the desk next to yours is not an exit

The US edition proves, by recomputation on the U.S. Labor Department’s skills graph, that “safe adjacent pivot” lists are mostly fiction (correlation r = 0.907 between an occupation’s exposure and its skill-neighbours’). India publishes no related-occupations graph for NCO-2015, so that computation cannot be run for India — and this report says so instead of pretending. What can be shown, from the ILO table directly, is the same pattern at family level: the occupations nearest to contact-centre work are all in the exposed gradients.

Clerical & contact-family occupations (ILO Table A1)ISCO-08 / NCO-2015 groupILO exposure
Contact Centre Information Clerks you are here4222Gradient 3 · 0.58
Data Entry Clerks — Data Entry Operator4132Gradient 4 · 0.70
Typists and Word Processing Operators4131Gradient 4 · 0.65
General Office Clerks — Office Clerk4110Gradient 4 · 0.60
Contact Centre Salespersons — Telesales Executive5244Gradient 4 · 0.61
Inquiry Clerks — Enquiry Clerk4225Gradient 3 · 0.57
Receptionists (general) — Receptionist4226Gradient 3 · 0.57
Office Supervisors — Team Leader (BPO)3341Gradient 2 · 0.43

Exposure tiers and means extracted from ILO WP140 Table A1 at build time[S2]. This is a family-level reading from the index itself — NOT a skills-adjacency computation, because the data to run one does not exist for India. The reading instruction is unchanged: nearby desk work mostly shares your exposure; the moves that change the number change the work, and those moves are priced in Section 3.

What this means, in one honest paragraph

Of the thirteen occupations in the ILO’s highest exposure tier, nine are clerical or contact work — the family your job sits in. Moving one desk sideways keeps you inside that exposed family (data entry 0.70, typists 0.65, general office 0.60, contact-centre sales 0.61, inquiry desk 0.57, reception 0.57, supervision 0.43 — against your 0.58; every one of these sits in the exposed gradients). The destinations that carry materially lower readings — IT support (0.47, high variability), supervision (0.43), electrician (0.19), healthcare support (0.14) — all involve new skills, which means retraining, which has a price. In India that price runs from ₹0 to about ₹27,000 on government routes. That is what Section 3 prices.

3The priced escape menu — in rupees, from government sources

Below are the moves that actually change the number — with real institutions, published fees in ₹, real durations, and the exposure reading of each destination. Prices are catalog facts as of the date shown; institutions change them at will, so treat every figure as “verify before you enrol.” Each price carries a verification tag: green means the build fetched the institution’s own page that day; amber means a named aggregator supplied it and the institution’s page must be checked before you pay anyone.

D3Substance downgrade — prices assembled page by page, not from a national dataset

The US edition prices programs from a single federal dataset with a price field per program. India has no such dataset: government-ITI fees are set state by state, NIELIT fees are set centre by centre, and scheme funding changes batch by batch. Every price below was therefore assembled from an individual institution or scheme page, each with its own URL, check date and verification tag — and the ITI figures are Maharashtra’s: another state’s reader needs another state’s page. Fewer routes are priced here than in the US edition for exactly this reason; a route without a checkable price prints as a pointer, not a number.

Before you pay anyone: the free government layer

Before you pay anyone: the Government of India runs the National Career Service (ncs.gov.in, Ministry of Labour & Employment) — free job matching, free career counselling, and listings of skill courses and apprenticeships. Its services are free of cost. It will not price routes for you the way this report does, but every route below can be cross-checked against it, and registering costs nothing.

National Career Service: ncs.gov.in[S5] · free-course catalog: skillindiadigital.gov.in (browsing is public; enrolment is Aadhaar-gated) · credential check: nqr.gov.in — The National Qualifications Register is the official register of NSQF-aligned qualifications. A credential that appears there is government-recognised at a stated NSQF level; one that does not, is not. Check any certificate a seller waves at you against it.

1.IT user support technician (via NIELIT 'O' Level)

ILO exposure: Gradient 2 (0.47)

The nearest real move that changes the work: from scripted voice support to hands-on IT support. Customer-handling under pressure transfers directly; what the credential adds is the technical half — systems, networks, troubleshooting. NIELIT is a government institute under the Ministry of Electronics & IT, and its 'O' Level is the long-standing entry credential for government and private IT support roles.

ILO WP140 scores this destination Gradient 2 (mean 0.47) — but with the highest task-variability of any destination on this menu (SD 0.19). Read that honestly: parts of IT support work are themselves GenAI-exposed; the destination is lower-exposed than contact-centre work, not safe.

NIELIT (National Institute of Electronics & IT, Govt of India) — 'O' Level (IT) — foundation course
Government IT credential; 4 theory modules + 1 practical + project; long-standing entry qualification for IT support and junior programmer roles
≈₹27,080 all-in at NIELIT centre rates: course fee ₹22,680 (₹12,000 at admission + ₹10,680 second semester) + registration ₹500 (valid 5 years) + theory exams 4 × (₹750 + ₹100 processing) + practical exam ₹500
1 year (6 months for graduates) · centre-based; some modules offered online by accredited institutes
Source page: www.nielit.in/delhi/content/o’-level-it · checked 2026-08-23 FETCHED THIS BUILD[S11]
Every component above — ₹22,680 course fee and its instalments, ₹500 registration, ₹750 + ₹100 per theory paper, ₹500 practical — was verified on NIELIT's own Delhi fee page (nielit.in, the institution's content domain; its newer nielit.gov.in site is a script-only shell to non-browser fetchers). A named aggregator (Careers360) publishes the same schedule. Fees are set centre by centre: confirm at the NIELIT centre you would enrol in before paying anyone. 'No Course fee for SC-ST Candidate for NSQF Aligned Courses as per Govt. Norms' (the 'O' Level is NSQF-aligned), and NIELIT's long-term-courses fee table states the O and A Level courses ‘are exempted from GST’. Both re-verified on NIELIT's own pages 2026-08-23.
Earnings record: India publishes no earnings record for NIELIT 'O' Level completers. No figure exists to print — so none is printed.

2.Licensed trade via Government ITI (example: Electrician, Maharashtra)

ILO exposure: Not Exposed (0.19)

The full exit from screen-and-script work into a hands-on licensed trade. Nothing clerical transfers except discipline; that is exactly why the exposure number drops so far. Two years at a government ITI in Maharashtra costs less than most private 'AI-proofing' webinars — the constraint is seats and the work is physical.

ILO WP140 places electricians (7411) in its lowest tier — Not Exposed, mean 0.19: 'most tasks remain relatively unaffected by GenAI.' Electrical fitters (7412, mean 0.17) read the same.

Government ITIs, Maharashtra (Directorate of Vocational Education & Training) — Craftsman Training Scheme — Electrician trade (one of 85 trades: 54 engineering, 31 non-engineering)
National Trade Certificate (NCVT) on passing the All India Trade Test
Government-ITI tuition in Maharashtra: ₹1,200/yr (machine-group engineering trades) or ₹1,000/yr (non-machine engineering) or ₹800/yr (non-engineering) + ₹350/yr other fees (identity card ₹50, library ₹100, internet ₹100, cultural ₹100) + refundable deposits ₹600 (training ₹500, library ₹100; hostellers pay more). A 2-year engineering trade like Electrician totals ≈₹2,700–3,100 before deposits — which side of the machine/non-machine fee line your trade falls on is confirmed at admission
1–2 years by trade (electrician: 2 years) · in-person; centralized online admission at admission.dvet.gov.in (minimum age 14)
Source page: www.dvet.gov.in/en/craftsman-training-scheme/ · checked 2026-08-23 FETCHED THIS BUILD[S12]
These are MAHARASHTRA government-ITI fees from the state DVET's own page. Other states publish different fee schedules; private ITIs charge many times more. Priced per state, exactly as the US edition prices per district.
Earnings record: India publishes no earnings record for ITI completers by trade. Apprenticeship stipends after an ITI (below) are the nearest published money figure — a stipend band, not an earnings record.

3.Registered apprenticeship under NAPS — earn while you learn

India's no-tuition-first route: apprentices are engaged by an establishment and paid a government-notified stipend from month one, across the scheme's 49 sectors — search the portal for openings in your target field. For a BPO worker the honest use of this menu item is paired with a trade or credential above — apprenticeship is how the first year of a new field pays you instead of you paying it.

Registered apprenticeship route (NAPS)
Registered apprenticeships under NAPS-2 combine paid on-the-job training with related instruction. The prescribed monthly stipend band, graded by qualification level, is ₹5,000–₹9,000; the Central Apprenticeship Council recommended raising it to ₹6,800–₹12,300 in May 2025, and that raise takes effect only when notified.
₹5,000–₹9,000 per month prescribed stipend FETCHED THIS BUILD · the band in force when checked[S8] · the 2025 Central Apprenticeship Council recommendation would raise the band to ₹6,800–₹12,300 once notified — a recommendation, not yet a payable band
The stipend is a band, not a promise: your figure depends on qualification level, sector and establishment — and the 2025 raise is a recommendation until notified, so plan on the in-force band. Search live openings and register on the official portal — applications require Aadhaar, so only you can do this step.
Openings and registration: www.apprenticeshipindia.gov.in/[S9] · Apprenticeship applications on the portal require Aadhaar-based registration (resident-only).

Where sources disagree, we show it: Both government sources were fetched at this build (PIB via browser-UA fetch after an earlier 403). They agree on the band (₹6,800–12,300) and that it is NOT yet in force (AIR: 'recommended… once notified'; PIB: 'proposed'). They disagree on the raise percentage — AIR's headline says 30%, PIB says 36% (₹5,000→₹6,800 is arithmetically +36%) — shown here rather than smoothed.

4.Healthcare support: General Duty Assistant

ILO exposure: Not Exposed (0.14)

The service half of BPO work — patience, difficult conversations, process discipline — is the transferable core of patient-support work. The clinical half is what a GDA course teaches. The lowest exposure reading on this menu, and the route where India's free government skilling catalog actually reaches.

ILO WP140: Health Care Assistants (5321) — Not Exposed, mean 0.14, the lowest reading on this menu. Associate-level nursing (3221, Minimal Exposure, 0.22) is the licensed rung above it, via ANM/GNM programs — a longer, regulated path not priced here.

Skill India Digital Hub catalog (government-funded providers) — General Duty Assistant (GDA) and allied healthcare-support courses
NSQF-aligned qualifications where listed on the National Qualifications Register — check the specific course against nqr.gov.in before enrolling
Government-funded seats on SIDH list at ₹0 to the learner where scheme-funded; paid seats vary by provider. No single national price exists — the catalog is the price list
typically 3–12 months by provider · centre-based with clinical exposure; catalog browsing public, enrolment Aadhaar-gated
Source page: www.skillindiadigital.gov.in/ · checked 2026-08-20 CARRIED FROM DATA SCREEN 2026-08-20[S13]
This route is a pointer into the government catalog, not a priced program row: course-level availability and funding vary by state and batch. Where this report cannot verify a specific seat price, it says so instead of inventing one.
Earnings record: No earnings-by-program record exists for GDA courses. PMKVY scheme dashboards publish placement counts — scheme-level, self-reported, coarse — not earnings.

5.Stay and re-arm: the ₹0–₹1,000 certification rung

If you stay in contact-centre work, staying should be a decision with a price tag too. India is the one market where the bottom rung of that ladder is nearly free: government MOOC platforms charge nothing to learn and ₹1,000 to certify. The honest caveat is the same as the US edition's: no published evidence ties any certificate to job retention. Both facts belong in the same sentence.

NPTEL/SWAYAM courses (IIT/IISc faculty) — any course
Learning free ('The enrolment to and learning from these courses involves no cost' — SWAYAM); optional in-person proctored certification exam ₹1,000 per course
Platform page: swayam.gov.in/nc_details/NPTEL · checked 2026-08-23 FETCHED THIS BUILD[S14]

One rung verified from the government platform's own page at this build. Vendor AI certificates (the $99–$500 US band) exist in India at import prices — they are not listed here because a ₹-priced government rung exists and the evidence for either improving job retention is equally unpublished.

D1Substance downgrade — no earnings-by-program data exists in India

The US edition prints, for many programs, the actual median earnings of past completers, from tax records (College Scorecard). India publishes no earnings-by-program record — none. The closest thing that exists is NIRF, where ranked institutions self-report the median salary of their placed graduates: self-reported, placed-graduates-only, ranked-institutions-only, lightly audited. None of the government routes on this menu lands at a NIRF-ranked institution, so no earnings figure appears on this menu at all — and any competing report that shows you one is quoting either an institution’s own marketing or an unsourced estimate. Where this report shows a salary figure it is the institution’s own NIRF submission, so labeled; where it shows none, none exists[S10].

Also within reach from this menu (price locally)

DestinationILO exposureNote
Team Leader / Office Supervisor (promotion in place)Gradient 2 · 0.43the internal ladder out of the phone queue; exposure drops to Gradient 2 (0.43) — a real but partial move, and openings are the employer's to give
Technical support (non-voice IT helpdesk)Gradient 2 · 0.47same family as the NIELIT route above; some BPO employers cross-train internally — ask before paying for training they may fund
ANM/GNM nursing (licensed)Minimal Exposure · 0.22the regulated rung above GDA: 2–3.5-year state-regulated programs; fees vary by state and institution — priced per institution, not printable as one number

4Sources and dates

Every figure in this report carries a bracketed marker resolving below. Access dates are the dates each source was actually fetched — by this build where marked, otherwise by the venture’s dated India data screen.

  1. [S1] NCO-2015 (National Classification of Occupations), Directorate General of Employment, Ministry of Labour & Employment — ISCO-08-aligned: the first four digits of the 8-digit NCO code carry the ISCO-08 structure. This report identifies occupations at that shared 4-digit unit-group level.
    https://dge.gov.in/dge/nat · accessed 2026-08-20
    dge.gov.in refused connections at this build (2026-08-21) and ncs.gov.in served page shells in place of the NCO PDF volumes, so 8-digit NCO codes could not be re-verified and are not printed — a unit group is never narrowed to an 8-digit code by guesswork.
  2. [S2] Gmyrek, Berg et al., 'Generative AI and jobs: a refined global index of occupational exposure', ILO Working Paper 140 (20 May 2025), Table A1 — exposure scores and gradients for 427 ISCO-08 occupations. PDF fetched and the table extracted at build time.
    https://www.ilo.org/sites/default/files/2025-05/WP140_web.pdf · accessed 2026-08-21
    The index estimates the technical possibility of tasks being performed by GenAI. It is not an employment forecast, and the authors say so — their caveat prints verbatim in Section 1.
  3. [S3] Anthropic Economic Index, period 2026-05-01 — India country profile and Indian-subregion rows, queried live from the official AEI data service at build time (CC BY 4.0).
    https://www.anthropic.com/economic-index · accessed 2026-08-21
    Figures describe observed Claude usage matched to occupational tasks — not jobs, not workers, not displacement. AEI frames occupations on the US-SOC taxonomy even inside country profiles; that framing note prints wherever an occupation-level AEI row appears.
  4. [S4] Periodic Labour Force Survey (PLFS) Annual Report 2025 (January–December 2025) Press Note, National Statistics Office, MoSPI, dated 27 March 2026. PDF fetched and parsed at build time. Licensed under GODL-India.
    https://www.mospi.gov.in/uploads/latestReleases/latest_release_1774607827733_3e8964a9-268b-4cc9-ad65-cfc8a9e32f08_Press_note_AR_PLFS_2025_23032025_V2.1_26032026_final.pdf · accessed 2026-08-21
    The press note publishes earnings by employment status and sex — not by detailed occupation. The occupation-level wage this report cannot print, and why, is stated in Section 1 and Section 5.
  5. [S5] National Career Service (Ministry of Labour & Employment) — free job matching, career counselling, skill-course and apprenticeship listings ('NCS services are free of cost').
    https://www.ncs.gov.in/ · accessed 2026-08-20
  6. [S6] Skill India Digital Hub — national skilling portal; free government-funded course catalog (browsing public; enrolment Aadhaar-gated).
    https://www.skillindiadigital.gov.in/ · accessed 2026-08-20
  7. [S7] National Qualifications Register (NCVET) — official register of NSQF-aligned qualifications.
    https://nqr.gov.in/ · accessed 2026-08-20
  8. [S8] NAPS apprenticeship stipend — prescribed monthly band ₹5,000–₹9,000 in force; the Central Apprenticeship Council's 38th-meeting recommendation (May 2025) to raise it to ₹6,800–₹12,300 takes effect only when notified. Both government sources fetched at this build: All India Radio ('recommended… once notified') and PIB PRID 2157511 ('a proposed 36% stipend hike'); their raise-percentage discrepancy (30% vs 36%) is printed in Section 3.
    https://www.newsonair.gov.in/central-apprenticeship-council-recommends-30-increase-in-youth-stipend · accessed 2026-08-23
  9. [S9] Apprenticeship India portal (NAPS-2) — openings, sectors, registration (Aadhaar-gated).
    https://www.apprenticeshipindia.gov.in/ · accessed 2026-08-20
  10. [S10] NIRF (National Institutional Ranking Framework) — the closest thing India has to outcomes data: ranked institutions' self-reported placement counts and median salary of placed graduates. Self-reported, placed-only, ranked-institutions-only, lightly audited — cited here to define the ceiling of what an Indian earnings claim can honestly be.
    https://www.nirfindia.org/Docs/3C.pdf · accessed 2026-08-20
  11. [S11] NIELIT (National Institute of Electronics & IT, Govt of India) — 'O' Level (IT) — foundation course: fee/scheme page.
    https://www.nielit.in/delhi/content/o’-level-it · accessed 2026-08-23
  12. [S12] Government ITIs, Maharashtra (Directorate of Vocational Education & Training) — Craftsman Training Scheme — Electrician trade (one of 85 trades: 54 engineering, 31 non-engineering): fee/scheme page.
    https://www.dvet.gov.in/en/craftsman-training-scheme/ · accessed 2026-08-23
  13. [S13] Skill India Digital Hub catalog (government-funded providers) — General Duty Assistant (GDA) and allied healthcare-support courses: fee/scheme page.
    https://www.skillindiadigital.gov.in/ · accessed 2026-08-20
  14. [S14] NPTEL/SWAYAM courses (IIT/IISc faculty) — any course — platform fee statement ('The enrolment to and learning from these courses involves no cost'; proctored exam ₹1,000/course).
    https://swayam.gov.in/nc_details/NPTEL · accessed 2026-08-23

5What this report cannot know

Read this before acting on anything above

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