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Non-Engineering· employability & future-readiness

Cosmetology

CES 47.6/100 · Uncertain outcomes · 15 cited sources · 9 pages
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01THE HEADLINE QUESTION: AI & AUTOMATION RISK

Can AI or automation replace this job? The honest answer.

Cosmetology is among the occupations most frequently cited as automation-resistant -- but that claim deserves scrutiny. The field does have genuine structural protections against full displacement, rooted in dexterity, trust, and real-time sensory judgment. However, AI is already penetrating the administrative and advisory layers of the work, and that shift will narrow the role's scope and the headcount needed to support it.

The risk, stated plainly

A widely cited estimate based on the Frey and Osborne (2013) Oxford methodology places hairdressers, hairstylists, and cosmetologists at roughly a 30% automation probability 3. More recent task-based analyses from the OECD reduce the economy-wide high-risk share to 9-14% of jobs, emphasising that occupations with high dexterity and social-interaction requirements -- which cosmetology scores heavily on -- sit at the lower end of that risk spectrum 6. The WEF Future of Jobs Report 2025 projects 92 million job displacements globally by 2030, but explicitly identifies personal care and care-economy roles as among those growing rather than contracting 7. The honest framing: automation will absorb the consultative and administrative periphery of cosmetology work; it will not, within the medium-term horizon, replicate the tactile core.

What automates vs what stays human

THE TASKS AUTOMATION IS TAKING
  • Skin and scalp analysis via AI-powered imaging tools and apps 8
  • Appointment scheduling, inventory management, and client records management via software 8
  • Virtual try-on and hair colour simulation for client consultations 8
  • Product recommendation based on skin type or hair condition data 8
  • Nail design generation and digital pattern creation 8
  • Standardised facial mapping for treatment planning in clinical aesthetics settings 8
THE WORK THAT STAYS HUMAN
  • Hands-on application of chemical treatments (colouring, perming, bleaching) requiring real-time tactile monitoring and adjustments 3
  • Precision cutting and styling requiring three-dimensional spatial judgment and manual dexterity with multiple tool types 3
  • Waxing, threading, and body-hair removal requiring direct physical contact and client comfort management P
  • Bridal and event makeup requiring creative artistic judgment, face-shape reading, and same-session adaptation P
  • Building and maintaining client trust and emotional rapport -- a service dimension that drives repeat bookings and referrals 8
  • On-the-spot diagnosis of contraindications (skin reactions, scalp conditions, allergies) demanding professional judgment P

The resilient anchors

80%8
Share of beauty services estimated to still require human hands-on delivery, limiting AI displacement of the core role
30%3
Automation probability for hairdressers/cosmetologists -- one of the lower scores across all occupational categories
9-14%6
OECD task-based estimate of jobs at high automation risk, with high-dexterity service roles below this band
THE VERDICT
Automation is a partial threat, not an existential one -- but it will shrink the easy parts of the job.

The tactile, creative, and relational core of cosmetology work is structurally resistant to near-term automation. No robotic system has demonstrated the fine motor control, real-time adaptive judgment, and interpersonal sensitivity required to cut, colour, or treat a live client. This places the trade in a defensible position relative to, say, data-entry or assembly roles 36.

The risk, however, is not zero and not static. AI tools are already handling client consultation, product selection, and diagnostic imaging in premium salons and dermatology clinics. Graduates who cannot operate or interpret these tools will find the advisory layer of their role progressively automated around them. The route to resilience is to master the hands-on craft -- which machines cannot replicate -- while treating AI tools as productivity aids rather than competitors 8P.

Automation exposure by task

Task in this tradeAutomation riskHow this trade / program is positioned
Client skin and hair analysisHighAI imaging apps already do this faster; human role shifts to interpreting and acting on outputs 8
Appointment booking and client record managementHighFully automatable; already automated in organised salon chains 8
Product recommendationModerateAI can generate suggestions; cosmetologist adds value by adapting to individual contraindications and preferences 8
Nail art design generationModerateAI generates designs; application still requires manual skill 8P
Chemical hair colouring and treatmentLowerRequires real-time tactile monitoring, strand testing, and client comfort management -- beyond current robotic capability 3
Precision haircut and stylingLowerThree-dimensional, adaptive manual task; tool variety and real-time adjustment make automation impractical 3
Bridal and event makeup applicationLowestArtistically variable, high-touch, high-trust service; clients actively seek human practitioners P
Waxing, threading, and body treatmentsLowestRequires physical contact, pain management, and real-time feedback -- deeply human-mediated P
How to read these numbers. Automation probability figures from Frey-Osborne and derivative sites (willrobotstakemyjob.com) reflect US occupational data and methodological assumptions from 2013 that later OECD and ILO task-based studies revised sharply downward 6. Treat the 30% figure as an upper bound rather than a precise forecast. The OECD task-based methodology, which accounts for heterogeneity within occupations and the social-interaction and dexterity barriers specific to cosmetology, yields a materially lower risk profile. No published study has found cosmetology at high risk of full automation within a 10-year horizon.
02THE COURSE EMPLOYABILITY SCORE (CES)

How this trade scores on Lakshya's employability metric

The CES (Career Employability Score) for CTS Cosmetology is 47.6 out of 100, placing it in the 'Uncertain outcomes' band. This band signals that the trade has meaningful structural strengths -- particularly government backing and training quality -- but that live market evidence of job placement and salary realisation remains thin, making it a risk-managed financing case rather than a straightforward one. Scored on the evidence in this report, this role earns a CES of 47.6 / 100, "Uncertain outcomes."

CES Pillar (CES v2)WeightWhat it measures
Training Quality0.30Regulatory recognition and licensure of the qualification
Market Dynamics0.30Demand, salary band, sector trajectory, automation possibility and displacement risk
Placement Outcome0.25Whether the market actually hires this role: live employers, openings, pay and recency
Government Support0.15Migration pathways, federal frameworks and policy backing the role

Score bands: ≥80 High employability (full financing exposure) · ≥60 Moderate · ≥40 Uncertain outcomes · below that Weak job linkage. Framework: CES v2.

Market Dynamics, by sub-signal

Sub-signalScore/100Sub-weightConf
Demand290.400.65
Salary (vs country floor)00.300.20
Sector trajectory800.150.88
Automation possibility500.100.30
Displacement risk500.050.30
Market Dynamics composite31n/a0.50

The four pillars, scored

CES pillarScoreConfWeightEvidence
Training Quality650.950.300The CTS Cosmetology trade is a DGT/MSDE-governed programme at NSQF Level 3, with a standardised curriculum, NTC certification from NCVET, and an established industry body (B&WSSC) overseeing quality assurance P.
Market Dynamics310.500.300The sector sub-score (80/100) reflects strong industry growth, but salary evidence is absent from job listings and the demand sub-score (28.96) reflects weak formal job-board signal despite a large informal market.
Placement Outcome330.160.250Live market hiring of the role: 4 openings · 4 employers · 0 with pay · 10 recent postings
Government Support700.900.150Government support scores 70/100, reflecting active PMKVY 4.0 funding, B&WSSC recognition under NCVET, and ministerial statements projecting 3 crore sector jobs by 2030 910.

Composite (applied weights, renormalised over scored pillars): 65×0.30 + 31×0.30 + 33×0.25 + 70×0.15 = 47.6. Confidence 1.00 · evidence 10 clean / 11 rejected · 6 sources.

COURSE EMPLOYABILITY SCORE (CES V2)
47.6 / 100, "Uncertain outcomes"

The score reflects a genuine asymmetry: the cosmetology sector in India is large, growing, and government-prioritised (pillars: government support 70, training quality 65), but formal job-board activity is extremely thin (4 live listings, 4 employers, zero salary disclosures) and the demand and salary sub-scores are correspondingly weak. Most cosmetology employment happens through walk-in salon hiring, self-employment, and freelance channels that do not appear on mainstream job boards -- a structural feature of the sector that depresses the CES score without necessarily reflecting weak real-world demand.

A trainee can improve their effective employability outcome by supplementing the NTC with B&WSSC-aligned certifications, targeting metro and tier-2 city salons where organised employers do post roles, and building a freelance portfolio during the training year. Entrepreneurship -- setting up a home-based or mobile beauty service -- is a concrete near-term pathway that the NTC credential and skill set directly enable P2.

Pillar scores map cited evidence to the published CES v2 rubric; the live figure refreshes as cohort outcomes feed Lakshya's engine.

03EMPLOYABILITY & DEMAND

A sector growing fast -- but most hiring happens outside job boards.

India's beauty and personal care market is large and expanding. The structural demand for skilled cosmetologists is real. The disconnect is that this demand materialises primarily through informal, walk-in, and referral-based hiring rather than formal job postings.

India's beauty and personal care market was valued at USD 31.2 billion in 2025 and is forecast to reach USD 48.7 billion by 2034 at a 5.08% CAGR 1. The broader beauty and wellness industry, which includes salons, spas, and wellness centres, is projected to cross INR 2,77,000 crore (approximately USD 33 billion) by 2025 and INR 5,00,000 crore by 2030 5. The sector currently employs over 12 million people and is expected to offer employment to 15.8 million by end-2025, rising to 20.3 million by 2027 and 26.3 million by 2030 4. Against this backdrop, NSDC has estimated a shortage of over 1.2 million trained beauty professionals, and the broader long-run skilled manpower requirement for the sector is projected at 14.27 million 2. The signal is clear: demand for competent practitioners outstrips supply of certified ones. The challenge for CTS graduates is that this demand is concentrated in the informal and self-employment segments, not in the organised job-board ecosystem that CES live-hiring data captures.

USD 48.7B1
India beauty and personal care market projected size by 2034 at 5.08% CAGR
26.3M4
Projected beauty sector employment in India by 2030
1.2M+2
Estimated shortage of trained beauty professionals in India as of 2024
04LIVE HIRING EVIDENCE (2025/26)

What employers are actually posting

Captured from live job boards (Indeed, LinkedIn, Naukri) in the current scrape window: 4 openings across 4 employers, 0 with disclosed pay, 10 recent. These are real postings.

The live-hiring aggregate for CTS Cosmetology shows just 4 active job listings across 4 employers on mainstream job boards, with zero salary disclosures and a recency signal of 10 (meaning recent postings were found). This is an extremely thin formal signal for a sector employing millions.

Employer (live posting)PostsDisclosed payWhat they want
Therefore I'm Clinic2n/aJob Summary We are seeking a qualified MBBS Doctor with an interest or experience in cosmetology and aesthetic medicine. The candidate will be respons
Highness cosmetic clinic1n/aMBBS Cosmetology Doctor / Aesthetic Physician Salary: Competitive salary, based on experience Consult Patients: Examine patients' skin, hair, and cosm
Vama advanced hair and skin1n/aJob description: **Job Summary:** The Skin and Hair Clinic is seeking a qualified and experienced Doctor specializing in Cosmetology and Trichology. T

Employer names and counts are from live job boards in the current window; counts fluctuate daily and are date-stamped in the engine. This sample is smaller than a mature occupation's; the scraper is being scaled to widen coverage.

THE SIGNAL IN THE DATA
  • The 4 live listings found are predominantly for MBBS-qualified aesthetic physicians, not ITI/NTC cosmetology graduates -- a reminder that the formal job-board space for this trade is dominated by clinical roles, not vocational ones.
  • Zero salary disclosures in listings is consistent with the informal hiring norms of the salon and beauty industry, where pay is often negotiated on the shop floor rather than published online.
  • Recency score of 10 indicates that at least some activity exists, confirming the sector has not gone dormant, but volume is structurally low for this channel.
WHY THIS MATTERS
  • Cosmetology employment is predominantly accessed through direct walk-in applications at salons, referrals from training institutes, and self-employment -- channels that never appear in job-board data 24.
  • The B&WSSC reported a 49% placement rate among PMKVY-trained candidates in the beauty and wellness sector, suggesting that when formal placement infrastructure is active, outcomes are materially positive 9.
  • Entrepreneurship (home-based salon, mobile beauty service, bridal specialist) is a direct and near-term pathway for NTC graduates that sidesteps the formal hiring market entirely P.
Bottom line: The live-hiring signal is not a proxy for the real labour market in cosmetology -- it is a proxy for organised corporate salon hiring, which is a small slice of a predominantly informal sector.
05ROLES, PATHWAYS & EARNING POTENTIAL

What the trade leads to, and what it pays

The CTS Cosmetology NTC opens multiple income pathways -- salaried employment in organised salons, freelance/event work, clinical aesthetics assistance, and self-employment -- with materially different pay ceilings attached to each.

Role this prepares forIndicative pay in IndiaAutomation resilience
Junior Beautician / Salon AssistantINR 12,000-25,000/month 11Resilient, direct hands-on work
Hair Stylist / Senior CosmetologistINR 25,000-50,000/month 12Resilient, premium manual craft
Freelance Bridal Makeup ArtistINR 5,000-20,000 per booking; INR 30,000-2,00,000+/month 11Resilient, high-trust artisan service
Aesthetic Clinic Assistant / Skin TherapistINR 18,000-35,000/month 11Moderate; clinical AI tools augment this role
Salon Owner / Self-EmployedVariable; viable from INR 20,000/month upwards in tier-2 towns 4Resilient, entrepreneurial route
Vocational Instructor / Craft Instructor (after CITS)INR 25,000-45,000/month PResilient, public-sector training pipeline
PHASE 1
Foundations (Months 1-6)
The CTS curriculum covers foundational trade theory and practice: skin anatomy and physiology, basic facials, hair care basics, manicure and pedicure, and safety and hygiene standards. This phase is delivered at ITI under DGT supervision at NSQF Level 3 P.
PHASE 2
Advanced Skills (Months 7-12 + OJT)
Advanced modules include hair colouring techniques, chemical treatments, nail extensions, advanced makeup, and spa/body massage basics. The programme includes 150 hours of on-the-job training or group project work, providing supervised real-client exposure before graduation P.
PHASE 3
Practical Execution and Credential Leverage
On passing the All India Trade Test, graduates receive the National Trade Certificate (NTC) from NCVET. Stackable options include B&WSSC-aligned short courses in specialised areas (bridal, nail art, aesthetics), the Apprenticeship route under the National Apprenticeship Promotion Scheme (NAPS) for employer-linked training, and the Craft Instructor Training Scheme (CITS) for those targeting instructor roles P10.
06SKILLS BUILT & WHY THEY'RE AI-RESILIENT

Trained for the floor, not just the test

WHAT CANDIDATES ACTUALLY WORK ON
  • Hair cutting, colouring, and chemical treatment techniques with precision and safety protocols P
  • Skin care treatments including facials, clean-ups, bleaching, and waxing P
  • Nail care, manicure, pedicure, and nail extension application P
  • Makeup application for daily, event, and bridal contexts, including colour theory and face-shape analysis P
  • Client consultation, service recommendation, and post-service care advice with professional communication P
WHY THESE RESIST AUTOMATION
  • Fine motor dexterity: the ability to handle cutting tools, needles, brushes, and chemical applicators in real time on a live, moving client 3
  • Tactile diagnostic judgment: assessing hair porosity, scalp health, and skin condition through touch and visual inspection in ways current AI sensors cannot match 8
  • Creative and aesthetic judgment: adapting styles, colours, and looks to individual face shapes, skin tones, and client preferences in the moment 8
  • Emotional intelligence and trust-building: managing client anxiety, pain, and satisfaction across a physical service encounter 8
  • Entrepreneurial capability: the ability to run a client-facing micro-business, manage repeat relationships, and price services competitively 4
The positioning in one line: A cosmetologist who masters hands-on craft and client relationships occupies a role that is structurally difficult to automate within any foreseeable technology horizon.
07THE CREDENTIAL & QUALITY LAYER

The NTC from NCVET is the baseline credential -- stackable certs raise earnings and formal hireability.

The National Trade Certificate (NTC) issued by NCVET on passing the All India Trade Test is the primary outcome of the CTS Cosmetology programme. It is a government-recognised credential at NSQF Level 3, accepted by organised salon employers, beauty chains, airlines, and hospitality groups as evidence of baseline technical competence. The NSQF alignment also allows horizontal and vertical mobility into related trades and further NSQF-aligned programmes without repeating foundational modules P.

Stackable credentials amplify the NTC significantly. The B&WSSC's occupation-specific certificates (e.g., Hair Stylist, Skin Care Therapist, Nail Technician at NSQF 3-4) are increasingly required by organised employers. The PMKVY Recognition of Prior Learning (RPL) pathway allows experienced but previously uncertified practitioners to gain formal credentials, reflecting the government's intent to formalise the largely informal beauty workforce. For those targeting instructor or supervisory roles, the Craft Instructor Training Scheme (CITS) at NSQF Level 6 is the logical next step after a period of industry experience P910.

08THE INDIA TALENT CONTEXT

Abundant graduates, scarce job-readiness

India's overall graduate employability stands at approximately 55% in 2025, up from 51.2% the prior year, according to the India Skills Report 2025 produced by CII, Wheebox, and AICTE 13. Vocational graduates -- including CTS trade holders -- face a specific structural challenge: employers in the organised sector often require both a formal credential and demonstrable hands-on skill, and the two are not always co-produced by the training system. In cosmetology, the sector's informality exacerbates this: most employers hire on the basis of a trial appointment or portfolio, not a certificate alone. The CTS programme's 150-hour OJT component is designed to bridge exactly this gap, giving trainees client-facing exposure before graduation.

The B&WSSC's PMKVY cohorts recorded a 49% placement rate -- meaning roughly one in two formally trained beauty and wellness candidates secured verifiable employment, a benchmark the NTC pathway should target and exceed with active placement support 9.
09STAYING FUTURE-READY

How a candidate stays on the resilient side

LEAN INTO
  • Specialise in high-value, hard-to-automate services: bridal makeup, advanced hair colouring (balayage, highlights), and aesthetic clinic-grade skin treatments 8P
  • Build a freelance portfolio and digital presence early -- Instagram and YouTube channels showcasing work function as both a portfolio and a client acquisition channel, with zero capital requirement 4
  • Pursue B&WSSC-aligned stackable certifications in nail technology, hair extensions, or aesthetic therapy to expand the service menu and command higher per-booking rates P
  • Learn and use AI-assisted tools (skin analysis apps, virtual try-on, booking platforms) as productivity multipliers rather than viewing them as threats 8
  • Target tier-2 and tier-3 cities where organised salon chains are expanding but trained professionals remain scarce, creating a demand-supply gap that favours certified graduates 42
AVOID BEING DEFINED BY
  • Relying solely on back-office or consultative roles (skin analysis, product recommendation) that AI tools are already absorbing at scale 8
  • Remaining uncertified in a formalising sector: organised employers, hospitality groups, and airlines increasingly require NSQF/NTC credentials as a minimum filter P
  • Limiting income to a single salaried salon job: the sector's highest earners combine salaried work with freelance bookings and eventually self-employment 11
  • Ignoring the entrepreneurship pathway: with low capital requirements and a large underserved local market, self-employment is a genuine and near-term option that many CTS graduates overlook 4
10SOURCES & CITATIONS

Every figure, traced to a source

P
NSQF / CTS Program Specification (primary).
Trade definition, NSQF level, syllabus, tasks and deliverables for the "Cosmetology" Craftsmen Training Scheme trade (DGT / MSDE).
dgt.gov.in · accessed Jun 2026
1
IMARC Group: India Beauty and Personal Care Market Report, 2025
India's beauty and personal care market valued at USD 31.19 billion in 2025, projected to reach USD 48.72 billion by 2034 at a 5.08% CAGR.
https://www.imarcgroup.com/india-beauty-personal-care-market · 2025 · accessed Jun 2026
2
Franchise India / NSDC: India will need 14.27 million skilled people to meet booming wellness industry needs, 2023
NSDC report projects 14.27 million skilled manpower requirement for beauty and wellness, with a current shortage of over 1.2 million trained professionals.
https://www.franchiseindia.com/insights/en/article/india-will-need-14-27-million-skilled-people-to-meet-booming-wellness-industry-needs-nsdc.36644 · 2023 · accessed Jun 2026
3
Will Robots Take My Job: Hairdressers, Hairstylists, and Cosmetologists
Estimates a 30% automation probability for hairdressers and cosmetologists, citing dexterity, creativity, and social intelligence as key barriers to replacement.
https://willrobotstakemyjob.com/hairdressers-hairstylists-and-cosmetologists · 2025 · accessed Jun 2026
4
Feelaxo: The Booming India Beauty Salon Market -- Trends, Growth Drivers and Opportunities 2025
India's beauty sector employs over 12 million people, projected to reach 15.8 million by end-2025 and 26.3 million by 2030; sector revenue to cross INR 5,00,000 crore by 2030.
https://feelaxo.com/business/the-booming-india-beauty-salon-market-trends-growth-drivers-and-opportunities-2025/ · 2025 · accessed Jun 2026
5
KPMG / StyleSpeak: Indian beauty and wellness industry to reach USD 20 billion by 2025, 2023
KPMG report projects India's beauty and wellness industry at USD 20 billion by end-2025 with a CAGR of 20.6%, with women constituting 66% of the workforce.
https://stylespeak.com/kpmg-report-indian-beauty-and-wellness-industry-to-reach-20-billion-by-2025-end/ · 2023 · accessed Jun 2026
6
OECD: The Risk of Automation for Jobs in OECD Countries, 2016
Task-based analysis reduces high-automation-risk job share to 9-14% of OECD jobs, far below Frey-Osborne's 47%, with high-dexterity and social-interaction roles at the lower end.
https://wecglobal.org/uploads/2019/07/2016_OECD_Risk-Automation-Jobs.pdf · 2016 · accessed Jun 2026
7
World Economic Forum: Future of Jobs Report 2025
Projects 170 million new jobs and 92 million displaced by 2030 globally; personal care and care-economy roles identified as net-growing categories.
https://www.weforum.org/publications/the-future-of-jobs-report-2025/ · 2025 · accessed Jun 2026
8
AI Whim: Is Your Job as a Cosmetologist Threatened by AI?, 2024
Finds 80% of beauty services still require human hands-on delivery; identifies administrative and diagnostic tasks as automatable while physical service execution remains human-essential.
https://aiwhim.com/is-your-job-as-a-cosmetologist-threatened-by-ai/ · 2024 · accessed Jun 2026
9
Skill Reporter / B&WSSC: Beauty and Wellness sector to provide jobs to 3 Crore people by 2030, 2024
B&WSSC reports 4.89 lakh individuals trained under PMKVY with a 49% placement rate; government targets 3 crore sector jobs by 2030.
https://www.skillreporter.com/news/skilldevelopment/pmkvy-4-certified-candidates-beauty-wellness-sector-skill-council/ · 2024 · accessed Jun 2026
10
DGT/MSDE: Cosmetology CTS 2.0 NSQF-3 Curriculum, Government of India
Official NSQF Level 3 curriculum for the CTS Cosmetology trade: 1-year/1200-hour programme plus 150 hours OJT, eligibility Class 10, NTC issued by NCVET.
https://dgt.gov.in/sites/default/files/Cosmetology_CTS2.0_NSQF-3.pdf · 2023 · accessed Jun 2026
11
LTA School of Beauty / IICTN: Is Cosmetology a Good Career in India? Salary and Scope 2026
Entry-level salon roles pay INR 12,000-25,000/month; senior positions INR 35,000-70,000/month; freelance bridal artists earn INR 5,000-20,000 per booking.
https://iictn.org/is-cosmetology-a-good-career-in-india/ · 2026 · accessed Jun 2026
12
Stylelink Blog: Salon Industry Salary Trends in India -- Insights for Hair Stylists and Beauticians, 2026
Senior hair stylists and cosmetologists in organised salons earn INR 25,000-50,000/month; metro cities command a premium of 20-30%.
https://blog.stylelink.in/salary-trends/salon-industry-salary-trends-in-india/ · 2026 · accessed Jun 2026
13
India Skills Report 2025 (CII / Wheebox / AICTE)
Overall Indian graduate employability reaches 55% in 2025 (up from 51.2% in 2024); vocational training penetration projected at 50% of secondary and university students.
https://taggd.in/industry-reports/isr/india-skills-report-2025/ · 2025 · accessed Jun 2026
14
Grand View Research: India Cosmetics Market Size and Share, Industry Report 2033
India cosmetics market valued at USD 21.50 billion in 2025, projected to reach USD 43.85 billion by 2033 at a 9.3% CAGR; colour cosmetics fastest-growing at 13.6% CAGR.
https://www.grandviewresearch.com/industry-analysis/india-cosmetics-market-report · 2025 · accessed Jun 2026
15
PIB: 10 years of Pradhan Mantri Kaushal Vikas Yojana, 2024
Over 1.6 crore candidates trained and oriented under PMKVY from 2015 to 2024; beauty and wellness among the programme's active trade categories.
https://www.pib.gov.in/PressNoteDetails.aspx?NoteId=154880&ModuleId=3 · 2024 · accessed Jun 2026
CES v2 · Cosmetology (IN) · Lakshya Skill Finance · employability and future-readiness assessment · generated Jun 2026.
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