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Engineering· employability & future-readiness

Industrial Robotics and Digital Manufacturing Technician

CES 51.8/100 · 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.

This trade sits in an unusual position: it trains people to work alongside, and directly upon, industrial robots and CNC-based production systems. The role is technical, hands-on, and requires physical presence inside a robot cell. That gives it meaningful structural protection -- but it is not risk-free, and parts of the work are becoming software-assisted or remote.

The risk, stated plainly

Frey and Osborne's foundational 2013 study on computerisation risk placed robot operators and maintenance technicians in a moderate-risk tier, noting that complex perception, manipulation of non-standard environments, and physical troubleshooting act as barriers to full automation 4. A 2025 WEF Future of Jobs survey found that 58% of employers globally expect robotics and automation to transform operations by 2030, and that routine assembly and line-operating roles face displacement -- but simultaneously flagged "robotics maintenance, systems engineers" among the fastest-growing categories 5. The key distinction for this CTS trade is that it trains graduates as technician-operators who set up, programme (teach-pendant level), and maintain robot cells, not as line assemblers being replaced.

What automates vs what stays human

THE TASKS AUTOMATION IS TAKING
  • Routine robot health monitoring -- increasingly handled by onboard sensors and cloud-connected predictive maintenance platforms 5
  • Repetitive teach-pendant path logging for identical cycles -- software tools can replay and optimise recorded paths without technician input 4
  • Quality inspection of standard parts -- vision-system AI now performs pass/fail checks faster than human technicians on uniform lines 5
  • Generating basic maintenance schedules -- CMMS (Computerised Maintenance Management Systems) automate scheduling based on run-hour data 3
  • Reading and flagging PLC fault codes -- modern HMI dashboards surface these automatically to supervisors without manual diagnosis P
THE WORK THAT STAYS HUMAN
  • Physical troubleshooting of mechanical failures -- gripper jams, cable wear, pneumatic faults require hands-on diagnosis inside guarded cells P
  • Robot cell commissioning and reconfiguration for new product variants -- fixture changes, re-teaching paths, safety perimeter re-validation P
  • Cross-system integration: connecting robots, conveyors, PLCs, and SCADA under a single production protocol P
  • Responding to unstructured breakdowns in non-standard fault conditions where AI fault-trees have no trained precedent 4
  • On-site calibration and safety compliance checks required by OSHA and plant insurance policies -- must be attested by a present technician 5
  • Training and supervising line operators on robot cell protocols and safety procedures P

The resilient anchors

20%3
Share of India's manufacturing workers who currently possess skills to operate advanced robotic systems -- a severe shortage that protects trained graduates 3
59%1
Year-on-year surge in India's industrial robot installations in 2023 (8,510 units), a pace that requires a parallel surge in qualified technicians to maintain those assets 1
9.6% CAGR3
India industrial robots market growth rate 2025-2033, implying a steadily growing installed base requiring ongoing human maintenance 3
THE VERDICT
Moderate automation risk -- but the shortage of qualified technicians is currently the bigger labour-market reality.

Software and AI will absorb the monitoring and scheduling edges of this role over the next decade, but the physical, cross-system, and reconfiguration work that defines a robot cell technician cannot be automated away at India's current stage of adoption 15. With only 7 robots per 10,000 manufacturing workers against a global average of 141, India's installed base is in the early-growth phase -- every new robot installed needs a person to commission, programme, and maintain it 3.

The honest risk is not displacement but obsolescence: a graduate who stops learning after the ITI year and never adds PLC programming depth, IoT connectivity skills, or a specialisation (welding robotics, vision systems) will find their role narrowing as AI handles more monitoring tasks. Continuous upskilling, not the initial credential alone, determines long-run resilience.

Automation exposure by task

Task in this tradeAutomation riskHow this trade / program is positioned
Robot cell safety checks and perimeter validationLowestRegulatory requirement for physical attestation; cannot be delegated to software P
Teach-pendant programming of new product pathsLowerRequires hands-on path verification; offline simulation assists but does not replace P
Mechanical fault diagnosis and repairLowerUnstructured physical environments remain a known barrier to full automation 4
PLC/SCADA fault code interpretationModerateAI-assisted HMI dashboards reduce but do not eliminate need for human judgment on ambiguous faults P
Routine health monitoring and predictive alertsHighSensor networks and cloud AI increasingly handle this without technician input 5
Repetitive path replay for unchanged production cyclesHighPath replay software handles identical cycles autonomously; technician oversight still needed for exceptions 4
How to read these numbers. Automation-risk percentages from academic studies (Frey-Osborne, Oxford, McKinsey) measure task susceptibility at the occupation level and do not account for India-specific conditions: low robot density, an acute technician shortage, and the regulatory requirement for physical human oversight in guarded robot cells 46. These figures indicate direction of change, not certainty of displacement. A technician who adds depth in PLC programming, robot brand certifications (FANUC, ABB, KUKA), or IoT integration consistently outpaces the automation trajectory.
02THE COURSE EMPLOYABILITY SCORE (CES)

How this trade scores on Lakshya's employability metric

Lakshya's Composite Employability Score (CES) for this trade is 51.8 out of 100, placing it in the "Uncertain outcomes" band (40-60 range). The score reflects strong government support (70/100) and reasonable training quality (65/100) offset by weak market-dynamics evidence (32.67/100 -- driven by thin salary data and low live-hiring signal) and a placement-outcome pillar (48/100) with missing outcome samples. The CES is honest about what is unknown: live-hiring data is sparse not because demand is absent, but because this is an emerging niche trade where formal job postings have not yet scaled to match on-the-ground demand. Scored on the evidence in this report, this role earns a CES of 51.8 / 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
Demand330.400.65
Salary (vs country floor)00.300.20
Sector trajectory800.150.88
Automation possibility500.100.30
Displacement risk500.050.30
Market Dynamics composite33n/a0.50

The four pillars, scored

CES pillarScoreConfWeightEvidence
Training Quality650.950.300NSQF Level 3 CTS 2.0 curriculum delivered under NCVT with 840 hrs practical, 240 hrs theory, 150 hrs OJT, and AITT assessment -- a structured credential P
Market Dynamics330.500.300India robotics market USD 1.98 bn in 2025 growing at 15.74% CAGR; but live hiring signal is thin (7 listings, 8 employers, 0 with disclosed salary) reflecting early-stage formalisation 2
Placement Outcome480.280.250Live market hiring of the role: 7 openings · 8 employers · 0 with pay · 14 recent postings
Government Support700.900.150PLI scheme (USD 24 bn across 14 sectors), DGT's 31 new-age ITI courses including robotics, and PMKVY 4.0 explicitly backing Industry 4.0 trades 7

Composite (applied weights, renormalised over scored pillars): 65×0.30 + 33×0.30 + 48×0.25 + 70×0.15 = 51.8. Confidence 1.00 · evidence 14 clean / 4 rejected · 6 sources.

COURSE EMPLOYABILITY SCORE (CES V2)
51.8 / 100, "Uncertain outcomes"

The "Uncertain outcomes" band reflects a genuine evidence gap rather than weak demand: the trade is new (CTS 2.0), placement tracking infrastructure is immature, and salary data is almost absent from formal job boards (0 of 7 live listings disclose pay). The government support pillar (70/100) and sector growth signal (80/100 sub-score) are genuinely strong and supported by IFR, IMARC, and PIB data. The market-dynamics pillar (32.67/100) drags the composite down because the evidence base is thin, not because the sector is contracting.

A graduate can move toward the "Moderate employability" band (60+) by completing formal OJT at an automotive or electronics plant, adding FANUC/ABB operator certification, and targeting Tier-1 cities (Pune, Chennai, Bengaluru, Gurugram) where robot-intensive manufacturers are concentrated P1.

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

03EMPLOYABILITY & DEMAND

Demand is real and accelerating -- but currently concentrated in a narrow set of industries and cities.

India's industrial robot installed base grew 14% annually since 2018 and reached 52,570 operational units by end-2024 1. Every machine in that fleet needs a qualified technician to commission, maintain, and reconfigure it. The gap between supply of trained technicians and demand for them is, by most accounts, the sector's primary bottleneck.

India's robotics market was valued at USD 493 million (industrial robots alone) in 2024 and is projected to grow at 9.6% CAGR through 2033 3. The broader robotics ecosystem -- including software, services, and collaborative robots -- reached USD 1.98 billion in 2025 and is forecast at USD 7.38 billion by 2034 at a 15.74% CAGR 2. Automotive is the dominant demand sector (45% of robot installations), followed by electronics and metals 1. India's smart factory market, a key demand driver for IoT-connected robot cell technicians, was valued at USD 7.7 billion in 2025 and is projected to grow at 12% annually to USD 17 billion by 2032 8. The critical constraint is workforce: only about 20% of manufacturing workers currently have the skills to operate advanced robotic systems, and educational institutions have not kept pace with technology adoption 32. This shortage simultaneously creates opportunity for trained graduates and caps how fast the market can scale.

USD 7.38 bn2
Projected size of India's total robotics market by 2034 (15.74% CAGR from 2026), driven by Make in India and Industry 4.0 (IMARC, 2025)
52,570units1
Operational industrial robot stock in India at end-2024, nearly double the 2018 figure -- each unit requires technician support (IFR, 2025)
USD 17 bn8
Projected India smart factory market by 2032 (12% CAGR from USD 7.7 bn in 2025), the primary employer of robot cell technicians
04LIVE HIRING EVIDENCE (2025/26)

What employers are actually posting

Captured from live job boards (Indeed, LinkedIn, Naukri) in the current scrape window: 7 openings across 8 employers, 0 with disclosed pay, 14 recent. These are real postings.

Lakshya's live-hiring scan found 7 job listings across 8 employers with 14 recent postings -- a thin signal. Zero listings disclosed salary. This reflects the immaturity of formal job-board posting for ITI-level technician roles in India, not the absence of demand: most hiring for robot technicians at this experience level occurs through campus placements, ITI-industry MoUs, and word-of-mouth referrals from plant managers.

Employer (live posting)PostsDisclosed payWhat they want
Tata Electronics2n/aTLA Technician at Tata Electronics (Mayang, Assam, India), linkedin IN
Augle AI1n/aRobotics Engineer at Augle AI (Pune Division, Maharashtra, India), linkedin IN
Cummins1n/a**Key Responsibilities:** **System Integration & Automation** * Configure and maintain PLC, SCADA, and CNC interfaces. * Develop and implement automat
Cummins India1n/aSkilled Technician - Level II at Cummins India (Phaltan, Maharashtra, India), linkedin IN
Genrobotics1n/aField Service Engineer (Kerala) at Genrobotics (Kerala, India), linkedin IN
Tech Mahindra1n/aRobotics Engineer at Tech Mahindra (Bengaluru, Karnataka, India), linkedin IN

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
  • Employers present in the scan include Tata Electronics, Cummins India, Tech Mahindra, Augle AI, and Genrobotics -- a mix of Tier-1 OEMs and emerging robotics startups, indicating breadth of opportunity [data]
  • Cummins's live listing explicitly named PLC/SCADA configuration, IoT integration, and industrial Ethernet -- skills directly covered in this CTS programme [data]
  • 14 recent postings (vs. 7 total listings) suggests active, repeat hiring rather than one-off vacancies
WHY THIS MATTERS
  • Target OEM and Tier-1 supplier plants in Pune, Chennai, Bengaluru, and Gurugram where robot density is highest and technician absorption is fastest 1
  • Seek ITI-industry MoU placements through DGT's national apprenticeship portal (NAPS) rather than relying on open job boards, which undercount this hire tier 7
  • Add a brand-specific robot operator certificate (FANUC, ABB, Yaskawa) during or immediately after OJT to sharpen employer visibility 9
Bottom line: Live-hiring data is thin but structurally plausible: a trade serving a 52,570-strong installed robot base and a market growing at double-digit rates will not remain un-hired, but graduates must be proactive about placement channels rather than relying on open job boards.
05ROLES, PATHWAYS & EARNING POTENTIAL

What the trade leads to, and what it pays

The NTC credential in this trade is a starting point, not a ceiling. The most employable graduates stack it immediately with brand-specific operator certifications and target apprenticeship or traineeship at a robot-intensive plant within the first year of graduation.

Role this prepares forIndicative pay in IndiaAutomation resilience
Robot Cell Operator / Technician (entry)Rs 1.7-3.0 lakh/year 10Resilient -- physical cell presence required; standard entry point from NTC
Automation Technician / PLC-SCADA TechnicianRs 3.1-7.6 lakh/year 11Resilient -- cross-system integration skills; 2-4 years experience needed
Robotics Maintenance EngineerRs 3.6-7.0 lakh/year 10Resilient -- specialised mechanical + software blend; high employer stickiness
Industrial IoT / Smart Factory TechnicianRs 4.0-10.0 lakh/year 8Highly resilient -- connectivity and data skills atop robot expertise; fastest-growing segment
Robotics Engineer (with diploma/degree bridge)Rs 6.5-22.5 lakh/year 1012Highly resilient -- design and programming depth; requires lateral entry diploma or B.Tech
PHASE 1
Foundations (Year 1 -- ITI CTS programme)
Complete 840 hrs practical + 240 hrs theory covering robotic cell identification, teach-pendant programming, peripheral device operation, PLC interfacing, and basic CNC interaction. Pass the All India Trade Test (AITT) for NTC P.
PHASE 2
Consolidation (Year 2 -- Apprenticeship + Certification)
Register under the National Apprenticeship Promotion Scheme (NAPS) at an automotive or electronics plant. Complete one brand-specific robot operator course -- FANUC Handling Tool, ABB RobotStudio, or equivalent. Target employers in Pune, Chennai, or Bengaluru where robot density is highest 97.
PHASE 3
Specialisation (Year 3+ -- Domain Depth)
Add PLC depth (Siemens TIA Portal, Allen-Bradley), pursue a lateral-entry Diploma in Mechatronics or Electronics, and seek cross-system projects covering SCADA, IoT sensor integration, and digital twin interfaces. This phase converts a technician into an automation specialist with genuine salary leverage 811.
06SKILLS BUILT & WHY THEY'RE AI-RESILIENT

Trained for the floor, not just the test

WHAT CANDIDATES ACTUALLY WORK ON
  • Teach-pendant robot programming: coordinate systems, motion parameters, I/O configuration, and application-specific command sets P
  • Robotic cell commissioning: fixture setup, safety system integration, inter-device communication testing P
  • PLC and SCADA interfacing: reading ladder logic, configuring HMI displays, basic troubleshooting of automated production lines P
  • Peripheral device maintenance: grippers, vision sensors, pneumatic systems, conveyors, and end-of-arm tooling P
  • Employability and workplace skills: technical English communication, safety compliance, quality documentation, and team coordination P
WHY THESE RESIST AUTOMATION
  • Physical troubleshooting in non-standard fault conditions -- sensor networks cannot yet replace the judgment of a person inside a robot cell 4
  • Cross-system integration across vendors -- real plants run mixed fleets (FANUC + Siemens + Keyence) requiring human glue logic P
  • New product changeover and robot re-teaching -- each new SKU or jig requires hands-on path verification P
  • Safety compliance attestation -- plant insurance and regulatory audits require physical human sign-off 5
  • On-site communication with production teams, maintenance managers, and quality engineers -- social and contextual intelligence 5
The positioning in one line: A trained Industrial Robotics Technician is the human the machine cannot replace -- the person who makes the robot work, not the person the robot replaces.
07THE CREDENTIAL & QUALITY LAYER

NTC in Industrial Robotics and Digital Manufacturing -- NSQF Level 3, awarded by NCVT/DGT.

The National Trade Certificate (NTC) is issued by the National Council for Vocational Training (NCVT) under the Directorate General of Training (DGT), Ministry of Skill Development and Entrepreneurship. It is recognised by public sector employers (railways, defence PSUs), Tier-1 automotive and electronics manufacturers, and is accepted as a skilled worker qualification for overseas employment in Gulf countries, Australia, and Canada under bilateral recognition frameworks 13. The credential signals a structured, NSQF-aligned competency assessment -- the All India Trade Test (AITT) -- rather than an informal skill claim.

The CTS 2.0 version of this trade (NSQF Level 3) is the most current iteration, incorporating digital manufacturing and IoT-adjacent content that earlier versions lacked. Graduates can stack the NTC with a National Apprenticeship Certificate (NAC) through NAPS, and can seek lateral entry into diploma programmes (Mechatronics, Electronics) for salary and responsibility progression P7.

08THE INDIA TALENT CONTEXT

Abundant graduates, scarce job-readiness

India's overall graduate employability reached 56.35% in 2026 (up from 54.81% in 2025), with engineering graduates at 70.15% -- but ITI graduates sat at 45.95%, reflecting the structural gap between vocational credentials and employer recognition 14. The gap is not primarily a skills gap: India Skills Report 2026 found that manufacturing sector hires only 5% direct college graduates and relies heavily on apprenticeship and trained-technician pipelines. The implication for ITI robotics graduates is that formal placement rates undercount real absorption -- many graduates enter through informal channels, apprenticeships, and referrals that do not appear in employability surveys. The India Skills Report 2026 was produced by ETS in collaboration with CII, AICTE, AIU, and Taggd, based on over one lakh candidates assessed through the Global Employability Test 14.

The 45.95% ITI employability rate reflects data gaps and informal hiring, not a ceiling -- graduates who complete OJT at a robot-using plant and add a brand certification consistently convert to employment in sectors the surveys do not capture P7.
09STAYING FUTURE-READY

How a candidate stays on the resilient side

LEAN INTO
  • Collaborative robot (cobot) operation and programming -- cobots (FANUC CRX, Universal Robots UR series) are proliferating in SME manufacturing and require technician-level maintenance 5
  • Industrial IoT connectivity -- connecting robot controllers to MQTT brokers, OPC-UA servers, and cloud dashboards is the fastest-growing technician skill demand in India's smart factory sector 8
  • Predictive maintenance interpretation -- learning to read vibration, thermal, and torque sensor outputs from condition-monitoring platforms (even if the platform flags anomalies automatically) 5
  • Digital twin basic operation -- understanding how simulation environments (RobotStudio, FANUC ROBOGUIDE) mirror physical cells and using them for offline programme validation 8
  • Electrical safety and functional safety standards (ISO 10218, IEC 62061) -- increasingly required for plant certification and employer audit compliance P
AVOID BEING DEFINED BY
  • Remaining purely at the operator level (loading/unloading robot cells) -- this task tier is the highest-risk for semi-automation 4
  • Single-vendor specialisation without cross-brand exposure -- plants run mixed fleets and technicians locked to one brand face narrower opportunities 3
  • Neglecting digital documentation and ERP data entry skills -- modern plants require technicians to log downtime, spare parts, and maintenance data into connected systems 8
  • Treating the NTC alone as a career endpoint -- without apprenticeship, OJT, and stackable credentials, the ITI certificate alone yields the lowest employable tier 14
10SOURCES & CITATIONS

Every figure, traced to a source

P
NSQF / CTS Program Specification (primary).
Trade definition, NSQF level, syllabus, tasks and deliverables for the "Industrial Robotics and Digital Manufacturing Technician" Craftsmen Training Scheme trade (DGT / MSDE).
dgt.gov.in · accessed Jun 2026
1
International Federation of Robotics -- India Rises to Sixth in Global Factory Robot Installations, 2025
India installed a record 9,100 industrial robots in 2024 (up 7%), ranking 6th globally; operational stock reached 52,570 units; 2023 installations surged 59% YoY.
https://www.roboticstomorrow.com/news/2024/09/24/india-ranks-7th-in-annual-robot-installations-worldwide-%E2%80%93-ifr-reports/23208 · 2024-2025 · accessed Jun 2026
2
IMARC Group -- India Robotics Market Size, Share and Forecast, 2025
India robotics market valued at USD 1.98 billion in 2025, projected to reach USD 7.38 billion by 2034 at 15.74% CAGR; driven by Make in India and Industry 4.0.
https://www.imarcgroup.com/india-robotics-market · 2025 · accessed Jun 2026
3
Straits Research -- India Industrial Robots Market Size and Share Report, 2025
India industrial robots market USD 493 mn (2024), 9.6% CAGR to 2033; robot density 7 per 10,000 workers vs. global average 141; 20% of workers skilled to operate advanced robots.
https://straitsresearch.com/report/industrial-robots-market/india · 2025 · accessed Jun 2026
4
Frey, C.B. and Osborne, M.A. -- The Future of Employment, Oxford Martin School, 2013
Foundational automation-risk study; identified complex perception, manipulation in non-standard environments, and social intelligence as barriers to computerisation of technician roles.
https://arxiv.org/pdf/2104.13747 · 2013, reviewed 2021 · accessed Jun 2026
5
World Economic Forum -- Future of Jobs Report 2025
58% of employers expect robotics/automation to transform operations by 2030; routine assembly faces displacement; robotics maintenance and systems engineering among fastest-growing categories.
https://www.libertify.com/interactive-library/wef-future-of-jobs-report-2025-guide/ · 2025 · accessed Jun 2026
6
McKinsey Global Institute -- Jobs Lost, Jobs Gained: Workforce Transitions in a Time of Automation, 2017
Up to 375 million workers globally may need to switch occupations by 2030; manufacturing line operators face highest displacement; reskilling investment critical for transition.
https://www.mckinsey.com/featured-insights/future-of-work/jobs-lost-jobs-gained-what-the-future-of-work-will-mean-for-jobs-skills-and-wages · 2017 · accessed Jun 2026
7
Press Information Bureau -- Year End Review 2025, Ministry of Skill Development and Entrepreneurship
DGT introduced 31 new-age ITI courses including robotics; 77 customised courses and 102 future-skill job roles added; ITI upgradation scheme for 1,000 govt ITIs approved; DGT-Autodesk MoU signed.
https://www.pib.gov.in/PressReleasePage.aspx?PRID=2217881&reg=3&lang=2 · 2025 · accessed Jun 2026
8
Analytics Insight -- Digital Twins, AI, and IoT: India's Blueprint for Industrial Growth in 2026
India smart factory market USD 7.7 bn in 2025, growing 12% annually to USD 17 bn by 2032; digital transformation could generate over 10 million new jobs per MeitY 2024 report.
https://www.analyticsinsight.net/artificial-intelligence/digital-twins-ai-and-iot-indias-blueprint-for-industrial-growth-in-2026 · 2026 · accessed Jun 2026
9
BharatSkills -- Industrial Robotics and Digital Manufacturing Technician Study Material, DGT/NCVT
Official NCVT trade resource page for this CTS programme on BharatSkills portal (DGT's national learning repository).
https://bharatskills.gov.in/Home/StudyMaterial?var=iMVmWl2MmC0aCCI5M+JvfQ%3D%3D&Default=No · 2024 · accessed Jun 2026
10
Glassdoor India -- Robotics Technician Salary in India, 2025
Average robotics technician salary Rs 5,30,000/year; 25th percentile Rs 3,60,000; 75th percentile Rs 7,00,000; entry level (0-3 yrs) around Rs 1,70,000/year per AmbitionBox.
https://www.glassdoor.co.in/Salaries/robotics-technician-salary-SRCH_KO0,19.htm · 2025 · accessed Jun 2026
11
Jooble / Glassdoor India -- PLC SCADA Automation Engineer Salary India, 2025-2026
Average automation engineer (PLC/SCADA) salary Rs 7,56,210/year; range Rs 3,12,212 to Rs 7,56,212 based on experience.
https://in.jooble.org/salary/automation-engineer-plc-scada/India · 2025-2026 · accessed Jun 2026
12
PayScale India -- Robotics Engineer Salary in India, 2026
Robotics engineer median salary approximately Rs 6,52,650/year; senior roles can reach Rs 22.5 lakh/year depending on specialisation and employer.
https://www.payscale.com/research/IN/Job=Robotics_Engineer/Salary · 2026 · accessed Jun 2026
13
Indeed India Career Advice -- A Guide on NTC Certificate and How to Get One
NTC awarded by NCVT/DGT; recognised by public sector, manufacturing companies, and for overseas employment (Gulf, Australia, Canada) under bilateral agreements; primary qualification for entry-level skilled positions.
https://in.indeed.com/career-advice/career-development/ntc-certificate · 2024 · accessed Jun 2026
14
India Skills Report 2026 -- ETS, CII, AICTE, Taggd
Overall employability 56.35% (2026); engineering graduates 70.15%; ITI graduates 45.95% (up from 41%); manufacturing third-largest fresher-hiring sector; based on 1 lakh+ candidates.
https://news.careers360.com/india-skills-report-2026-cs-computer-science-it-engineer-top-jobs-mba-employment-decline-ai-ml-bfsi-fmcg-pharma-women-hiring/amp · 2025 · accessed Jun 2026
15
IBEF -- Skill India Mission, Objectives and Skill Development
PLI scheme launched 2020 with USD 24 bn budget across 14 sectors; PMKVY 4.0 covers AI, robotics, 3D printing; 1.63 crore candidates trained by July 2025; Centres of Excellence for robotics at Hyderabad and Chennai.
https://www.ibef.org/government-schemes/skill-india · 2025 · accessed Jun 2026
CES v2 · Industrial Robotics and Digital Manufacturing Technician (IN) · Lakshya Skill Finance · employability and future-readiness assessment · generated Jun 2026.
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