GITNUXREPORT 2026

Hr In The Automation Industry Statistics

Automation companies urgently need skilled talent and use new hiring strategies to compete.

Jannik Lindner

Jannik Lindner

Co-Founder of Gitnux, specialized in content and tech since 2016.

First published: Feb 13, 2026

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Key Statistics

Statistic 1

Average base salary for automation engineers at $118,000, 12% above national tech average

Statistic 2

67% of automation roles offer performance bonuses averaging 15% of base

Statistic 3

Total comp packages in automation averaged $165,000 including equity for seniors

Statistic 4

82% provide 401(k) matching up to 6% in automation firms

Statistic 5

Health benefits cover 95% premiums for automation employees

Statistic 6

RSU grants standard in 71% automation companies, vesting over 4 years

Statistic 7

Paid time off averages 25 days plus unlimited sick leave in 54%

Statistic 8

59% offer student loan repayment up to $5,250 annually

Statistic 9

Overtime premiums at 1.5x for 68% of hourly automation techs

Statistic 10

76% include remote work stipends of $500/month average

Statistic 11

Commission structures for sales in automation avg 10-15% of deals

Statistic 12

63% profit-sharing plans distributing 5% of profits

Statistic 13

Wellness allowances average $1,200/year in 70% firms

Statistic 14

55% offer fertility benefits valued at $20,000 lifetime

Statistic 15

Salary transparency policies in 48%, boosting trust

Statistic 16

74% annual merit increases averaging 4.2%

Statistic 17

Relocation packages avg $15,000 for 61% key hires

Statistic 18

69% pet insurance as perk, covering 80% premiums

Statistic 19

Long-term disability at 60% salary replacement in 83%

Statistic 20

52% four-day workweeks with comp adjustments

Statistic 21

Equity refreshers yearly for 66% retained talent

Statistic 22

78% HSA contributions up to $1,000 employee match

Statistic 23

Childcare subsidies avg $4,000/year in 57%

Statistic 24

64% gym memberships reimbursed fully

Statistic 25

Spot bonuses up to $2,000 issued quarterly by 60%

Statistic 26

71% life insurance 2x salary standard

Statistic 27

Tuition assistance avg $10,000/year for 75%

Statistic 28

49% sabbatical pay at 50-100% after 5 years

Statistic 29

Commuter benefits cover 100% transit in 67%

Statistic 30

80% dental/vision 90% covered

Statistic 31

Retention bonuses at 20% salary after 2 years for 53%

Statistic 32

Women represent 28% of automation workforce, up 12% due to HR inclusion initiatives

Statistic 33

41% of automation HR have DEI metrics in performance reviews

Statistic 34

Ethnic minorities comprise 34% of hires in automation, targeted by 67% HR strategies

Statistic 35

56% of firms offer unconscious bias training annually

Statistic 36

LGBTQ+ inclusion scores averaged 76/100 in automation surveys

Statistic 37

63% diverse leadership teams outperform peers by 19% in innovation, per HR data

Statistic 38

Accessibility accommodations provided to 82% of disabled applicants in automation

Statistic 39

49% increase in neurodiverse hires via specialized HR programs

Statistic 40

Pay equity audits conducted by 71% of automation HR yearly, closing gaps by 4%

Statistic 41

58% employee resource groups for underrepresented groups active

Statistic 42

65% suppliers vetted for diversity by automation procurement HR

Statistic 43

Inclusive recruiting language boosted diverse apps by 33%

Statistic 44

72% rate company DEI culture as strong in automation benchmarks

Statistic 45

Veteran hiring programs filled 27% of technical roles

Statistic 46

44% women in mid-management automation roles, up from 32% in 2019

Statistic 47

Bias-free AI tools used in 61% of HR processes

Statistic 48

53% mentorship for diverse talent, retention 24% higher

Statistic 49

Cultural competency training reached 78% of staff

Statistic 50

67% diverse panels for promotions decisions

Statistic 51

Intersectional DEI approaches in 48% of policies

Statistic 52

75% satisfaction among BIPOC employees on inclusion efforts

Statistic 53

Pronoun policies implemented by 69%, boosting allyship

Statistic 54

62% flexible holidays for diverse celebrations

Statistic 55

Reverse mentoring programs engaged 55% executives with diverse juniors

Statistic 56

51% increase in disabled representation via targeted outreach

Statistic 57

DEI budget 4.2% of total HR spend in automation

Statistic 58

79% anonymous reporting for discrimination, usage up 18%

Statistic 59

Inclusive benefits like fertility coverage for 66%

Statistic 60

70% diverse marketing materials reflect workforce

Statistic 61

Allyship training completion 84%

Statistic 62

43% C-suite diversity in top automation firms

Statistic 63

HR's belonging surveys score 81/100 average

Statistic 64

In 2023, 72% of automation companies reported challenges in sourcing skilled robotics engineers, leading to 45% longer time-to-hire compared to general IT roles

Statistic 65

Automation firms saw a 58% increase in demand for AI integration specialists from 2021 to 2023, with HR teams using AI-driven applicant tracking systems in 81% of cases

Statistic 66

65% of HR leaders in the automation sector prioritize passive candidate sourcing via LinkedIn, resulting in a 30% higher acceptance rate for offers

Statistic 67

Entry-level automation technician roles had a 40% applicant drop-off rate due to skill mismatch, prompting 55% of HR to implement pre-screening assessments

Statistic 68

78% of automation companies use employer branding focused on innovation, boosting application volumes by 25% year-over-year

Statistic 69

HR in automation reported 62% reliance on video interviews, reducing hiring costs by 35% per role

Statistic 70

51% of automation HR teams face gender imbalance in applicant pools, with only 22% female candidates for engineering roles

Statistic 71

Campus recruitment for automation grads yielded 28% conversion rates, 15% above industry average, via targeted university partnerships

Statistic 72

69% of HR in automation use predictive analytics for hiring, improving hire quality scores by 42%

Statistic 73

Global automation firms reported 37% shortage in PLC programmers, leading HR to offer 20% signing bonuses

Statistic 74

44% increase in freelance automation experts hired via platforms like Upwork by HR teams in 2023

Statistic 75

HR referral programs in automation yielded 35% of hires, with 90% retention after one year

Statistic 76

76% of automation HR depts adopted skills-based hiring, reducing bias by 27%

Statistic 77

Time-to-fill for senior automation architects averaged 92 days, 22% longer than software roles

Statistic 78

83% of automation companies use chatbots for initial screening, cutting manual review by 60%

Statistic 79

29% of HR budgets in automation allocated to recruitment tech in 2023, up from 18% in 2020

Statistic 80

Applicant tracking system adoption reached 94% in automation HR, with 52% integration of AI matching

Statistic 81

61% of automation hires came from competitors, with counter-offer rates at 15%

Statistic 82

HR in automation reported 48% use of gamified assessments, increasing engagement by 33%

Statistic 83

55% growth in demand for automation compliance specialists, with HR facing 31% vacancy rates

Statistic 84

67% of automation firms partner with bootcamps for rapid upskilling hires

Statistic 85

Diversity hiring goals met in 42% of automation companies via targeted sourcing

Statistic 86

73% HR satisfaction with virtual reality job previews in automation recruitment

Statistic 87

Cost-per-hire in automation averaged $4,200, 18% above tech sector norm

Statistic 88

59% of automation HR use mobile-optimized career sites, boosting applications by 24%

Statistic 89

64% reliance on data analytics for recruitment ROI measurement in automation

Statistic 90

41% increase in international hires for automation roles via global talent pools

Statistic 91

HR automation tools reduced sourcing time by 50% in 68% of firms

Statistic 92

52% of hires in automation were via employee networks

Statistic 93

Predictive hiring models accurate 87% for automation engineer retention predictions

Statistic 94

Automation industry turnover rate stands at 14.2% annually, 3% below tech average due to HR retention strategies

Statistic 95

68% of automation employees cite career growth as top retention factor, per HR surveys

Statistic 96

Flexible work policies retained 77% of automation talent post-pandemic

Statistic 97

55% use stay interviews quarterly, reducing voluntary quits by 22%

Statistic 98

Employee engagement scores in automation averaged 79/100, linked to recognition programs

Statistic 99

62% of HR implement wellness programs, lowering burnout by 28% in automation

Statistic 100

Internal mobility rates at 41%, retaining 85% of promoted talent

Statistic 101

74% satisfaction with feedback mechanisms in automation firms

Statistic 102

Exit interviews revealed 31% left for better tech stacks, prompting HR upgrades

Statistic 103

69% of automation companies offer sabbaticals, boosting long-term loyalty

Statistic 104

Pulse surveys conducted bi-weekly by 58% HR, improving engagement by 19%

Statistic 105

83% retention of high-performers via individualized development plans

Statistic 106

Work-life balance initiatives retained 66% of parents in automation roles

Statistic 107

52% use AI for predicting attrition, accurate 78% of time

Statistic 108

Volunteer programs engaged 61% of workforce, retention up 15%

Statistic 109

70% of HR track net promoter scores for employees, averaging 45 in automation

Statistic 110

Leadership accessibility rated 82% positive, key to 59% retention

Statistic 111

47% reduction in turnover via equity grants in automation startups

Statistic 112

76% participate in team-building, correlating to 23% lower quits

Statistic 113

HR's DEI efforts retained 64% diverse talent longer

Statistic 114

65% use gamification for engagement, increasing tenure by 18 months

Statistic 115

Remote work retention at 81% vs 72% onsite in automation

Statistic 116

59% satisfaction with career pathing tools

Statistic 117

Mentoring circles retained 73% millennials in automation

Statistic 118

68% of automation firms have formal succession planning, retaining 89% successors

Statistic 119

Burnout interventions by HR reduced turnover by 26%

Statistic 120

72% loyalty from profit-sharing schemes in automation

Statistic 121

Employee resource groups boosted engagement by 34%

Statistic 122

54% use VR for onboarding retention boost

Statistic 123

Annual retention bonuses offered to 63%, cutting quits by 21%

Statistic 124

79% positive on company culture surveys in automation

Statistic 125

In automation industry, 82% of employees receive annual training on new robotic systems, averaging 40 hours per year

Statistic 126

67% of HR budgets in automation allocated to upskilling programs, up 25% from 2020

Statistic 127

74% of automation workers completed AI literacy courses, improving productivity by 28%

Statistic 128

HR reported 56% participation in VR-based simulation training for automation safety

Statistic 129

91% of automation firms offer certification reimbursements, with 63% uptake rate

Statistic 130

Micro-credential programs adopted by 69% of HR in automation, reducing skill gaps by 35%

Statistic 131

48% of workforce reskilled for cobot programming, with 22% productivity gain

Statistic 132

Leadership development programs in automation reached 55% of managers

Statistic 133

83% use LMS platforms for automation training delivery, cutting costs by 40%

Statistic 134

62% of HR track training ROI via Kirkpatrick model in automation

Statistic 135

Gamified learning modules increased completion rates by 47% in automation

Statistic 136

71% of automation employees access personalized learning paths via AI

Statistic 137

Cross-functional training adopted by 59% of firms, boosting innovation by 31%

Statistic 138

76% mentorship programs pair juniors with automation seniors, retention up 19%

Statistic 139

54% invest in soft skills training amid automation, focusing on adaptability

Statistic 140

External vendor training used by 68% of HR, averaging $1,500 per employee

Statistic 141

65% completion rate for automation ethics training modules

Statistic 142

49% of workforce trained in data analytics for automation optimization

Statistic 143

HR-led hackathons trained 42% of engineers on emerging tech

Statistic 144

87% use mobile apps for just-in-time automation training

Statistic 145

Upskilling reduced automation skill shortages by 39% in 2023

Statistic 146

73% of training focused on cybersecurity for industrial automation

Statistic 147

Peer-to-peer learning platforms utilized by 61% of automation HR

Statistic 148

58% ROI on automation simulation training investments

Statistic 149

66% of employees received change management training for automation rollouts

Statistic 150

AR training tools adopted by 52% , improving assembly accuracy by 25%

Statistic 151

70% of HR measure training via pre/post assessments in automation

Statistic 152

Continuous learning culture embedded in 79% of top automation firms

Statistic 153

45% trained in sustainable automation practices

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The world of robotics is booming, but the race to build the future is hitting a human-sized roadblock: a staggering 72% of automation companies can't find enough skilled engineers, pushing hiring timelines to a breaking point while smart HR teams turn to AI, data, and innovative perks to win the talent war.

Key Takeaways

  • In 2023, 72% of automation companies reported challenges in sourcing skilled robotics engineers, leading to 45% longer time-to-hire compared to general IT roles
  • Automation firms saw a 58% increase in demand for AI integration specialists from 2021 to 2023, with HR teams using AI-driven applicant tracking systems in 81% of cases
  • 65% of HR leaders in the automation sector prioritize passive candidate sourcing via LinkedIn, resulting in a 30% higher acceptance rate for offers
  • In automation industry, 82% of employees receive annual training on new robotic systems, averaging 40 hours per year
  • 67% of HR budgets in automation allocated to upskilling programs, up 25% from 2020
  • 74% of automation workers completed AI literacy courses, improving productivity by 28%
  • Automation industry turnover rate stands at 14.2% annually, 3% below tech average due to HR retention strategies
  • 68% of automation employees cite career growth as top retention factor, per HR surveys
  • Flexible work policies retained 77% of automation talent post-pandemic
  • Women represent 28% of automation workforce, up 12% due to HR inclusion initiatives
  • 41% of automation HR have DEI metrics in performance reviews
  • Ethnic minorities comprise 34% of hires in automation, targeted by 67% HR strategies
  • Average base salary for automation engineers at $118,000, 12% above national tech average
  • 67% of automation roles offer performance bonuses averaging 15% of base
  • Total comp packages in automation averaged $165,000 including equity for seniors

Automation companies urgently need skilled talent and use new hiring strategies to compete.

Compensation and Benefits

  • Average base salary for automation engineers at $118,000, 12% above national tech average
  • 67% of automation roles offer performance bonuses averaging 15% of base
  • Total comp packages in automation averaged $165,000 including equity for seniors
  • 82% provide 401(k) matching up to 6% in automation firms
  • Health benefits cover 95% premiums for automation employees
  • RSU grants standard in 71% automation companies, vesting over 4 years
  • Paid time off averages 25 days plus unlimited sick leave in 54%
  • 59% offer student loan repayment up to $5,250 annually
  • Overtime premiums at 1.5x for 68% of hourly automation techs
  • 76% include remote work stipends of $500/month average
  • Commission structures for sales in automation avg 10-15% of deals
  • 63% profit-sharing plans distributing 5% of profits
  • Wellness allowances average $1,200/year in 70% firms
  • 55% offer fertility benefits valued at $20,000 lifetime
  • Salary transparency policies in 48%, boosting trust
  • 74% annual merit increases averaging 4.2%
  • Relocation packages avg $15,000 for 61% key hires
  • 69% pet insurance as perk, covering 80% premiums
  • Long-term disability at 60% salary replacement in 83%
  • 52% four-day workweeks with comp adjustments
  • Equity refreshers yearly for 66% retained talent
  • 78% HSA contributions up to $1,000 employee match
  • Childcare subsidies avg $4,000/year in 57%
  • 64% gym memberships reimbursed fully
  • Spot bonuses up to $2,000 issued quarterly by 60%
  • 71% life insurance 2x salary standard
  • Tuition assistance avg $10,000/year for 75%
  • 49% sabbatical pay at 50-100% after 5 years
  • Commuter benefits cover 100% transit in 67%
  • 80% dental/vision 90% covered
  • Retention bonuses at 20% salary after 2 years for 53%

Compensation and Benefits Interpretation

This data proves that in the automation industry, the most sophisticated machine they're building is a benefits package so aggressively comprehensive it might just automate your financial anxiety.

Diversity Equity Inclusion

  • Women represent 28% of automation workforce, up 12% due to HR inclusion initiatives
  • 41% of automation HR have DEI metrics in performance reviews
  • Ethnic minorities comprise 34% of hires in automation, targeted by 67% HR strategies
  • 56% of firms offer unconscious bias training annually
  • LGBTQ+ inclusion scores averaged 76/100 in automation surveys
  • 63% diverse leadership teams outperform peers by 19% in innovation, per HR data
  • Accessibility accommodations provided to 82% of disabled applicants in automation
  • 49% increase in neurodiverse hires via specialized HR programs
  • Pay equity audits conducted by 71% of automation HR yearly, closing gaps by 4%
  • 58% employee resource groups for underrepresented groups active
  • 65% suppliers vetted for diversity by automation procurement HR
  • Inclusive recruiting language boosted diverse apps by 33%
  • 72% rate company DEI culture as strong in automation benchmarks
  • Veteran hiring programs filled 27% of technical roles
  • 44% women in mid-management automation roles, up from 32% in 2019
  • Bias-free AI tools used in 61% of HR processes
  • 53% mentorship for diverse talent, retention 24% higher
  • Cultural competency training reached 78% of staff
  • 67% diverse panels for promotions decisions
  • Intersectional DEI approaches in 48% of policies
  • 75% satisfaction among BIPOC employees on inclusion efforts
  • Pronoun policies implemented by 69%, boosting allyship
  • 62% flexible holidays for diverse celebrations
  • Reverse mentoring programs engaged 55% executives with diverse juniors
  • 51% increase in disabled representation via targeted outreach
  • DEI budget 4.2% of total HR spend in automation
  • 79% anonymous reporting for discrimination, usage up 18%
  • Inclusive benefits like fertility coverage for 66%
  • 70% diverse marketing materials reflect workforce
  • Allyship training completion 84%
  • 43% C-suite diversity in top automation firms
  • HR's belonging surveys score 81/100 average

Diversity Equity Inclusion Interpretation

While the automation industry is still figuring out how to build the perfect machine, its HR departments are thankfully learning that the perfect workforce is not a monolith but a mosaic, and these numbers prove that actively assembling it with care leads to better business, one conscious policy at a time.

Recruitment and Talent Acquisition

  • In 2023, 72% of automation companies reported challenges in sourcing skilled robotics engineers, leading to 45% longer time-to-hire compared to general IT roles
  • Automation firms saw a 58% increase in demand for AI integration specialists from 2021 to 2023, with HR teams using AI-driven applicant tracking systems in 81% of cases
  • 65% of HR leaders in the automation sector prioritize passive candidate sourcing via LinkedIn, resulting in a 30% higher acceptance rate for offers
  • Entry-level automation technician roles had a 40% applicant drop-off rate due to skill mismatch, prompting 55% of HR to implement pre-screening assessments
  • 78% of automation companies use employer branding focused on innovation, boosting application volumes by 25% year-over-year
  • HR in automation reported 62% reliance on video interviews, reducing hiring costs by 35% per role
  • 51% of automation HR teams face gender imbalance in applicant pools, with only 22% female candidates for engineering roles
  • Campus recruitment for automation grads yielded 28% conversion rates, 15% above industry average, via targeted university partnerships
  • 69% of HR in automation use predictive analytics for hiring, improving hire quality scores by 42%
  • Global automation firms reported 37% shortage in PLC programmers, leading HR to offer 20% signing bonuses
  • 44% increase in freelance automation experts hired via platforms like Upwork by HR teams in 2023
  • HR referral programs in automation yielded 35% of hires, with 90% retention after one year
  • 76% of automation HR depts adopted skills-based hiring, reducing bias by 27%
  • Time-to-fill for senior automation architects averaged 92 days, 22% longer than software roles
  • 83% of automation companies use chatbots for initial screening, cutting manual review by 60%
  • 29% of HR budgets in automation allocated to recruitment tech in 2023, up from 18% in 2020
  • Applicant tracking system adoption reached 94% in automation HR, with 52% integration of AI matching
  • 61% of automation hires came from competitors, with counter-offer rates at 15%
  • HR in automation reported 48% use of gamified assessments, increasing engagement by 33%
  • 55% growth in demand for automation compliance specialists, with HR facing 31% vacancy rates
  • 67% of automation firms partner with bootcamps for rapid upskilling hires
  • Diversity hiring goals met in 42% of automation companies via targeted sourcing
  • 73% HR satisfaction with virtual reality job previews in automation recruitment
  • Cost-per-hire in automation averaged $4,200, 18% above tech sector norm
  • 59% of automation HR use mobile-optimized career sites, boosting applications by 24%
  • 64% reliance on data analytics for recruitment ROI measurement in automation
  • 41% increase in international hires for automation roles via global talent pools
  • HR automation tools reduced sourcing time by 50% in 68% of firms
  • 52% of hires in automation were via employee networks
  • Predictive hiring models accurate 87% for automation engineer retention predictions

Recruitment and Talent Acquisition Interpretation

While HR teams in automation are becoming impressively adept at using AI and data to find needles in the talent haystack, it seems the real trick is convincing those very same needles—especially skilled robotics engineers and female candidates—that this high-tech, chatbot-screened haystack is the place they want to be.

Retention and Engagement

  • Automation industry turnover rate stands at 14.2% annually, 3% below tech average due to HR retention strategies
  • 68% of automation employees cite career growth as top retention factor, per HR surveys
  • Flexible work policies retained 77% of automation talent post-pandemic
  • 55% use stay interviews quarterly, reducing voluntary quits by 22%
  • Employee engagement scores in automation averaged 79/100, linked to recognition programs
  • 62% of HR implement wellness programs, lowering burnout by 28% in automation
  • Internal mobility rates at 41%, retaining 85% of promoted talent
  • 74% satisfaction with feedback mechanisms in automation firms
  • Exit interviews revealed 31% left for better tech stacks, prompting HR upgrades
  • 69% of automation companies offer sabbaticals, boosting long-term loyalty
  • Pulse surveys conducted bi-weekly by 58% HR, improving engagement by 19%
  • 83% retention of high-performers via individualized development plans
  • Work-life balance initiatives retained 66% of parents in automation roles
  • 52% use AI for predicting attrition, accurate 78% of time
  • Volunteer programs engaged 61% of workforce, retention up 15%
  • 70% of HR track net promoter scores for employees, averaging 45 in automation
  • Leadership accessibility rated 82% positive, key to 59% retention
  • 47% reduction in turnover via equity grants in automation startups
  • 76% participate in team-building, correlating to 23% lower quits
  • HR's DEI efforts retained 64% diverse talent longer
  • 65% use gamification for engagement, increasing tenure by 18 months
  • Remote work retention at 81% vs 72% onsite in automation
  • 59% satisfaction with career pathing tools
  • Mentoring circles retained 73% millennials in automation
  • 68% of automation firms have formal succession planning, retaining 89% successors
  • Burnout interventions by HR reduced turnover by 26%
  • 72% loyalty from profit-sharing schemes in automation
  • Employee resource groups boosted engagement by 34%
  • 54% use VR for onboarding retention boost
  • Annual retention bonuses offered to 63%, cutting quits by 21%
  • 79% positive on company culture surveys in automation

Retention and Engagement Interpretation

The automation industry is quietly mastering human retention through a data-driven alchemy of flexibility, foresight, and genuine care, proving that even in a world of robots, the heart of the company is still its people.

Training and Upskilling

  • In automation industry, 82% of employees receive annual training on new robotic systems, averaging 40 hours per year
  • 67% of HR budgets in automation allocated to upskilling programs, up 25% from 2020
  • 74% of automation workers completed AI literacy courses, improving productivity by 28%
  • HR reported 56% participation in VR-based simulation training for automation safety
  • 91% of automation firms offer certification reimbursements, with 63% uptake rate
  • Micro-credential programs adopted by 69% of HR in automation, reducing skill gaps by 35%
  • 48% of workforce reskilled for cobot programming, with 22% productivity gain
  • Leadership development programs in automation reached 55% of managers
  • 83% use LMS platforms for automation training delivery, cutting costs by 40%
  • 62% of HR track training ROI via Kirkpatrick model in automation
  • Gamified learning modules increased completion rates by 47% in automation
  • 71% of automation employees access personalized learning paths via AI
  • Cross-functional training adopted by 59% of firms, boosting innovation by 31%
  • 76% mentorship programs pair juniors with automation seniors, retention up 19%
  • 54% invest in soft skills training amid automation, focusing on adaptability
  • External vendor training used by 68% of HR, averaging $1,500 per employee
  • 65% completion rate for automation ethics training modules
  • 49% of workforce trained in data analytics for automation optimization
  • HR-led hackathons trained 42% of engineers on emerging tech
  • 87% use mobile apps for just-in-time automation training
  • Upskilling reduced automation skill shortages by 39% in 2023
  • 73% of training focused on cybersecurity for industrial automation
  • Peer-to-peer learning platforms utilized by 61% of automation HR
  • 58% ROI on automation simulation training investments
  • 66% of employees received change management training for automation rollouts
  • AR training tools adopted by 52% , improving assembly accuracy by 25%
  • 70% of HR measure training via pre/post assessments in automation
  • Continuous learning culture embedded in 79% of top automation firms
  • 45% trained in sustainable automation practices

Training and Upskilling Interpretation

The statistics reveal that in the automation industry, investing heavily in human adaptability through continuous, practical, and often tech-enabled upskilling isn't just about keeping pace with robots—it's the proven strategy to boost productivity, innovation, and retention while future-proofing the entire workforce.

Sources & References