Job Satisfaction Statistics by Profession [2026]

Updated March 2026 Based on 3649 roles assessed JobZone Score Methodology v3
Job Satisfaction Statistics by Profession

Most people ask "will AI take my job?" but fewer ask "do I even like my job?" We overlaid satisfaction data from 750,000+ employee reviews, the Conference Board, Medscape, and Pew Research with our own AI displacement scores across 3649 assessed roles. The result: the happiest jobs and the safest jobs overlap far more than the data would suggest by coincidence.

The pattern is structural. The traits that make a role satisfying — human connection, physical engagement, creative judgement, meaningful outcomes — are the same traits that make it hard for AI to automate. The roles that score lowest on satisfaction tend to be repetitive, digital, and office-based. They are also the roles most vulnerable to replacement. Below we show you both lists, the overlap, and what it means for career decisions.

78%
🇺🇸 US workers satisfied
Highest since 1987 (Conference Board, 2025)
56.7%
Global average satisfaction
vs 78% in the US (Conference Board, 2025)
94%
Happiest profession
Allergists (Medscape, 2025)
1769
GREEN zone roles assessed
Safe from AI displacement (JobZone)

📊 Job Satisfaction Statistics — The Big Picture

🇺🇸 78% of US workers report being satisfied with their jobs — the highest figure since the Conference Board began tracking this in 1987. Globally the figure is lower: 56.7% across 35 countries. The US leads, but satisfaction is not uniformly distributed across professions, age groups, or work arrangements.

The Age Satisfaction Gap

57.4%
Under 25
Lowest satisfaction (Conference Board, 2025)
72.4%
Over 55
Highest satisfaction (Conference Board, 2025)

The 15-percentage-point gap between younger and older workers reflects career stage, income growth, and accumulated role fit. Workers entering the labour market in an AI transition era face more uncertainty than any prior generation — which likely depresses early satisfaction scores.

Work Arrangement and Satisfaction

Hybrid workers report the highest satisfaction across every measured dimension. Remote workers score higher on work-life balance but lower on team connection. Office-only workers report the lowest satisfaction scores on average. The data aligns with AIJRI findings: roles requiring physical presence (which forces on-site work) correlate with higher satisfaction, not lower. Physical presence is a protective barrier AND a satisfaction driver.

Source: Conference Board Job Satisfaction Survey, 2025

Measured — Assessed Roles Only 168.7M of 168.7M workers
56.2M
68.1M
44.3M
0
56.2M protected 68.1M transforming 44.3M at risk 0 not yet assessed
Projected — Full US Workforce ~168.7M total (extrapolated)
~55.7M
~67.5M
~45.5M
~55.7M projected protected ~67.5M projected transforming ~45.5M projected at risk

What the aggregate data tells us: satisfaction is rising in the US, but the headline figure masks significant variation by profession. A 78% national average conceals an allergist at 94% and a data entry clerk below 35%. The profession you choose — not the country you work in — is the primary determinant of whether you will find your work satisfying.

🏆 Job Satisfaction by Profession — Who's Happiest?

The most satisfying professions share a clear pattern: they involve direct human impact, physical or interpersonal engagement, and work whose outcomes are visible and meaningful. Medical specialties dominate the Medscape rankings. NORC's long-running General Social Survey puts firefighters, clergy, and physical therapists near the top. Career.io's analysis of 750,000+ employee reviews ranks real estate agents, data scientists, and statisticians highest outside medicine.

# Role Satisfaction
1 Allergist / Immunologist (no JobZone page yet) 94% satisfied
2 Pathologist (no JobZone page yet) 88% satisfied
3 Dermatologist 87% satisfied
4 Clergy (no JobZone page yet) Very high — top ranked
5 Firefighter Very high — top ranked
6 Surgeon 83% satisfied, 96% meaningful
7 Physical Therapist Very high — top ranked
8 Real Estate Agent 4.24 / 5
9 Nurse High — consistently cited
10 Recreation / Fitness Worker 76% satisfied
11 Dietitian / Nutritionist 74% highly satisfied
12 Data Scientist 4.07 / 5
13 Statistician (no JobZone page yet) 4.04 / 5
14 Psychologist High satisfaction
15 Teacher (Secondary) High — meaningful work
Horizontal bar chart showing top 15 most satisfying jobs colour-coded by AI safety zone — 13 of 15 are in the GREEN zone

The pattern across the top 15 is clear: 11 of them require direct human interaction as a core function of the role. 9 involve physical presence. 8 carry formal regulatory licensing or accreditation. These are not coincidental traits. They are the same characteristics our AIJRI framework identifies as structural barriers to AI automation. The happiest jobs are, disproportionately, the safest ones.

Key Finding: Medical Satisfaction Is Consistently High

Medscape's 2025 physician satisfaction survey shows Allergists at 94%, Pathologists at 88%, and Dermatologists at 87% satisfied. Surgeons report 83% satisfaction and — critically — 96% say their work is meaningful. High stress and high satisfaction are not mutually exclusive. What drives satisfaction is not workload but purpose.

🛡️ The Satisfaction-Safety Matrix — Happy AND AI-Proof?

We mapped 3649 assessed roles against external satisfaction data to identify which professions fall into each quadrant. The dominant cluster is top-left: high satisfaction combined with a GREEN zone score. This is not a coincidence — it reflects a structural relationship between the traits that generate satisfaction and the traits that resist automation. The worst quadrant — low satisfaction and RED zone — is almost entirely office-based, repetitive, and digital.

Happy + Safe (Sweet Spot)

High satisfaction · GREEN zone AIJRI score

  • Surgeon
  • Firefighter
  • Physical Therapist
  • Nurse Practitioner
  • Psychologist
  • Secondary School Teacher
  • Dietitian / Nutritionist
  • Physiotherapist
  • Paramedic
  • Recreation & Fitness Worker
  • Clergy / Religious Leader
  • Occupational Therapist

Happy + At Risk

High satisfaction · lower AIJRI score

  • Real Estate Agent
  • Data Scientist
  • Statistician
  • Financial Analyst
  • Graphic Designer
  • Marketing Manager
  • Journalist
  • Translator / Interpreter

Unhappy + Safe

Below-average satisfaction · GREEN or YELLOW zone

  • Security Guard
  • Groundskeeper
  • Refuse Collector
  • Laundry Worker
  • Pest Control Worker
  • Parking Attendant

Unhappy + At Risk (Avoid)

Low satisfaction · RED zone AIJRI score

  • Data Entry Clerk
  • Telemarketer
  • Claims Processor
  • Call Centre Agent
  • File Clerk
  • Billing Clerk
  • Insurance Underwriter
  • Toll Booth Collector
  • Bookkeeper
  • Tax Preparer

The data reveals three actionable patterns. First, the Happy + Safe quadrant is larger than people expect — physical, interpersonal, and licensed roles cluster here. Second, the Happy + At Risk quadrant contains a warning: roles like data scientist and real estate agent score high on satisfaction today but face structural pressure from AI in the medium term. Third, the Unhappy + At Risk quadrant is where careers go to stagnate — low job satisfaction combined with high automation risk is the worst combination available.

JobZone Data: Top GREEN Zone Roles by AIJRI Score

These 20 roles have the highest AI resistance scores in our database. Cross-referenced with satisfaction data, most fall in the Happy + Safe quadrant.

⚠️ The Least Satisfying Jobs — And Their AI Risk

8 of the top 10 most disliked jobs in UK career surveys are office-based. Research from multiple satisfaction studies shows that physically demanding work is reported as twice as rewarding as equivalent office-based work when adjusted for pay. The least satisfying roles are not hard jobs — they are repetitive, digitally confined, and low-autonomy jobs. They are also, almost without exception, in the RED or YELLOW zone on the AIJRI scale.

# Role Satisfaction
1 Toll Booth Collector Very low — declining role
2 Telemarketer Very low
3 Call Centre Agent Very low
4 File Clerk Low — cited in UK most-hated jobs
5 Data Entry Clerk Low — repetitive, low autonomy
6 Billing Clerk Low
7 Claims Processor Low — frequently cited
8 Stock Clerk Low
9 Cashier Below average
10 Tax Preparer Below average — seasonal stress
11 Insurance Underwriter Below average
12 Receptionist Below average
13 Bookkeeper Below average — routine-heavy
14 Administrative Assistant Below average
15 Loan Officer Below average

The overlap is striking. The bottom 15 on satisfaction include data entry clerks, telemarketers, billing clerks, and claims processors. These roles operate almost entirely in software environments. AI tools already handle significant portions of their core workflows. Workers in these roles are simultaneously unhappy with their work and most exposed to losing it. This is not a coincidence — it reflects the same structural deficit: no physical presence, no human judgement requirement, no licensing barrier, and no interpersonal trust element.

JobZone Data: Lowest AIJRI Scores

These 20 roles have the lowest AI resistance scores in our database. Most overlap with low-satisfaction professions from external research.

Key Finding: Low Satisfaction + High AI Risk Is a Double Exposure

Workers in repetitive, digitally confined roles face two simultaneous pressures: low daily satisfaction from the nature of the work, and high structural risk from AI tools that can already replicate much of it. Staying in these roles is not a neutral choice — it is accepting both an unsatisfying present and an uncertain future.

💡 What Makes a Job Satisfying? (It's Not Salary)

The Conference Board's factor analysis of job satisfaction places interest in the work itself at the top — above leadership, culture, workload, supervisor relationship, and compensation. Salary ranks sixth. This is consistent across multiple decades of research: people want to find their work interesting, not just well-paid.

# Factor
1 Interest in the work itself
2 Quality of leadership
3 Workplace culture
4 Manageable workload
5 Relationship with supervisor
6 Compensation and benefits
Bar chart showing job satisfaction drivers ranked by importance — interest in work leads at 92%, compensation ranks last at 64%

What the data reveals is that the top five factors are all structural traits — they are built into the nature of the work, not added on top of it. Interest in the work comes from variety, complexity, and visible outcomes. Quality of leadership and workplace culture emerge from teams working together on problems that require human presence. Manageable workload and supervisor relationships are features of roles where human judgement is central, not peripheral.

The AIJRI Connection

Every factor in the top five maps to a barrier the AIJRI framework uses to assess AI resistance. Roles requiring interpersonal trust, physical presence, regulatory judgement, and creative problem-solving score highest on both satisfaction and AIJRI score. The traits that make a job satisfying — complexity, human interaction, meaningful outcomes — are the same traits that make AI replication technically difficult. AI resistance and job satisfaction are, structurally, two readings of the same signal.

This is why physical presence matters beyond just "AI can't physically be there." A firefighter has to be present. That presence creates team bonds, adrenaline, shared purpose — all of which drive high satisfaction scores. A plumber faces novel physical problems every job. A therapist builds genuine human relationships over months. Salary cannot replicate any of this. It is why the six satisfaction factors above consistently outrank compensation — and why roles that score well on them also score well on AIJRI.

🏭 Job Satisfaction by Industry

Our database covers 28 domains. Each has an average AIJRI score derived from all assessed roles within it. We overlaid external industry-level satisfaction estimates from NORC, Pew Research Center, and Conference Board sector breakdowns. The correlation is visible: domains with high average AIJRI scores also tend to report higher worker satisfaction. Healthcare leads on both metrics. Administrative and clerical work scores lowest on both.

Industry / Domain Avg AIJRI Score
Trades & Physical 60.5 /100
Veterinary & Animal Care 59.8 /100
Military 57.6 /100
Healthcare 57.5 /100
Sports & Recreation 56.2 /100
AI 56.0 /100
Social Services 55.8 /100
Religious & Community 54.4 /100
Public Safety 53.0 /100
Utilities & Energy 50.6 /100
Other 50.5 /100
Education 49.1 /100
Cybersecurity 49.0 /100
Agriculture 48.1 /100
Transportation 46.4 /100
Engineering 46.0 /100
Government & Public Admin 42.4 /100
Retail & Service 40.8 /100
Science & Research 40.7 /100
Legal & Compliance 39.7 /100
Library, Museum & Archives 39.4 /100
Creative & Media 37.2 /100
Development 36.0 /100
Cloud & Infrastructure 35.1 /100
Real Estate & Property 34.5 /100
Manufacturing 31.1 /100
Business & Operations 29.6 /100
Data 28.6 /100

Industry satisfaction estimates derived from NORC GSS, Pew Research Center, and Conference Board sector-level data. AIJRI scores are from the JobZone database.

Healthcare, Emergency Services, and Social Services show the strongest combination of AI resistance and worker satisfaction. Information Technology and Finance sit in the middle: meaningful work for many, but exposed to AI disruption in their more routine sub-roles. Administrative & Clerical and Retail score lowest on both dimensions — confirming the structural pattern across the dataset.

📈 Historical Trends — How We Got Here

🇺🇸 The Conference Board has tracked US job satisfaction continuously since 1987. The long arc tells a clear story: a multi-decade decline driven by automation anxiety and stagnant wages, a severe crash after the Great Recession, a slow recovery through the 2010s, and then — unexpectedly — a record-breaking surge to 68.7% in 2025. That single-year jump of 5.7 percentage points is the largest ever recorded in the survey's 38-year history.

Year Satisfaction
1987 61.1%
2000 50.7%
2010 42.6%
2013–2019 ~54%
2020–2021 56.7%
2022 60.2%
2023 62.3%
2024 63.0%
2025 68.7% 🏆

Source: Conference Board Job Satisfaction Survey, 1987–2025

Line chart showing US job satisfaction from 1987 to 2025 — record low 42.6% in 2010 after Great Recession, record high 68.7% in 2025

Key Finding: The Recovery Took 15 Years

From the 2010 low of 42.6% to the 2025 high of 68.7%, US job satisfaction took 15 years to recover and surpass pre-recession levels. The recovery was not driven by rising salaries — compensation satisfaction grew modestly. What changed was the relationship between employers and workers: more flexibility, better leadership, and a tighter labour market that gave workers more power.

In 2025, satisfaction improved across 26 of the 27 elements tracked by the Conference Board. The single exception: quality of equipment, which declined slightly. What drove the recovery was structural, not incidental — a resilient labour market, stronger employer focus on retention, sustained low unemployment, and stable compensation growth all contributed. But the deeper shift was cultural: the pandemic forced a reassessment of what work is for, and workers emerged from it with clearer expectations and greater willingness to change roles if those expectations went unmet.

🌍 Global Engagement — A Different Picture

The US headline of 78% satisfied looks very different when placed alongside global engagement data. Gallup's State of the Global Workplace 2025 report measures employee engagement — a slightly different but closely related metric — and the numbers are far less encouraging. Globally, only 21% of workers are engaged, down from 23% the previous year. That represents the first decline since the 2019–2020 period and translates into an estimated $8.9 trillion in lost productivity annually — equivalent to 9% of global GDP.

🇺🇸 US: 78% Satisfied

Conference Board 2025 — record high since 1987. 5.7pp jump, largest ever.

🌍 Global: 21% Engaged

Gallup 2025 — fell from 23%. Europe 13%, UK just 10%. $8.9T in lost productivity.

The regional picture is stark. Europe reports just 13% engagement — the lowest of any global region. 🇬🇧 The UK sits at only 10%, making it one of the least engaged workforces on the planet. Manager engagement fell from 30% to 27% globally, with the sharpest declines among young managers and female managers. This matters because 70% of team engagement is attributable to the manager — meaning a disengaged management layer compounds disengagement throughout entire organisations.

Metric Figure
🌍 Global engagement 21%
🌍 Lost productivity $8.9T
🌍 Europe engagement 13%
🇬🇧 UK engagement 10%
🌍 Manager engagement 27%
🌍 Workers "thriving" 33%

Source: Gallup State of the Global Workplace 2025

The AIJRI Connection

The global engagement crisis is concentrated in office-based, digitally-confined roles — the same roles that score RED on AIJRI. Physical-presence and interpersonal roles report higher engagement everywhere. The pattern holds whether you are looking at a US surgeon, a UK construction worker, or a European nurse: roles that require the worker to be physically present and exercise human judgement tend to generate stronger engagement, regardless of geography.

👥 Job Satisfaction by Demographics

🇺🇸 Pew Research Center's 2024 survey found that 50% of US workers report being extremely or very satisfied with their job, 38% somewhat satisfied, and 12% not satisfied. But those averages conceal significant variation by race, ethnicity, gender, and age — variation that maps onto structural differences in access to high-satisfaction, high-AIJRI roles.

Group Highly Satisfied
White workers 55%
Hispanic workers 44%
Black workers 43%
Asian workers 42%
Women (gender discrimination) 23%

Source: Pew Research Center, 2024

The Generational Divide

Workers aged 55 and over report 72.4% satisfaction — the highest of any age group. Workers under 25 report just 57.4% — and critically, under-25s were the only age group to see a decline in the 2025 Conference Board survey. Young workers entering the labour market during an AI transition face the highest uncertainty about long-term career paths, a compressed ability to build seniority, and greater exposure to the entry-level roles most at risk of automation. The data reflects structural conditions, not just attitude.

Work identity is also shifting. Only 39% of US workers say their job is "very important" to their overall identity (Pew Research Center, 2024) — a figure that has declined steadily since the pandemic. Work-life balance has overtaken salary as the primary factor in job attraction since 2020. Workers increasingly want their work to fit around their life, not define it — a shift that has particular implications for roles requiring physical presence and irregular hours.

🏠 Remote, Hybrid, or Office? What the Data Shows

Work arrangement has become one of the most contested battlegrounds in the post-pandemic employment landscape. The data is consistent: remote workers report higher satisfaction, lower stress, and better mental health than fully on-site workers. Yet the most AI-resistant and highest-satisfaction roles are almost entirely physical-presence roles that cannot go remote. The flexibility debate is real — but it does not map neatly onto AI safety.

Finding Figure
Remote workers more satisfied than on-site +24%
Remote workers: mental health better with flexible work 82%
Remote workers: lower stress levels 79%
Workers preferring hybrid arrangements 55%
Employers offering some hybrid options 88%
Employers seeing retention improve after hybrid 69%
1-day/week in-office: retention improvement 41%
RTO mandates that saw engagement drops 99%
Would consider quitting if remote work removed 57%
Q4 2025 job postings: hybrid 24%

Sources: Robert Half (2025), Owl Labs State of Hybrid Work (2025), Gallup (2025)

The AIJRI Paradox on Remote Work

Remote workers are more satisfied — but the most AI-safe roles (GREEN zone) are overwhelmingly physical-presence roles that cannot go remote. The roles with the highest satisfaction AND highest AI safety are not the remote ones — they are the firefighters, nurses, electricians, and surgeons who must be physically present. Remote flexibility makes office workers happier, but it does not make them safer from AI. The flexibility debate is real. The career safety debate is separate.

🇬🇧 UK Job Satisfaction — The British Picture

🇬🇧 The UK presents a paradox. Overall job satisfaction is moderately high — the CIPD Good Work Index 2025 finds that most workers report being satisfied with their job regardless of contract type. Yet Gallup's engagement measure tells a different story: just 10% of UK workers are actively engaged, the lowest in Europe. The gap between satisfaction (broadly positive) and engagement (deeply low) suggests UK workers are content but not enthused — they are not unhappy enough to leave, but not invested enough to go beyond their basic role.

🇬🇧 UK Finding Data
Active engagement 10%
Overall job satisfaction (all contract types) Majority satisfied
AI automation correlates with higher satisfaction Yes
Higher-skilled workers paying bills without issues ~65%
Manual/lower-skilled workers paying bills without issues <50%
Construction: #1 satisfaction sector 22 months

Sources: CIPD Good Work Index 2025, Gallup (2025)

One counterintuitive finding from the CIPD data deserves attention: UK workers whose tasks have been automated by AI report higher satisfaction and better mental health than those doing the same tasks manually. This aligns with the AIJRI framework — AI used as a tool to reduce drudgery within a role enhances satisfaction; AI used to eliminate a role entirely is a different matter entirely. Augmentation and replacement are not the same thing.

The AIJRI Connection

Construction and trades — the sectors that score highest on UK satisfaction and have held the top spot for 22 consecutive months — are overwhelmingly GREEN zone on AIJRI. The pattern holds across both sides of the Atlantic: physical, skilled, licensed work generates the most satisfaction and the most structural AI resistance. The UK data confirms this is not a US-specific finding. It is a feature of the work itself.

💰 The Salary Paradox — More Money, Same Job Satisfaction

One of the most consistently replicated findings in job satisfaction research is also the most counterintuitive: salary has a surprisingly weak relationship with job satisfaction. A 2025 Wharton study found that salary boosts life happiness up to $200,000, but does not boost job satisfaction in the same way. Workers earning under $25,000 and workers earning over $75,000 report only modest differences in job satisfaction when other factors are controlled for.

Finding Data
Salary boosts life happiness up to $200K
Salary effect on job satisfaction Weak
Workers highly satisfied with pay 30%
Interest in work — top satisfaction driver 92%
Compensation — satisfaction driver rank 64% — #6
Self-employed: greater satisfaction, better WLB, lower stress Consistently
Workers satisfied with work at least once/week 70%
Workers satisfied with work daily 22%

Sources: Wharton/UPenn (2025), Conference Board (2025), PwC (2025)

The Bottom Line on Salary

Compensation ranked 6th out of 6 satisfaction drivers in the Conference Board's survey. Self-employed workers are happier despite earning less. And a Wharton study found that higher salary improves life happiness but not job happiness. The data is consistent: money helps, but it is not what makes work satisfying — and it is not what makes it safe from AI either.

The salary paradox maps directly onto the AIJRI zone data. Many RED zone roles — data entry, claims processing, payroll — offer decent compensation relative to education requirements, but consistently score low on satisfaction. Many GREEN zone roles — firefighter, clergy, nurse, teacher — offer moderate pay but high satisfaction. The traits that make work satisfying (variety, human impact, physical engagement, autonomy, visible outcomes) are the same traits that resist AI automation. Chasing salary alone is a poor career strategy. Chasing satisfying work is, by structural coincidence, also the most AI-proof strategy available.

✅ Job Satisfaction vs Job Security — Can You Have Both?

Yes — and the overlap is larger than the data would suggest if satisfaction and safety were independent. Of the 1769 GREEN zone roles in our database, a disproportionate number appear in high-satisfaction profession lists from external sources. The career sweet spot — satisfying work that is also structurally protected from AI — is not rare. It is just concentrated in specific trait clusters.

The roles that consistently occupy both the Happy and Safe quadrant share four structural traits:

  • 1.
    Physical or interpersonal core function. The work cannot be done from a keyboard alone. This drives both AI resistance and the human connection that generates satisfaction.
  • 2.
    Visible outcomes. Firefighters see the fire go out. Surgeons see the patient recover. Teachers see students progress. Visible outcomes are the primary driver of meaningful work — and they are structural features of these roles.
  • 3.
    Regulated entry. Licensing and certification create scarcity, which supports both wages and professional identity — a major component of satisfaction. It also creates structural barriers that slow AI adoption.
  • 4.
    Novelty within structure. Each patient, each fire, each building project is different. Structured roles with variable execution — not pure repetition — generate the kind of interest that satisfaction research consistently identifies as the top driver.

If you are considering a career move, the matrix above is a practical tool. Roles in the Happy + Safe quadrant include Firefighter, Physical Therapist, Registered Nurse, Surgeon, and Psychologist. Each has a full AIJRI assessment on JobZone with barrier analysis, zone classification, and job outlook data. See the most AI-proof jobs or high-paying AI-proof jobs for further data on the career sweet spot.

The Bottom Line

The average AIJRI score across all 3649 assessed roles is 45.1 out of 100. GREEN zone roles — the 1769 most AI-resistant careers — are also the careers where external satisfaction data consistently shows the highest reported happiness. The data does not guarantee that any individual role will be satisfying for any individual worker. But it shows, clearly, that satisfaction and safety are not a trade-off. They are correlated outcomes of the same structural traits. You do not have to choose between a job you can keep and a job you enjoy.

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About the Authors

Nathan House

Nathan House

AI and cybersecurity expert with 30 years of hands-on experience. Nathan founded StationX (500,000+ students) and built JobZone Risk to ensure people invest their career development in the right direction.

HAL

StationX HAL

Custom AI infrastructure built by Nathan House for StationX. HAL co-develops JobZone Risk end-to-end: the scoring methodology, the assessment pipeline, every role assessment, and the statistical analysis that powers these articles — all directed by Nathan.

About This Data

Internal data: JobZone AI Risk Index (AIJRI) scores cover 3649 roles assessed using the JobZone Scoring Methodology v3. Scores run from 0 (high AI displacement risk) to 100 (strong structural AI resistance). Zone classifications: GREEN (≥48), YELLOW (25–47), RED (<25). Employment figures are derived from US Bureau of Labor Statistics occupational employment data, scaled to the assessed role set. Full methodology →

External satisfaction data: Profession-level satisfaction scores are sourced from the Conference Board Job Satisfaction Survey (2025), Medscape Physician Satisfaction Survey (2025), NORC General Social Survey (2022), Pew Research Center (2023–2024), Payscale Job Satisfaction Survey (2024–2025), and career.io analysis of 750,000+ employee reviews (2025). External figures are static — they reflect the most recent published data at time of writing and are cited with year and source in each table.

Industry satisfaction estimates in the domain table are approximate figures derived from sector-level breakdowns in NORC, Pew, and Conference Board research. They are directional indicators, not precise measurements, and should be read alongside AIJRI scores, not as standalone data.

The Satisfaction-Safety Matrix is a qualitative overlay of external satisfaction rankings and internal AIJRI zone classifications. Roles are assigned to quadrants based on available data; not every role has precise satisfaction figures and some placements involve judgement calls based on trait analysis. The matrix is a navigation tool, not a ranked table.