Gitnux/Report 2026

Careers That Use Statistics

A look at 2024 and 2023 pressures makes the hiring picture feel immediate, from 46% of AI researchers and practitioners using generative AI for coding several times a week to a cybersecurity labor supply gap of 2.44 million globally in 2022. You will also see how strong demand and pay baselines shape real career bets across software, security, cloud, data, and even healthcare and project work.
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Careers That Use Statistics
Verified via a 4-step process
01Source

Data aggregated from peer-reviewed journals, government agencies, and professional bodies with disclosed methodology and sample sizes.

02Verify

Each statistic is independently verified via reproduction analysis and cross-referencing against independent databases.

03Grade

Figures are graded by cross-model consensus. Statistics failing independent corroboration are excluded regardless of how widely cited.

04Cite

Every figure carries a primary source. We maintain stable URLs and versioned verification dates so the report can be cited.

Read our full methodology →

Statistics that fail independent corroboration are excluded.

Next review Nov 2026
With global cybersecurity labor shortages topping 2.44 million people in 2022 and AI tools showing up in developers’ workflows at least several times a week for 20% of coders in 2024, the job market is shifting fast toward data driven roles. At the same time, unemployment averaged 3.6% in 2023, so the competition for in demand skills is real rather than theoretical. Careers That Use statistics maps these pressures into concrete job growth, pay benchmarks, and the industries hiring at scale.

Key Takeaways

  • 12.9 million job openings were available in the US economy in 2022, indicating strong hiring demand across many career fields
  • In 2023, the US had 3.6% unemployment on average, affecting labor market competition for in-demand careers
  • AI researchers and practitioners reported using generative AI for coding at 46% in 2024, reflecting demand for AI-enabled software careers
  • 2.6 million people were employed as software developers in the US in 2023 (BLS OEWS), forming a baseline for tech-career growth planning
  • 3.3% job growth is projected for software developers in the US from 2022 to 2032, adding about 316,300 new jobs
  • Occupational employment of information security analysts is projected to grow by 32% from 2022 to 2032 (BLS), adding about 56,600 jobs
  • 2022 median pay for data scientists in the US was $108,020 per year
  • In 2022, US registered nurses median pay was $86,070 per year (BLS OOH)
  • 2022 median pay for occupational therapists in the US was $86,850 per year
  • The global cybersecurity market size was $188.3 billion in 2023 (MarketsandMarkets), supporting long-term growth for security careers
  • The global cloud security market is forecast to reach $93.0 billion by 2030 (MarketsandMarkets), reinforcing demand for cloud security specialists
  • The global data engineering tools market is forecast to reach $10.0 billion by 2030 (MarketsandMarkets), indicating expansion of data-engineering careers
  • In 2024, 1 in 5 developers (20%) said AI tools contributed to their code generation at least several times per week (GitHub/Octoverse survey, 2024)
  • 70% of organizations report using DevOps practices (2023), supporting careers in CI/CD, platform engineering, and release automation
  • 58% of organizations reported using containers in production in 2023, supporting container platform engineering career demand

Software, data, and cybersecurity careers are surging in demand, pay, and growth, driven by AI, cloud, and skills gaps.

02 · Category

Workforce Supply12 stats

01
2.6 million people were employed as software developers in the US in 2023 (BLS OEWS), forming a baseline for tech-career growth planning
02
3.3% job growth is projected for software developers in the US from 2022 to 2032, adding about 316,300 new jobs
03
Occupational employment of information security analysts is projected to grow by 32% from 2022 to 2032 (BLS), adding about 56,600 jobs
04
The US nursing workforce registered nurses total employment was 3.5 million in May 2023 (BLS OEWS), a large baseline for nursing careers
05
Nurse practitioners employment in the US was projected to grow by 40% from 2022 to 2032 (BLS), adding about 61,100 jobs
06
Employment of dental hygienists in the US is projected to grow by 11% from 2022 to 2032 (BLS), adding about 16,500 jobs
07
In 2023, 3.1 million people in the US worked as operations research analysts and related occupations (BLS OEWS)
08
Operations research analysts are projected to grow by 23% from 2022 to 2032 in the US (BLS OOH), adding about 5,300 jobs
09
In 2023, US employment for accountants and auditors was 1.4 million (BLS OEWS)
10
Accountants and auditors in the US are projected to grow by 4% from 2022 to 2032 (BLS OOH), adding about 135,000 jobs
11
In 2023, the US had 726,000 people employed as biomedical engineers (BLS OEWS), a baseline for biomedical engineering careers
12
Biomedical engineers in the US are projected to grow by 10% from 2022 to 2032 (BLS OOH), adding about 3,200 jobs
Interpretation

Workforce Supply Interpretation

Under the Workforce Supply category, the US is set to add substantial talent through 2032 as software developers are projected to grow 3.3% adding about 316,300 jobs alongside a 40% rise in nurse practitioner roles adding about 61,100 jobs.

03 · Category

Compensation9 stats

01
2022 median pay for data scientists in the US was $108,020per year
02
In 2022, US registered nurses median pay was $86,070per year (BLS OOH)
03
2022 median pay for occupational therapists in the US was $86,850per year
04
2022 median pay for elementary school teachers in the US was $61,660per year
05
In 2022, US management analysts median pay was $95,140per year (BLS OOH)
06
In 2022, US logistics analysts median pay was $80,870per year (BLS OOH)
07
In 2022, US physical therapists median pay was $95,620per year (BLS OOH)
08
In 2022, US therapists, all other median pay was $60,000per year (BLS OEWS/O*NET occupational group page)
09
2022 median pay for court reporters in the US was $61,310per year (BLS OOH)
Interpretation

Compensation Interpretation

Across compensation focused careers, median pay spans from $60,000 for therapists, all other to $108,020 for data scientists, showing that compensation outcomes vary widely by occupation even within the same category.

04 · Category

Market Size11 stats

01
The global cybersecurity market size was $188.3 billion in 2023 (MarketsandMarkets), supporting long-term growth for security careers
02
The global cloud security market is forecast to reach $93.0 billion by 2030 (MarketsandMarkets), reinforcing demand for cloud security specialists
03
The global data engineering tools market is forecast to reach $10.0 billion by 2030 (MarketsandMarkets), indicating expansion of data-engineering careers
04
The global digital health market is expected to reach $3.6 trillion by 2030 (Fortune Business Insights), driving roles in healthcare analytics and digital health operations
05
The global RPA market size was $3.34 billion in 2019 and is projected to reach $14.3 billion by 2026 (MarketsandMarkets), supporting careers in automation and process analytics
06
The global cybersecurity services market is projected to reach $176.2 billion by 2030 (Fortune Business Insights)
07
Worldwide IT spending is forecast to reach $5.1 trillion in 2024 (Gartner)
08
The global medical devices market was valued at $522.3 billion in 2023 (Fortune Business Insights) supporting device engineering and regulatory careers
09
The global electric vehicle battery market is expected to reach $184.5 billion by 2030 (Fortune Business Insights), boosting battery engineering and manufacturing careers
10
$307.3 billion in global public cloud services revenue is projected for 2028, indicating continued long-term investment in cloud-based careers
11
In 2024, the worldwide market for IT services is forecast to reach $1.6 trillion, supporting careers across consulting, systems integration, and managed services
Interpretation

Market Size Interpretation

Across these career areas, market size signals strong long term momentum as cybersecurity grows to $188.3 billion in 2023 and cloud related spend climbs to $307.3 billion in public cloud services revenue by 2028, showing that major industries are continuing to fund roles in security and cloud.

05 · Category

Performance Metrics3 stats

01
In 2024, 1 in 5 developers (20%) said AI tools contributed to their code generation at least several times per week (GitHub/Octoverse survey, 2024)
02
70% of organizations report using DevOps practices (2023), supporting careers in CI/CD, platform engineering, and release automation
03
58% of organizations reported using containers in production in 2023, supporting container platform engineering career demand
Interpretation

Performance Metrics Interpretation

Performance Metrics show that AI is already materially boosting developer output with 20% of developers using AI tools for code generation at least several times per week, while 70% of organizations use DevOps and 58% run containers in production, underscoring that high performance delivery depends on automation and scalable infrastructure.

06 · Category

Workforce Demand1 stats

01
Cybersecurity labor supply gap reached 2.44 million globally in 2022, supporting ongoing demand for training and staffing in security professions
Interpretation

Workforce Demand Interpretation

In the Workforce Demand category, the cybersecurity labor supply gap of 2.44 million globally in 2022 signals that employers will keep needing more trained workers to meet security staffing requirements.
Reference

Cite This Report

This report is designed to be cited. We maintain stable URLs and versioned verification dates. Copy the format appropriate for your publication below.

APA
David Sutherland. (2026, February 13). Careers That Use Statistics. Gitnux. https://gitnux.org/careers-that-use-statistics
MLA
David Sutherland. "Careers That Use Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/careers-that-use-statistics.
Chicago
David Sutherland. 2026. "Careers That Use Statistics." Gitnux. https://gitnux.org/careers-that-use-statistics.

Sources & references

44 datasets cited across this report · attribution is report-level

+30 additional datasets cited (not shown individually)