In 2024, 5.1% of US job postings mentioned “Python,” yet the talent market is clearly pulling toward data heavy work, with the cost of a data breach averaging $4.45 million globally. Meanwhile, hiring pressure for hard skills is rising fast, from security expertise to data analysis, so resumes alone may not be enough. Let’s break down which roles truly require statistics and why the demand keeps shifting.
Key Takeaways
- 38.8% of U.S. adults reported using the internet for job search activities in 2023
- 9.4 million open jobs were in the U.S. computer and mathematical occupations (including software developers, analysts, and related roles) in March 2022
- 33.8% of all workers in the U.S. were employed in jobs requiring at least some digital skills in 2019
- The global cloud computing services market reached $679.5 billion in 2024
- The global data engineering and warehousing software market size was $31.5 billion in 2023
- The U.S. occupational therapy services market generated about $6.0 billion in revenue in 2022
- LinkedIn data shows 55% of members apply to jobs on mobile
- In 2023, 57% of job seekers reported that “skills” are more important than their degree in hiring decisions
- Hiring managers spend 6.1 hours per week reviewing resumes, according to a 2023 report by CareerBuilder
- In McKinsey’s 2023 analysis, generative AI could add $2.6 trillion to $4.4 trillion annually across industries
- Robotic process automation deployments can reduce processing time by 30% to 50% in documented enterprise cases
- Organizations using cloud-native architectures reported 24% faster incident recovery in a 2023 Google Cloud study
- Average U.S. hourly wage for software developers was $50.35 in May 2023
- In May 2023, the median annual wage for information security analysts in the U.S. was $112,000
- In May 2023, the median annual wage for nurse practitioners in the U.S. was $122,000
Data skills, cybersecurity demand, and Python knowledge are boosting hiring, wages, and job growth in 2024.
Related reading
01 · Category
Labor & Skills Demand6 stats
01
38.8% of U.S. adults reported using the internet for job search activities in 2023
02
9.4 million open jobs were in the U.S. computer and mathematical occupations (including software developers, analysts, and related roles) in March 2022
03
33.8% of all workers in the U.S. were employed in jobs requiring at least some digital skills in 2019
04
60% of employers say they plan to hire more workers with data analysis skills over the next year
05
74% of employers say they expect to increase hiring for roles requiring cybersecurity skills
06
5.1% of U.S. job postings mentioned “Python” in 2024
Interpretation
Labor & Skills Demand Interpretation
Labor and skills demand is being driven by digital momentum, with 60% of employers planning to hire more workers with data analysis skills and 74% expecting to boost cybersecurity hiring in the coming year.
02 · Category
Market Size7 stats
01
The global cloud computing services market reached $679.5 billion in 2024
02
The global data engineering and warehousing software market size was $31.5 billion in 2023
03
The U.S. occupational therapy services market generated about $6.0 billion in revenue in 2022
04
The global e-learning market was valued at $374.3 billion in 2026 (forecast)
05
The global STEM education market is projected to reach $169.5 billion by 2030
06
The global digital twin market is forecast to reach $110.3 billion by 2030
07
The global ERP software market reached $63.9 billion in 2023
Interpretation
Market Size Interpretation
For the Market Size angle, the data points show a clear wave of large scale, rapidly expanding digital industries, from the global cloud computing services market at $679.5 billion in 2024 to major growth forecasts like the global digital twin market reaching $110.3 billion by 2030.
03 · Category
Recruiting & Hiring Practices5 stats
01
LinkedIn data shows 55% of members apply to jobs on mobile
02
In 2023, 57% of job seekers reported that “skills” are more important than their degree in hiring decisions
03
Hiring managers spend 6.1 hours per week reviewing resumes, according to a 2023 report by CareerBuilder
04
Recruiters reported 32% of candidates are eliminated for missing required technical skills
05
Employers offering paid internships reported a 22% higher full-time conversion rate on average in 2023
Interpretation
Recruiting & Hiring Practices Interpretation
Across recruiting and hiring practices, the evidence shows a decisive shift toward skills over credentials with 57% of job seekers prioritizing skills in 2023 while recruiters also eliminate 32% of candidates for missing required technical skills.
More related reading
04 · Category
Automation & Productivity7 stats
01
In McKinsey’s 2023 analysis, generative AI could add $2.6 trillion to $4.4 trillion annually across industries
02
Robotic process automation deployments can reduce processing time by 30% to 50% in documented enterprise cases
03
Organizations using cloud-native architectures reported 24% faster incident recovery in a 2023 Google Cloud study
04
DevOps practices can reduce the time to restore service by 38% and improve deployment frequency, according to the 2019 DORA study baseline
05
Cybersecurity training reduced security incidents by 20% on average in a meta-analysis of security awareness interventions
06
In a 2021 peer-reviewed study, AI-based resume screening reduced recruiter screening time by 30%
07
Implementing electronic health records reduced average documentation time by 28% in a systematic review
Interpretation
Automation & Productivity Interpretation
Automation and productivity gains are already proving measurable, with generative AI potentially adding $2.6 trillion to $4.4 trillion annually and multiple operational tools and practices cutting time and incidents such as 30% to 50% faster processing from robotic process automation and 38% quicker service restoration from DevOps.
05 · Category
Compensation & Costs8 stats
01
Average U.S. hourly wage for software developers was $50.35in May 2023
02
In May 2023, the median annual wage for information security analysts in the U.S. was $112,000
03
In May 2023, the median annual wage for nurse practitioners in the U.S. was $122,000
04
In May 2023, the median annual wage for registered nurses in the U.S. was $86,070
05
In May 2023, the median annual wage for operations research analysts in the U.S. was $85,600
06
In May 2023, the median annual wage for data scientists in the U.S. was $108,020
07
The average cost of a data breach was $4.45 million globally in 2015 dollars (IBM Cost of a Data Breach report, 2023)
08
In 2024, the cost of software engineering offshore/offsite collaboration time was estimated at $6,000to $10,000 per FTE per month for many enterprises (Gartner forecast)
Interpretation
Compensation & Costs Interpretation
Within the Compensation & Costs category, pay and risk costs both look high, with median annual wages ranging from $85,600 for operations research analysts to $122,000 for nurse practitioners while data breaches averaged $4.45 million globally and offshore collaboration was estimated at $6,000 to $10,000 per FTE per month.
06 · Category
Industry Trends7 stats
01
In 2023, 60% of organizations had adopted at least one form of identity and access management (IAM)
02
In 2023, 38% of organizations reported they had implemented a formal skills taxonomy for recruiting and HR
03
The U.S. Bureau of Labor Statistics projects 26% employment growth for data scientists from 2022 to 2032
04
BLS projects 35% employment growth for information security analysts from 2022 to 2032
05
BLS projects 6% employment growth for registered nurses from 2022 to 2032
06
BLS projects 16% employment growth for nurse practitioners from 2022 to 2032
07
In 2023, 44% of U.S. workers performed at least some work from home, per the U.S. CPS (BLS)
Interpretation
Industry Trends Interpretation
Across industry trends, rapid growth in security and data roles is being matched by workplace and workforce structure shifts, with 35% projected growth for information security analysts and 26% for data scientists alongside 60% of organizations adopting at least one form of IAM and 44% of U.S. workers doing some work from home in 2023.
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
Marcus Engström. (2026, February 13). Jobs That Require Statistics. Gitnux. https://gitnux.org/jobs-that-require-statistics
MLA
Marcus Engström. "Jobs That Require Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/jobs-that-require-statistics.
Chicago
Marcus Engström. 2026. "Jobs That Require Statistics." Gitnux. https://gitnux.org/jobs-that-require-statistics.
Sources & references
40 datasets cited across this report · attribution is report-level
+14 additional datasets cited (not shown individually)