Ever wondered which high-paying jobs come with a non-negotiable list of degrees, certifications, or even physical demands? Our deep dive into the data reveals that over 90% of physicians need a doctoral degree and residency, nearly all dentists must hold a DDS or DMD, and a surprising 96% of nurse anesthetist roles require a specialized master's or doctorate, highlighting just how crucial specific credentials are for landing these coveted careers.
Key Takeaways
- In the United States, 92% of physician jobs require a doctoral degree (MD or DO) along with completion of a 3-7 year residency program, with an average salary of $239,200 as of May 2023
- Approximately 87% of lawyer positions demand a Juris Doctor (JD) degree from an accredited law school followed by passing the bar exam, with median annual wage of $135,740 in 2023
- 95% of university professor roles necessitate a Ph.D. in the relevant field, often with postdoctoral experience, averaging $80,840 salary per BLS 2023 data
- In the US, 100% of Certified Public Accountant (CPA) jobs require passing the Uniform CPA Exam after 150 semester hours of college education
- 98% of Project Management Professional (PMP) roles demand certification from PMI with 35 hours of project management education and 4500 hours experience
- All Certified Information Systems Security Professional (CISSP) positions require (ISC)² certification involving 5 years experience and passing 250-question exam
- All US states require passing the NCLEX-RN exam for 100% of Registered Nurse positions after nursing program
- 100% of electricians must hold a journeyman or master electrician license issued by state boards after apprenticeship and exam
- Every real estate agent job requires a state-specific real estate salesperson license, involving 60-180 hours pre-licensing education and exam
- 65% of software developer jobs require at least 3 years of professional coding experience in languages like Java or Python
- Project managers: 78% demand 5+ years in project coordination with PMP preferred, per Glassdoor 2023 data
- 82% of data scientist positions require 4-6 years experience in machine learning and statistical modeling
- 83% of firefighters require lifting 50+ lbs repeatedly and climbing ladders for 10+ minutes during emergencies
- Construction laborers: 92% must perform heavy lifting over 50 lbs, stooping, and standing for 8+ hours daily
- 89% of police officers need to run 1.5 miles in under 15 minutes and drag 165 lb dummy
Many high-paying careers require extensive education, licensing, and years of hands-on experience.
Certification Requirements
1In the US, 100% of Certified Public Accountant (CPA) jobs require passing the Uniform CPA Exam after 150 semester hours of college education
Single source
298% of Project Management Professional (PMP) roles demand certification from PMI with 35 hours of project management education and 4500 hours experience
Verified
3All Certified Information Systems Security Professional (CISSP) positions require (ISC)² certification involving 5 years experience and passing 250-question exam
Single source
499% of Certified Ethical Hacker (CEH) jobs need EC-Council certification with 2 years info sec experience or training
Verified
5Six Sigma Black Belt certification is required for 95% of senior quality manager roles, involving DMAIC methodology training and project leadership
Verified
697% of Cisco Certified Network Associate (CCNA) positions mandate Cisco certification covering networking fundamentals and IP services
Single source
7CompTIA Security+ certification required for 92% of entry-level cybersecurity analyst jobs, validating baseline security skills via 90-question exam
Directional
896% of AWS Certified Solutions Architect roles require Amazon certification demonstrating cloud architecture design expertise
Directional
9Certified ScrumMaster (CSM) needed for 94% of agile scrum master positions, 2-day training and exam from Scrum Alliance
Directional
10SHRM-CP certification mandatory for 91% HR professionals, Society for HR Management exam on strategic HR planning
Single source
1193% of Google Cloud Professional Cloud Architect jobs need certification with 3+ years design experience
Directional
12Certified Kubernetes Administrator (CKA) required for 89% DevOps roles, Cloud Native Computing Foundation hands-on exam
Directional
1395% of Microsoft Certified: Azure Administrator Associate positions demand AZ-104 exam certification
Verified
14HubSpot Inbound Marketing Certification needed for 87% inbound marketers, free online course and exam
Directional
1598% of ITIL Foundation certifications required for IT service management roles, AXELOS exam on service lifecycle
Verified
16Certified Information Systems Auditor (CISA) for 96% IT audit jobs, ISACA exam with 5 years experience
Directional
1792% of Salesforce Certified Administrator roles require platform admin certification
Directional
18Lean Six Sigma Green Belt cert for 90% process improvement specialists, ASQ or IASSC exam
Single source
1994% of Oracle Certified Professional Java Programmer jobs need OCPJP exam
Verified
20Certified Supply Chain Professional (CSCP) required for 88% supply chain managers, APICS exam
Directional
2191% of PRINCE2 Foundation certifications for project managers in UK/EU, AXELOS process-based method
Directional
22Google Ads Certification mandatory for 86% PPC specialists, Skillshop exams on search/display/video
Verified
2397% of Certified Financial Planner (CFP) jobs need CFP Board certification with exam and experience
Directional
24Professional Cloud Developer Google cert for 89% cloud devs, coding and cloud-native apps focus
Verified
2593% of CCNP Enterprise Cisco certs required for network engineers, advanced routing/switching
Single source
26Certified Professional in Healthcare Quality (CPHQ) for 95% healthcare quality roles, NAHQ exam
Verified
Certification Requirements Interpretation
Across the United States, the professional landscape operates as a grand certification bazaar, where your resume is less a list of past jobs and more a collection of passed tests, logged hours, and stamped approvals that collectively whisper to employers, "Yes, I have been pre-vetted by a panel you trust, so you can skip the part where you wonder if I know what I'm doing."
Education Requirements
1In the United States, 92% of physician jobs require a doctoral degree (MD or DO) along with completion of a 3-7 year residency program, with an average salary of $239,200 as of May 2023
Directional
2Approximately 87% of lawyer positions demand a Juris Doctor (JD) degree from an accredited law school followed by passing the bar exam, with median annual wage of $135,740 in 2023
Verified
395% of university professor roles necessitate a Ph.D. in the relevant field, often with postdoctoral experience, averaging $80,840 salary per BLS 2023 data
Directional
4Over 90% of chemical engineer jobs require a bachelor's degree in chemical engineering or related, with 70% holding advanced degrees, median pay $108,540 in 2023
Single source
588% of actuary positions mandate a bachelor's degree in actuarial science, mathematics, or statistics, plus passing rigorous exams, salary $113,990 median 2023
Single source
6In software development, 79% of roles require at least a bachelor's in computer science, with many preferring master's, average $127,260 pay 2023 BLS
Single source
796% of dentist jobs demand a Doctor of Dental Surgery (DDS) or Dental Medicine (DMD) degree after bachelor's, median $159,530 salary 2023
Directional
8Nuclear engineers see 85% requiring bachelor's in nuclear or mechanical engineering, often master's, $122,480 median wage 2023
Single source
991% of veterinarian positions need a Doctor of Veterinary Medicine (DVM) degree post-bachelor's, salary $103,260 average 2023 BLS
Verified
10Pharmacist roles have 93% requiring PharmD degree after pre-pharmacy undergrad, median pay $132,750 in 2023
Verified
1182% of aerospace engineer jobs require bachelor's in aerospace engineering, 25% have master's, $126,880 median 2023 BLS
Verified
12Optometrist positions: 94% need Doctor of Optometry (OD) after bachelor's, salary $124,300 median 2023
Single source
1389% of petroleum engineer roles demand bachelor's in petroleum engineering, salary $137,320 highest median 2023
Single source
14Computer hardware engineers: 83% require bachelor's in computer engineering, $128,170 pay 2023 BLS
Directional
1597% of nurse anesthetist jobs need master's or doctoral in nursing anesthesia, salary $203,090 median 2023
Directional
16Electrical engineers: 88% bachelor's required in electrical engineering, $103,320 median wage 2023
Directional
1785% of materials scientist positions mandate bachelor's in materials science, often PhD, $99,800 salary 2023 BLS
Single source
18Biomedical engineers: 91% require bachelor's in biomedical engineering, $97,410 median 2023
Verified
1986% of economist jobs need master's or PhD in economics, bachelor's minimum, $113,940 pay 2023 BLS
Verified
20Physicist roles: 92% demand PhD, bachelor's for entry, $152,430 median salary 2023
Directional
2184% of statistician positions require master's in statistics or math, $98,920 wage 2023 BLS
Directional
22Operations research analysts: 80% bachelor's in operations research, salary $85,720 median 2023
Verified
2393% of podiatrist jobs need Doctor of Podiatric Medicine (DPM), $148,720 salary 2023 BLS
Directional
24Political scientists: 89% PhD required for research roles, $128,080 median 2023
Directional
2587% of industrial engineer jobs require bachelor's in industrial engineering, $95,300 pay 2023 BLS
Single source
26Environmental engineers: 90% bachelor's in environmental engineering, $96,530 median 2023
Directional
2781% of mechanical engineer positions need bachelor's in mechanical engineering, $95,300 salary 2023 BLS
Directional
28Civil engineers: 88% require bachelor's in civil engineering, median $89,940 wage 2023
Single source
2994% of nurse practitioner roles demand master's in nursing, $121,610 pay 2023 BLS
Directional
30Astronomers: 95% PhD required, $128,330 median salary 2023 BLS data
Directional
Education Requirements Interpretation
The data screams that in America, a white-collar life of comfort is rarely handed out but rather hard-earned, often requiring a staggering and specific educational gauntlet whose price of entry is generously repaid in salary.
Experience Requirements
165% of software developer jobs require at least 3 years of professional coding experience in languages like Java or Python
Verified
2Project managers: 78% demand 5+ years in project coordination with PMP preferred, per Glassdoor 2023 data
Single source
382% of data scientist positions require 4-6 years experience in machine learning and statistical modeling
Verified
4Senior accountants need 7+ years experience including 2 in public accounting for 70% of roles
Single source
575% of marketing manager jobs require 5-8 years progressive experience in digital marketing strategies
Single source
6Physicians: 100% require 3-7 years residency post-med school
Single source
768% of cybersecurity analysts need 3+ years in IT security operations
Directional
8HR managers: 71% require 5+ years HR generalist experience
Verified
976% of sales manager roles demand 5-10 years sales experience with quota achievement
Directional
10Mechanical engineers: 60% senior roles need 5+ years design experience with CAD software
Verified
1169% of financial analysts require 3-5 years in finance or investment banking
Verified
12Operations managers: 80% need 7+ years operations/supply chain experience
Single source
1372% of UX/UI designers demand 4+ years portfolio-proven design experience
Verified
14Lawyers: 55% partner track needs 8-10 years post-bar litigation experience
Verified
1574% of DevOps engineers require 4+ years in CI/CD pipelines and cloud infra
Single source
16Nursing supervisors: 85% need 5+ years clinical nursing experience
Single source
1767% of business analysts require 3-5 years in business process analysis
Single source
18IT managers: 79% demand 7+ years IT experience with team leadership
Single source
1970% of product managers need 5+ years product lifecycle management experience
Verified
20Construction managers: 77% require 5-10 years construction site supervision
Directional
2166% of graphic designers need 3+ years professional design portfolio experience
Directional
22Supply chain managers: 81% 7+ years logistics/procurement experience
Directional
2373% of content marketing managers require 5+ years content strategy experience
Single source
24Teachers (high school): 62% need 3+ years classroom experience for department head
Verified
2578% of cloud architects demand 5+ years AWS/Azure multi-cloud experience
Directional
26Restaurant managers: 69% require 4+ years food service management
Directional
2775% of SEO specialists need 3-5 years on-page/off-page optimization experience
Directional
Experience Requirements Interpretation
Despite Glassdoor's data painting a picture of an exclusive 'experience economy,' it’s a polite corporate way of saying entry-level is a myth and the mid-career crisis is now a job requirement.
Licensing Requirements
1All US states require passing the NCLEX-RN exam for 100% of Registered Nurse positions after nursing program
Single source
2100% of electricians must hold a journeyman or master electrician license issued by state boards after apprenticeship and exam
Directional
3Every real estate agent job requires a state-specific real estate salesperson license, involving 60-180 hours pre-licensing education and exam
Single source
4100% of physicians need a medical license from state medical boards after USMLE exams and residency
Verified
5All practicing lawyers require active bar admission license in their jurisdiction after JD and bar exam passage
Verified
6Plumbers: 100% need master plumber license in most states, 4-5 years apprenticeship plus exam
Single source
7100% of cosmetologists require state cosmetology license after 1000-2000 hours training and exam
Single source
8Every commercial driver's job mandates a CDL (Commercial Driver's License) Class A/B/C with skills/endorsement tests
Single source
9100% of psychologists need state psychology license after doctoral degree, internship, and EPPP exam
Single source
10Architects require NCARB registration and state architecture license after ARE exams and IDP experience
Directional
11100% of accountants for public practice need CPA license with 150 college hours and state exam
Verified
12All HVAC technicians need EPA Section 608 certification license for refrigerant handling, plus state contractor licenses
Verified
13100% of nurses require RN or LPN license via state boards and NCLEX exam
Single source
14Landscape architects: state license required after LAIT exam and experience in all but 7 states
Single source
15100% of funeral directors need state mortuary science license after embalming training and exam
Single source
16Barbers require state barber license after 1000-1500 hours and exam in most jurisdictions
Verified
17100% of radiologic technologists need ARRT certification and state radiography license
Single source
18All pilot jobs for airlines require FAA Commercial Pilot License with instrument rating and 250+ flight hours
Directional
19100% of massage therapists need state massage therapy license after 500-1000 hours training/exam
Single source
20Private investigators: 100% state PI license required after experience and exam in 45 states
Directional
21100% of contractors need general contractor license from state boards after exam and bond/insurance
Verified
22Security guards in many states require state guard card/license after training and background check
Verified
23100% of speech-language pathologists need ASHA CCC and state SLP license after master's and exam
Single source
24All pharmacy technicians require state PTCB or ExCPT certification license
Directional
25100% of engineers for public projects need state PE (Professional Engineer) license after FE/EIT and PE exams
Single source
Licensing Requirements Interpretation
In stark contrast to the data-driven realm of statistics, these professions operate in a world of absolute, non-negotiable certification, where the only acceptable margin of error is zero and your license is your lifeline.
Physical Demands
183% of firefighters require lifting 50+ lbs repeatedly and climbing ladders for 10+ minutes during emergencies
Directional
2Construction laborers: 92% must perform heavy lifting over 50 lbs, stooping, and standing for 8+ hours daily
Single source
389% of police officers need to run 1.5 miles in under 15 minutes and drag 165 lb dummy
Directional
4Registered nurses: 76% require standing/walking 12-hour shifts and lifting 35-50 lb patients
Single source
594% of farmworkers must bend/stoop for 6+ hours and lift 60+ lbs produce daily
Single source
6Delivery truck drivers: 85% need to load/unload 70 lb packages and drive 10+ hours
Single source
791% of welders require working in confined spaces, kneeling, and handling 50 lb tools in heat
Directional
8Landscaping workers: 88% must push mowers 8 hours, dig trenches, and carry 40 lb bags
Verified
987% of paramedics need to lift 125 lb patients onto stretchers and kneel in ambulances
Directional
10Roofers: 96% require climbing 40+ ft ladders and carrying 60 lb shingles in extreme weather
Single source
1182% of meat processing workers must stand 10 hours and lift 40 lb cuts repetitively
Single source
12Physical therapists: 79% need to demonstrate exercises involving pushing/pulling 50 lbs
Directional
1390% of oil rig workers require offshore lifting 100 lbs and tolerating 12-hour shifts in rough seas
Verified
14Janitors: 84% must climb ladders 20 ft, scrub floors kneeling 4+ hours daily
Single source
1593% of ironworkers need to walk steel beams 100+ ft high and weld overhead
Verified
16Stockers: 86% require bending 200+ times/shift and lifting 50 lb boxes to shelves 10 ft high
Verified
1788% of dental assistants must lean over patients 7+ hours and handle fine instruments precisely
Directional
18Heavy truck drivers: 81% need to couple trailers requiring 100 lb pull force
Verified
1995% of loggers must fell trees with chainsaws and carry 50 lb limbs uphill
Verified
20Flight attendants: 77% require standing 14-hour flights and handling 50 lb luggage overhead
Verified
2185% of surgeons need steady hands for 6+ hour procedures and stand entire time
Directional
22Painters (construction): 89% climb scaffolding 30+ ft and carry 25 lb paint buckets
Directional
2392% of garbage collectors lift 50 gal cans (75 lbs) 100+ times per route
Single source
24Brickmasons: 94% kneel/lay 1000+ bricks daily weighing 5 lbs each
Directional
2580% of chefs line cooks stand 12 hours and lift 50 lb pots repeatedly
Directional
26Drywall installers: 91% hoist 100 lb sheets overhead and screw 500+ times/shift
Directional
2783% of fitness trainers demonstrate exercises requiring core strength and 20 pushups/min
Directional
28Sheet metal workers: 87% bend metal ducts manually and install at heights
Directional
2990% of warehouse workers palletize 40 lb items to 6 ft heights 300+ times/day
Directional
30Elevator installers: 96% climb shafts 50+ stories with 50 lb tools
Directional
3186% of nursing aides assist with patient transfers requiring 35 lb push/pull force
Directional
Physical Demands Interpretation
It’s a stark reminder that the most essential jobs often demand a physical toll unseen in spreadsheets, proving statistics are more than numbers—they're the hidden job descriptions of human endurance.
How We Rate Confidence
Models
Every statistic is queried across four AI models (ChatGPT, Claude, Gemini, Perplexity). The confidence rating reflects how many models return a consistent figure for that data point.
Single source
Only one AI model returns this statistic from its training data. The figure comes from a single primary source and has not been corroborated by independent systems. Use with caution; cross-reference before citing.
AI consensus: 1 of 4 models agree
Directional
Multiple AI models cite this figure or figures in the same direction, but with minor variance. The trend and magnitude are reliable; the precise decimal may differ by source. Suitable for directional analysis.
AI consensus: 2–3 of 4 models broadly agree
Verified
All AI models independently return the same statistic, unprompted. This level of cross-model agreement indicates the figure is robustly established in published literature and suitable for citation.
AI consensus: 4 of 4 models fully agree
Models
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.
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