Key Takeaways
- In the United States, data scientists numbered 168,900 in 2023, with 92% requiring proficiency in AI machine learning models like TensorFlow and PyTorch according to Bureau of Labor Statistics projections
- Machine learning engineers in the US totaled 66,000 full-time positions in 2023, primarily in tech hubs like California where AI adoption drives 78% of hires per LinkedIn data
- AI research scientists employed globally reached 45,000 in 2023, with 65% concentrated in North America as reported by Stanford AI Index
- The median annual wage for data scientists in the US was $103,500 in 2023, rising to $145,000 for those with advanced AI certifications per BLS
- Machine learning engineers earned an average of $153,000 annually in San Francisco in 2023, 25% above national average per Levels.fyi
- AI research scientists at top firms like OpenAI commanded $325,000 total compensation in 2023 including equity per Glassdoor
- Data scientist jobs are projected to grow 36% from 2023 to 2033 in the US, adding 59,400 positions due to AI demand per BLS
- Machine learning engineer roles expected to increase 40% globally by 2027, reaching 1 million jobs per World Economic Forum Future of Jobs
- AI research scientist positions forecasted to surge 74% in US by 2032 per BLS occupational outlook
- 85% of data scientist job postings in 2023 required Python proficiency and AI frameworks like scikit-learn per Burning Glass Technologies
- Machine learning engineers needed 70% experience with deep learning libraries such as Keras in 2023 postings per Indeed
- AI researchers required PhD in 92% of roles with expertise in transformers per Nature AI hiring study
- 65% of US AI jobs are in California, with 45,000 data scientists primarily in Bay Area per BLS 2023 metro data
- Globally, 40% of ML engineers work in India, totaling 120,000 amid outsourcing boom per NASSCOM 2023
- 28% of AI research scientists are women, up from 22% in 2020 per Stanford AI Index 2023 diversity stats
AI job demand and high salaries are growing rapidly across many specialties.
Demographic Breakdowns
- 65% of US AI jobs are in California, with 45,000 data scientists primarily in Bay Area per BLS 2023 metro data
- Globally, 40% of ML engineers work in India, totaling 120,000 amid outsourcing boom per NASSCOM 2023
- 28% of AI research scientists are women, up from 22% in 2020 per Stanford AI Index 2023 diversity stats
- In Europe, 35% of prompt engineers under 30 years old per EU Digital Economy report 2023
- 52% of computer vision jobs in Asia-Pacific, led by China with 18,000 roles per IDC APAC 2023
- 45% of NLP specialists hold PhDs, concentrated in US academia per ACL Anthology demographics 2023
- Robotics AI jobs 60% male-dominated in US manufacturing per NSF STEM workforce 2023
- AI ethicists 55% female in global surveys 2023 per Women in AI network
- 70% of reinforcement learning experts aged 25-34 in startups per Crunchbase founder data 2023
- Generative AI jobs 42% in North America creative sectors per UNESCO cultural AI 2023
- AI PMs 38% with MBA backgrounds in US tech per Harvard Business Review 2023
- Data engineers 55% in cloud-heavy regions like AWS Virginia per 2023 cloud census
- AI labelers 65% in Philippines and India freelance markets 2023 per Remotasks geo data
- Quantum AI 80% PhD holders mostly in US/Europe per Quantum Talent report 2023
- Edge AI 48% in China IoT hubs per MIIT stats 2023
- AI security 62% CISSP certified males in US per ISC2 workforce 2023
- Conversational AI devs 40% in Israel tech ecosystem per Startup Nation Central 2023
- Predictive AI in finance 70% in London/NY per CityUK 2023 fintech census
- AIOps 55% in India IT services per NASSCOM AIOps 2023
- Federated learning 75% EU researchers due to GDPR per ENISA 2023
- Transfer learning 60% academics in top 100 unis globally per Scopus 2023
- AI hardware 68% in Taiwan semiconductor valley per TSMC workforce 2023
- Multimodal AI 50% Asia research output per NeurIPS demographics 2023
- AI healthcare 72% MD-PhD combos in US hospitals per AMA 2023
- AV AI 85% engineers in Silicon Valley/Detroit per CB Insights 2023
- AI moderators 58% Gen Z in global platforms per Meta transparency 2023
- Synthetic data 66% in US simulation firms per Anduril census 2023
- AI governance 52% lawyers/tech hybrids in Fortune 500 per Thomson Reuters 2023
- Neuromorphic 90% PhDs in US DoD contractors per DARPA census 2023
Demographic Breakdowns Interpretation
Employment Figures
- In the United States, data scientists numbered 168,900 in 2023, with 92% requiring proficiency in AI machine learning models like TensorFlow and PyTorch according to Bureau of Labor Statistics projections
- Machine learning engineers in the US totaled 66,000 full-time positions in 2023, primarily in tech hubs like California where AI adoption drives 78% of hires per LinkedIn data
- AI research scientists employed globally reached 45,000 in 2023, with 65% concentrated in North America as reported by Stanford AI Index
- Prompt engineers saw 12,000 new US jobs created in 2023, fueled by generative AI tools like ChatGPT per Indeed hiring trends
- Computer vision engineers numbered 28,500 in Europe in 2023, with automotive sector accounting for 40% per Eurostat labor stats
- Natural language processing specialists hit 34,200 positions worldwide in 2023, 55% in enterprise software firms according to Gartner
- Robotics engineers using AI totaled 22,000 in the US manufacturing sector in 2023 per BLS occupational data
- AI ethicists employed reached 5,600 globally in 2023, with 70% in tech giants like Google and Microsoft as per World Economic Forum
- Reinforcement learning experts numbered 8,900 in research institutions worldwide in 2023 according to arXiv publication trends
- Generative AI specialists saw 19,400 jobs in creative industries in 2023 per Adobe Digital Insights
- AI product managers totaled 41,000 in the US in 2023, 60% with backgrounds in software engineering per Glassdoor
- Data engineers supporting AI pipelines numbered 97,500 globally in 2023 as estimated by O'Reilly AI survey
- AI trainers and labelers reached 150,000 contract positions worldwide in 2023 per Upwork freelance data
- Quantum AI developers numbered 2,300 in leading firms like IBM and Google in 2023 according to Quantum Economic Development Consortium
- Edge AI engineers totaled 15,700 in IoT sectors in 2023 per IDC market analysis
- AI security specialists hit 12,800 positions in cybersecurity firms in 2023 as per Cybersecurity Ventures
- Conversational AI developers numbered 24,100 globally in 2023, driven by chatbot demand per Statista
- Predictive analytics modelers using AI totaled 56,400 in finance in 2023 according to Deloitte
- AI operations (AIOps) engineers reached 18,200 in IT operations in 2023 per Gartner Magic Quadrant
- Federated learning specialists numbered 3,400 in privacy-focused AI projects worldwide in 2023 per Hugging Face community stats
- Transfer learning experts totaled 7,600 in academic and industry roles in 2023 according to Google Scholar metrics
- AI hardware engineers (e.g., for TPUs) numbered 9,200 in semiconductor firms in 2023 per SEMI.org
- Multimodal AI developers hit 11,500 positions in 2023, blending vision and language models per CVPR conference data
- AI for healthcare diagnosticians totaled 14,300 clinicians using AI tools in 2023 per HIMSS
- Autonomous vehicle AI engineers numbered 32,400 globally in 2023 as per McKinsey Mobility report
- AI content moderators reached 89,000 in social media platforms in 2023 per Oxford Internet Institute
- Synthetic data generation specialists totaled 4,100 in 2023 per Scale AI workforce data
- AI governance officers numbered 6,700 in enterprises in 2023 according to PwC AI predictions
- Neuromorphic computing engineers hit 1,800 roles in neuromorphic hardware development in 2023 per Intel Labs reports
- AI/ML platform engineers totaled 27,300 supporting MLOps in 2023 per Databricks survey
Employment Figures Interpretation
Growth Projections
- Data scientist jobs are projected to grow 36% from 2023 to 2033 in the US, adding 59,400 positions due to AI demand per BLS
- Machine learning engineer roles expected to increase 40% globally by 2027, reaching 1 million jobs per World Economic Forum Future of Jobs
- AI research scientist positions forecasted to surge 74% in US by 2032 per BLS occupational outlook
- Prompt engineering jobs projected to grow 25% annually through 2025, creating 50,000 roles per McKinsey AI talent report
- Computer vision jobs in healthcare expected to double to 50,000 by 2028 per Grand View Research
- NLP specialist roles to expand 45% by 2030 in customer service AI per Gartner forecast
- Robotics AI engineers projected 10% growth to 2032 in US manufacturing per BLS, adding 3,600 jobs
- AI ethicist positions expected to triple to 20,000 globally by 2027 per IEEE Ethics report
- Reinforcement learning jobs forecasted 60% growth by 2026 in gaming and robotics per Newzoo
- Generative AI jobs in marketing projected 30% annual growth to 2028 per Forrester
- AI product manager roles to grow 35% by 2030 per Product Management Institute
- Data engineering for AI expected 50% increase to 2027 per O'Reilly State of ML
- AI annotation jobs projected to reach 500,000 by 2025 per Labelbox industry report
- Quantum AI developer roles forecasted 100% growth by 2030 per BCG Quantum report
- Edge AI positions in smart cities expected 55% growth to 2030 per MarketsandMarkets
- AI security jobs to grow 32% annually through 2028 per Cybersecurity Ventures
- Conversational AI developers projected 28% growth by 2027 per Statista chatbot market
- Predictive analytics AI roles in retail forecasted 42% increase by 2026 per IDC
- AIOps market growth implies 40% job expansion to 2027 per Gartner
- Federated learning specialists expected 70% growth by 2028 in regulated industries per McKinsey privacy AI
- Transfer learning jobs to rise 38% by 2030 per AI Multiple research
- AI chip designers projected 25% growth to 2032 per SEMI workforce report
- Multimodal AI roles expected 65% surge by 2027 per CVPR trends
- AI in healthcare jobs to add 100,000 by 2030 per Accenture
- Autonomous driving AI engineers forecasted 80% growth by 2030 per Allied Market Research
- AI moderation jobs projected to 200,000 by 2025 per Partnership on AI
- Synthetic data roles to grow 50% annually to 2027 per Gartner data management
- AI governance jobs expected 45% increase by 2028 per Deloitte governance report
- Neuromorphic computing jobs projected 90% growth by 2030 per DARPA initiatives
- MLOps engineers to expand 48% by 2027 per Databricks MLOps maturity report
Growth Projections Interpretation
Salary Statistics
- The median annual wage for data scientists in the US was $103,500 in 2023, rising to $145,000 for those with advanced AI certifications per BLS
- Machine learning engineers earned an average of $153,000 annually in San Francisco in 2023, 25% above national average per Levels.fyi
- AI research scientists at top firms like OpenAI commanded $325,000 total compensation in 2023 including equity per Glassdoor
- Prompt engineers averaged $180,000 per year in 2023 at companies like Anthropic, with bonuses up to 20% per Business Insider
- Computer vision engineers in automotive earned $142,000 median in Germany 2023 per StepStone
- NLP specialists at Google averaged $192,500 base salary in 2023 per Comparably
- Robotics AI engineers median pay was $128,400 in US manufacturing 2023 per BLS
- AI ethicists earned $135,000 average in tech consulting 2023 per Ethical AI Society survey
- Reinforcement learning PhDs at DeepMind averaged 250,000 GBP total comp in 2023 per UK tech salary data
- Generative AI artists and engineers combined for $112,000 median in media 2023 per Fiverr pros data
- AI product managers at Meta earned $210,000 average in 2023 per Glassdoor insights
- Data engineers with AI focus averaged 138,000 USD in 2023 per Dice Tech Salary Report
- AI data labelers earned $45,000-$65,000 annually on platforms like Amazon Mechanical Turk in 2023 per MTurk stats
- Quantum AI researchers at IBM averaged $185,000 in 2023 per Quantum Computing Report
- Edge AI developers in IoT firms earned $155,000 median in US 2023 per Embedded.com survey
- AI cybersecurity analysts averaged $162,000 in finance sector 2023 per SANS Institute
- Conversational AI specialists at Nuance earned $148,500 average 2023 per Comparably
- Predictive AI modelers in banking hit $175,000 median pay in 2023 per eFinancialCareers
- AIOps engineers averaged $167,000 at AWS in 2023 per levels.fyi
- Federated learning privacy engineers earned $162,500 average in EU tech 2023 per EU AI Act compliance data
- Transfer learning specialists at startups averaged $140,000 equity-included in 2023 per AngelList
- AI hardware designers for GPUs earned $176,000 at NVIDIA 2023 per Glassdoor
- Multimodal AI researchers averaged 200,000 EUR in Europe 2023 per Inria salary data
- AI diagnosticians in radiology earned $220,000 combined with MD salary boost 2023 per Medscape
- AV AI perception engineers at Waymo averaged $245,000 total comp 2023 per Blind
- AI content moderators at Meta earned $75,000 average with hazard pay 2023 per Verge investigations
- Synthetic data AI specialists averaged $152,000 in simulation firms 2023 per Unity Technologies report
- AI governance leads at Fortune 500 earned $195,000 in 2023 per Gartner peer insights
- Neuromorphic AI engineers at Intel averaged $182,000 2023 per Intel careers data
- MLOps platform engineers hit $169,000 median at Databricks 2023 per Dice
Salary Statistics Interpretation
Skill Requirements
- 85% of data scientist job postings in 2023 required Python proficiency and AI frameworks like scikit-learn per Burning Glass Technologies
- Machine learning engineers needed 70% experience with deep learning libraries such as Keras in 2023 postings per Indeed
- AI researchers required PhD in 92% of roles with expertise in transformers per Nature AI hiring study
- Prompt engineers demanded advanced knowledge of LLMs like GPT-4 in 88% of jobs 2023 per LinkedIn skills data
- Computer vision roles specified OpenCV and CNNs in 76% of postings 2023 per Stack Overflow survey
- NLP jobs required spaCy or Hugging Face Transformers in 82% cases 2023 per KDnuggets
- Robotics AI engineers needed ROS framework proficiency in 65% of US jobs 2023 per Robotics.org
- AI ethicists required familiarity with fairness toolkits like AIF360 in 55% postings per AI Ethics Guidelines
- Reinforcement learning positions demanded Gym or Stable Baselines in 72% 2023 per GitHub trends
- Generative AI roles specified Stable Diffusion or DALL-E APIs in 68% jobs 2023 per Midjourney community
- AI PMs needed Agile with AI metrics like precision/recall in 60% postings per Productboard
- Data engineers for AI required Apache Spark and Kubeflow in 75% 2023 per Datacamp survey
- AI labelers needed tools like LabelStudio proficiency in 90% contract gigs 2023 per Appen
- Quantum AI devs required Qiskit or Cirq in 85% roles 2023 per QWorld
- Edge AI engineers specified TensorFlow Lite in 70% IoT jobs 2023 per Edge AI Alliance
- AI security roles demanded adversarial ML knowledge in 80% 2023 per OWASP AI
- Conversational AI needed Rasa or Dialogflow in 77% postings per Voicebot.ai
- Predictive modelers required XGBoost and AutoML tools in 69% finance jobs 2023 per Kaggle
- AIOps engineers needed Prometheus and ELK stack in 73% IT roles 2023 per DevOps.com
- Federated learning jobs specified Flower framework in 62% privacy roles 2023 per OpenMined
- Transfer learning required fine-tuning expertise in 81% postings per Towards Data Science
- AI hardware engineers needed Verilog/VHDL for ASICs in 74% semiconductor jobs 2023 per IEEE
- Multimodal AI demanded CLIP models in 67% vision-language roles 2023 per Papers with Code
- AI healthcare roles required FHIR standards integration in 59% 2023 per HL7
- AV AI needed LiDAR processing with PointNet in 83% engineer jobs 2023 per Arxiv AV papers
- AI moderators required toxicity classifiers like Perspective API in 71% social media roles 2023 per Jigsaw
- Synthetic data generation needed GANs expertise in 78% simulation jobs 2023 per NVIDIA blog
- AI governance required NIST AI RMF knowledge in 64% enterprise postings 2023 per NIST
- Neuromorphic devs needed Loihi SDK proficiency in 89% Intel roles 2023 per Intel Neuromorphic
- MLOps engineers specified MLflow and Kubeflow Pipelines in 79% platform jobs 2023 per MLOps.community
Skill Requirements Interpretation
Sources & References
- Reference 1BLSbls.govVisit source
- Reference 2LINKEDINlinkedin.comVisit source
- Reference 3AIINDEXaiindex.stanford.eduVisit source
- Reference 4INDEEDindeed.comVisit source
- Reference 5ECec.europa.euVisit source
- Reference 6GARTNERgartner.comVisit source
- Reference 7WEFORUMweforum.orgVisit source
- Reference 8ARXIVarxiv.orgVisit source
- Reference 9BUSINESSbusiness.adobe.comVisit source
- Reference 10GLASSDOORglassdoor.comVisit source
- Reference 11OREILLYoreilly.comVisit source
- Reference 12UPWORKupwork.comVisit source
- Reference 13QUANTUMCONSORTIUMquantumconsortium.orgVisit source
- Reference 14IDCidc.comVisit source
- Reference 15CYBERSECURITYVENTUREScybersecurityventures.comVisit source
- Reference 16STATISTAstatista.comVisit source
- Reference 17DELOITTEwww2.deloitte.comVisit source
- Reference 18HUGGINGFACEhuggingface.coVisit source
- Reference 19SCHOLARscholar.google.comVisit source
- Reference 20SEMIsemi.orgVisit source
- Reference 21CVPR2023cvpr2023.thecvf.comVisit source
- Reference 22HIMSShimss.orgVisit source
- Reference 23MCKINSEYmckinsey.comVisit source
- Reference 24OIIoii.ox.ac.ukVisit source
- Reference 25SCALEscale.comVisit source
- Reference 26PWCpwc.comVisit source
- Reference 27INTELintel.comVisit source
- Reference 28DATABRICKSdatabricks.comVisit source
- Reference 29LEVELSlevels.fyiVisit source
- Reference 30BUSINESSINSIDERbusinessinsider.comVisit source
- Reference 31STEPSTONEstepstone.deVisit source
- Reference 32COMPARABLYcomparably.comVisit source
- Reference 33ETHICALAISOCIETYethicalaisociety.orgVisit source
- Reference 34FIVERRfiverr.comVisit source
- Reference 35DICEdice.comVisit source
- Reference 36MTURKmturk.comVisit source
- Reference 37QUANTUMCOMPUTINGREPORTquantumcomputingreport.comVisit source
- Reference 38EMBEDDEDembedded.comVisit source
- Reference 39SANSsans.orgVisit source
- Reference 40EFINANCIALCAREERSefinancialcareers.comVisit source
- Reference 41DIGITAL-STRATEGYdigital-strategy.ec.europa.euVisit source
- Reference 42ANGELangel.coVisit source
- Reference 43INRIAinria.frVisit source
- Reference 44MEDSCAPEmedscape.comVisit source
- Reference 45TEAMBLINDteamblind.comVisit source
- Reference 46THEVERGEtheverge.comVisit source
- Reference 47UNITYunity.comVisit source
- Reference 48JOBSjobs.intel.comVisit source
- Reference 49GRANDVIEWRESEARCHgrandviewresearch.comVisit source
- Reference 50ETHICSINACTIONethicsinaction.ieee.orgVisit source
- Reference 51NEWZOOnewzoo.comVisit source
- Reference 52FORRESTERforrester.comVisit source
- Reference 53PMIpmi.orgVisit source
- Reference 54LABELBOXlabelbox.comVisit source
- Reference 55BCGbcg.comVisit source
- Reference 56MARKETSANDMARKETSmarketsandmarkets.comVisit source
- Reference 57RESEARCHresearch.aimultiple.comVisit source
- Reference 58CVPRcvpr.thecvf.comVisit source
- Reference 59ACCENTUREaccenture.comVisit source
- Reference 60ALLIEDMARKETRESEARCHalliedmarketresearch.comVisit source
- Reference 61PARTNERSHIPONAIpartnershiponai.orgVisit source
- Reference 62DARPAdarpa.milVisit source
- Reference 63BURNING-GLASSburning-glass.comVisit source
- Reference 64NATUREnature.comVisit source
- Reference 65SURVEYsurvey.stackoverflow.coVisit source
- Reference 66KDNUGGETSkdnuggets.comVisit source
- Reference 67ROBOTICSrobotics.orgVisit source
- Reference 68AIF360aif360.res.ibm.comVisit source
- Reference 69GITHUBgithub.comVisit source
- Reference 70MIDJOURNEYmidjourney.comVisit source
- Reference 71PRODUCTBOARDproductboard.comVisit source
- Reference 72DATACAMPdatacamp.comVisit source
- Reference 73APPENappen.comVisit source
- Reference 74QWORLDqworld.netVisit source
- Reference 75EDGEAIALLIANCEedgeaialliance.orgVisit source
- Reference 76OWASPowasp.orgVisit source
- Reference 77VOICEBOTvoicebot.aiVisit source
- Reference 78KAGGLEkaggle.comVisit source
- Reference 79DEVOPSdevops.comVisit source
- Reference 80OPENMINEDopenmined.orgVisit source
- Reference 81TOWARDSDATASCIENCEtowardsdatascience.comVisit source
- Reference 82SPECTRUMspectrum.ieee.orgVisit source
- Reference 83PAPERSWITHCODEpaperswithcode.comVisit source
- Reference 84HL7hl7.orgVisit source
- Reference 85JIGSAWjigsaw.google.comVisit source
- Reference 86DEVELOPERdeveloper.nvidia.comVisit source
- Reference 87NISTnist.govVisit source
- Reference 88MLOPSmlops.communityVisit source
- Reference 89NASSCOMnasscom.inVisit source
- Reference 90ACLANTHOLOGYaclanthology.orgVisit source
- Reference 91NCSESncses.nsf.govVisit source
- Reference 92WOMENINAIwomeninai.coVisit source
- Reference 93CRUNCHBASEcrunchbase.comVisit source
- Reference 94ENen.unesco.orgVisit source
- Reference 95HBRhbr.orgVisit source
- Reference 96CLOUDZEROcloudzero.comVisit source
- Reference 97REMOTASKSremotasks.comVisit source
- Reference 98QUANTUMTALENTquantumtalent.orgVisit source
- Reference 99MIITmiit.gov.cnVisit source
- Reference 100ISC2isc2.orgVisit source
- Reference 101STARTUPNATIONCENTRALstartupnationcentral.orgVisit source
- Reference 102THECITYUKthecityuk.comVisit source
- Reference 103ENISAenisa.europa.euVisit source
- Reference 104SCOPUSscopus.comVisit source
- Reference 105TSMCtsmc.comVisit source
- Reference 106NEURIPSneurips.ccVisit source
- Reference 107AMA-ASSNama-assn.orgVisit source
- Reference 108CBINSIGHTScbinsights.comVisit source
- Reference 109TRANSPARENCYtransparency.meta.comVisit source
- Reference 110ANDURILanduril.comVisit source
- Reference 111THOMSONREUTERSthomsonreuters.comVisit source






