{"h1":"Most requested AI skills in job postings","faq":[{"a":"AI tools in daily work is the most requested AI skill in job postings across all job families: it is named in 5.6% of openings.","q":"Which skill ranks first: most requested ai skills in job postings?"},{"a":"24 skills have at least 30 openings, so the list has 24 entries.","q":"How many skills are ranked?"},{"a":"A AI skill's score is the share of open professional roles whose posting names it, read by our AI-skill tagger from the full posting text across 24 AI skills in three groups: using AI in your work, leading AI, and building AI systems. Only skills named in at least 30 openings are ranked.","q":"How is the ranking calculated?"},{"a":"Every month. This is the November 2026 edition. Older editions stay on this site at their own dated addresses.","q":"How often is it updated?"}],"lead":"AI tools in daily work is the most requested AI skill in job postings across all job families: it is named in 5.6% of openings.","minN":30,"rows":[{"n":19938,"key":"skill:a_tool_use","sub":"Using AI in your work","href":null,"name":"AI tools in daily work","rank":1,"stats":[{"label":"Openings naming it","value":"19,938"},{"label":"Median posted pay with it","value":"$180k"},{"label":"Pay against all openings","value":"+20%"}],"value":0.05614582482660351,"change":null,"employers":[],"valueLabel":"5.6%"},{"n":10881,"key":"skill:a_agentic_automation","sub":"Using AI in your work","href":null,"name":"AI workflow automation","rank":2,"stats":[{"label":"Openings naming it","value":"10,881"},{"label":"Median posted pay with it","value":"$203k"},{"label":"Pay against all openings","value":"+35%"}],"value":0.03064112347970071,"change":null,"employers":[],"valueLabel":"3.1%"},{"n":8707,"key":"skill:b_llm_eng","sub":"Building AI systems","href":null,"name":"LLM application engineering","rank":3,"stats":[{"label":"Openings naming it","value":"8,707"},{"label":"Median posted pay with it","value":"$210k"},{"label":"Pay against all openings","value":"+40%"}],"value":0.02451909402975408,"change":null,"employers":[],"valueLabel":"2.5%"},{"n":5068,"key":"skill:b_ml_general","sub":"Building AI systems","href":null,"name":"Machine learning engineering","rank":4,"stats":[{"label":"Openings naming it","value":"5,068"},{"label":"Median posted pay with it","value":"$215k"},{"label":"Pay against all openings","value":"+43%"}],"value":0.0142715939523135,"change":null,"employers":[],"valueLabel":"1.4%"},{"n":4739,"key":"skill:b_model_training","sub":"Building AI systems","href":null,"name":"Model training and deep learning","rank":5,"stats":[{"label":"Openings naming it","value":"4,739"},{"label":"Median posted pay with it","value":"$223k"},{"label":"Pay against all openings","value":"+48%"}],"value":0.0133451230741937,"change":null,"employers":[],"valueLabel":"1.3%"},{"n":4367,"key":"skill:a_coding_assist","sub":"Using AI in your work","href":null,"name":"AI coding assistants","rank":6,"stats":[{"label":"Openings naming it","value":"4,367"},{"label":"Median posted pay with it","value":"$200k"},{"label":"Pay against all openings","value":"+33%"}],"value":0.01229756329710992,"change":null,"employers":[],"valueLabel":"1.2%"},{"n":3946,"key":"skill:l_governance","sub":"Leading AI","href":null,"name":"AI governance and risk","rank":7,"stats":[{"label":"Openings naming it","value":"3,946"},{"label":"Median posted pay with it","value":"$206k"},{"label":"Pay against all openings","value":"+38%"}],"value":0.01111201849562531,"change":null,"employers":[],"valueLabel":"1.1%"},{"n":3911,"key":"skill:b_mlops","sub":"Building AI systems","href":null,"name":"MLOps","rank":8,"stats":[{"label":"Openings naming it","value":"3,911"},{"label":"Median posted pay with it","value":"$216k"},{"label":"Pay against all openings","value":"+44%"}],"value":0.01101345776391044,"change":null,"employers":[],"valueLabel":"1.1%"},{"n":3438,"key":"skill:a_assistants","sub":"Using AI in your work","href":null,"name":"Gen-AI assistants (ChatGPT, Copilot, Claude)","rank":9,"stats":[{"label":"Openings naming it","value":"3,438"},{"label":"Median posted pay with it","value":"$175k"},{"label":"Pay against all openings","value":"+17%"}],"value":0.009681479875306594,"change":null,"employers":[],"valueLabel":"0.97%"},{"n":3063,"key":"skill:l_strategy","sub":"Leading AI","href":null,"name":"AI strategy and use cases","rank":10,"stats":[{"label":"Openings naming it","value":"3,063"},{"label":"Median posted pay with it","value":"$214k"},{"label":"Pay against all openings","value":"+43%"}],"value":0.008625472035504391,"change":null,"employers":[],"valueLabel":"0.86%"},{"n":2875,"key":"skill:l_transformation","sub":"Leading AI","href":null,"name":"AI adoption and change management","rank":11,"stats":[{"label":"Openings naming it","value":"2,875"},{"label":"Median posted pay with it","value":"$210k"},{"label":"Pay against all openings","value":"+40%"}],"value":0.00809606010515022,"change":null,"employers":[],"valueLabel":"0.81%"},{"n":2776,"key":"skill:b_rag","sub":"Building AI systems","href":null,"name":"RAG and vector search","rank":12,"stats":[{"label":"Openings naming it","value":"2,776"},{"label":"Median posted pay with it","value":"$203k"},{"label":"Pay against all openings","value":"+35%"}],"value":0.00781727403544244,"change":null,"employers":[],"valueLabel":"0.78%"},{"n":2456,"key":"skill:l_responsible","sub":"Leading AI","href":null,"name":"Responsible AI","rank":13,"stats":[{"label":"Openings naming it","value":"2,456"},{"label":"Median posted pay with it","value":"$193k"},{"label":"Pay against all openings","value":"+29%"}],"value":0.006916147345477893,"change":null,"employers":[],"valueLabel":"0.69%"},{"n":2388,"key":"skill:b_eval","sub":"Building AI systems","href":null,"name":"AI evaluation and guardrails","rank":14,"stats":[{"label":"Openings naming it","value":"2,388"},{"label":"Median posted pay with it","value":"$220k"},{"label":"Pay against all openings","value":"+46%"}],"value":0.006724657923860427,"change":null,"employers":[],"valueLabel":"0.67%"},{"n":2308,"key":"skill:b_ml_frameworks","sub":"Building AI systems","href":null,"name":"ML frameworks (PyTorch, TensorFlow)","rank":15,"stats":[{"label":"Openings naming it","value":"2,308"},{"label":"Median posted pay with it","value":"$224k"},{"label":"Pay against all openings","value":"+49%"}],"value":0.00649937625136929,"change":null,"employers":[],"valueLabel":"0.65%"},{"n":1811,"key":"skill:a_prompt","sub":"Using AI in your work","href":null,"name":"Prompt design","rank":16,"stats":[{"label":"Openings naming it","value":"1,811"},{"label":"Median posted pay with it","value":"$198k"},{"label":"Pay against all openings","value":"+32%"}],"value":0.005099813861018104,"change":null,"employers":[],"valueLabel":"0.51%"},{"n":1447,"key":"skill:l_ai_product","sub":"Leading AI","href":null,"name":"AI product management","rank":17,"stats":[{"label":"Openings naming it","value":"1,447"},{"label":"Median posted pay with it","value":"$215k"},{"label":"Pay against all openings","value":"+43%"}],"value":0.004074782251183432,"change":null,"employers":[],"valueLabel":"0.41%"},{"n":1334,"key":"skill:b_gpu","sub":"Building AI systems","href":null,"name":"GPU and CUDA","rank":18,"stats":[{"label":"Openings naming it","value":"1,334"},{"label":"Median posted pay with it","value":"$240k"},{"label":"Pay against all openings","value":"+60%"}],"value":0.003756571888789702,"change":null,"employers":[],"valueLabel":"0.38%"},{"n":1269,"key":"skill:a_ai_analytics","sub":"Using AI in your work","href":null,"name":"AI-enabled analytics","rank":19,"stats":[{"label":"Openings naming it","value":"1,269"},{"label":"Median posted pay with it","value":"$178k"},{"label":"Pay against all openings","value":"+18%"}],"value":0.003573530529890654,"change":null,"employers":[],"valueLabel":"0.36%"},{"n":1178,"key":"skill:a_automation_tools","sub":"Using AI in your work","href":null,"name":"Automation platforms (Zapier, n8n, Power Automate)","rank":20,"stats":[{"label":"Openings naming it","value":"1,178"},{"label":"Median posted pay with it","value":"$168k"},{"label":"Pay against all openings","value":"+12%"}],"value":0.003317272627431986,"change":null,"employers":[],"valueLabel":"0.33%"},{"n":883,"key":"skill:a_creative","sub":"Using AI in your work","href":null,"name":"Gen-AI content tools","rank":21,"stats":[{"label":"Openings naming it","value":"883"},{"label":"Median posted pay with it","value":"$170k"},{"label":"Pay against all openings","value":"+13%"}],"value":0.00248654646012092,"change":null,"employers":[],"valueLabel":"0.25%"},{"n":758,"key":"skill:b_finetune","sub":"Building AI systems","href":null,"name":"Model fine-tuning","rank":22,"stats":[{"label":"Openings naming it","value":"758"},{"label":"Median posted pay with it","value":"$238k"},{"label":"Pay against all openings","value":"+58%"}],"value":0.002134543846853519,"change":null,"employers":[],"valueLabel":"0.21%"},{"n":700,"key":"skill:l_ai_org_lead","sub":"Leading AI","href":null,"name":"Leading AI teams","rank":23,"stats":[{"label":"Openings naming it","value":"700"},{"label":"Median posted pay with it","value":"$242k"},{"label":"Pay against all openings","value":"+61%"}],"value":0.001971214634297445,"change":null,"employers":[],"valueLabel":"0.20%"},{"n":690,"key":"skill:a_enterprise_ai","sub":"Using AI in your work","href":null,"name":"AI in business apps (Agentforce, Now Assist)","rank":24,"stats":[{"label":"Openings naming it","value":"690"},{"label":"Median posted pay with it","value":"$180k"},{"label":"Pay against all openings","value":"+20%"}],"value":0.001943054425236053,"change":null,"employers":[],"valueLabel":"0.19%"}],"slug":"most-requested-ai-skills","unit":"openings","scope":{"id":"us","kind":"national","name":"United States"},"title":"Most requested AI skills in job postings","family":"AI skills","method":["A AI skill's score is the share of open professional roles whose posting names it, read by our AI-skill tagger from the full posting text across 24 AI skills in three groups: using AI in your work, leading AI, and building AI systems.","Only skills named in at least 30 openings are ranked."],"builtAt":"2026-11-02T22:07:31.247Z","edition":"2026-11","measure":"aiskills","sources":["NextChapter job data: open professional roles on employer career sites, verified in the last week"],"baseline":null,"keyFacts":["#1 AI tools in daily work, Using AI in your work: 5.6%","#2 AI workflow automation, Using AI in your work: 3.1%","#3 LLM application engineering, Building AI systems: 2.5%","24 skills ranked across all job families","Data as of November 2026"],"placeNoun":"skills","commentary":["The lead is wide: AI tools in daily work (5.6%) is well clear of AI strategy and use cases at #10 (0.86%).","AI tools in daily work is the largest market in the top ten, with 19,938 openings behind its figure.","Skills with fewer than 30 openings are not ranked, and small differences between neighbouring ranks are not meaningful."],"license":"Free to use and share with a link to https://launchyournextchapter.com/rankings/most-requested-ai-skills"}