{"h1":"Most requested AI skills in data and analytics jobs","faq":[{"a":"Machine learning engineering is the most requested AI skill in data and analytics jobs: it is named in 17.2% of openings.","q":"Which skill ranks first: most requested ai skills in data and analytics jobs?"},{"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 data and analytics 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":"Machine learning engineering is the most requested AI skill in data and analytics jobs: it is named in 17.2% of openings.","minN":30,"rows":[{"n":3560,"key":"skill:b_ml_general","sub":"Building AI systems","href":null,"name":"Machine learning engineering","rank":1,"stats":[{"label":"Openings naming it","value":"3,560"},{"label":"Median posted pay with it","value":"$215k"},{"label":"Pay against all data and analytics openings","value":"+17%"}],"value":0.1721719785268656,"change":null,"employers":[],"valueLabel":"17.2%"},{"n":3331,"key":"skill:b_llm_eng","sub":"Building AI systems","href":null,"name":"LLM application engineering","rank":2,"stats":[{"label":"Openings naming it","value":"3,331"},{"label":"Median posted pay with it","value":"$215k"},{"label":"Pay against all data and analytics 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cases","rank":10,"stats":[{"label":"Openings naming it","value":"1,323"},{"label":"Median posted pay with it","value":"$214k"},{"label":"Pay against all data and analytics openings","value":"+16%"}],"value":0.06398413696377618,"change":null,"employers":[],"valueLabel":"6.4%"},{"n":1186,"key":"skill:b_eval","sub":"Building AI systems","href":null,"name":"AI evaluation and guardrails","rank":11,"stats":[{"label":"Openings naming it","value":"1,186"},{"label":"Median posted pay with it","value":"$222k"},{"label":"Pay against all data and analytics openings","value":"+21%"}],"value":0.05735841756541084,"change":null,"employers":[],"valueLabel":"5.7%"},{"n":1017,"key":"skill:l_responsible","sub":"Leading AI","href":null,"name":"Responsible AI","rank":12,"stats":[{"label":"Openings naming it","value":"1,017"},{"label":"Median posted pay with it","value":"$200k"},{"label":"Pay against all data and analytics 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it","value":"354"},{"label":"Median posted pay with it","value":"$186k"},{"label":"Pay against all data and analytics openings","value":"+1%"}],"value":0.01712047202205349,"change":null,"employers":[],"valueLabel":"1.7%"},{"n":316,"key":"skill:a_automation_tools","sub":"Using AI in your work","href":null,"name":"Automation platforms (Zapier, n8n, Power Automate)","rank":21,"stats":[{"label":"Openings naming it","value":"316"},{"label":"Median posted pay with it","value":"$160k"},{"label":"Pay against all data and analytics openings","value":"−13%"}],"value":0.01528268124002515,"change":null,"employers":[],"valueLabel":"1.5%"},{"n":135,"key":"skill:a_enterprise_ai","sub":"Using AI in your work","href":null,"name":"AI in business apps (Agentforce, Now Assist)","rank":22,"stats":[{"label":"Openings naming it","value":"135"},{"label":"Median posted pay with it","value":"$195k"},{"label":"Pay against all data and analytics openings","value":"+6%"}],"value":0.006528993567732263,"change":null,"employers":[],"valueLabel":"0.65%"},{"n":107,"key":"skill:a_creative","sub":"Using AI in your work","href":null,"name":"Gen-AI content tools","rank":23,"stats":[{"label":"Openings naming it","value":"107"},{"label":"Median posted pay with it","value":"$187k"},{"label":"Pay against all data and analytics openings","value":"+2%"}],"value":0.005174831938869275,"change":null,"employers":[],"valueLabel":"0.52%"},{"n":95,"key":"skill:l_ai_product","sub":"Leading AI","href":null,"name":"AI product management","rank":24,"stats":[{"label":"Openings naming it","value":"95"},{"label":"Median posted pay with it","value":"Not enough pay data"},{"label":"Share of openings","value":"0.46%"}],"value":0.004594476955070852,"change":null,"employers":[],"valueLabel":"0.46%"}],"slug":"ai-skills-most-requested-in-data-and-analytics-jobs","unit":"openings","scope":{"id":"us","kind":"national","name":"United States"},"title":"Most requested AI skills in data and analytics jobs","family":"AI skills","method":["A AI skill's score is the share of data and analytics 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 Machine learning engineering, Building AI systems: 17.2%","#2 LLM application engineering, Building AI systems: 16.1%","#3 AI workflow automation, Using AI in your work: 14.6%","24 skills ranked across data and analytics jobs","Data as of November 2026"],"placeNoun":"skills","commentary":["The lead is wide: Machine learning engineering (17.2%) is well clear of AI strategy and use cases at #10 (6.4%).","Machine learning engineering is the largest market in the top ten, with 3,560 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/ai-skills-most-requested-in-data-and-analytics-jobs"}