{"h1":"Job groups most exposed to AI","faq":[{"a":"Computer and mathematical is the job group most exposed to AI: 38% of its tasks are ones an AI model could speed up and that show work-related use.","q":"Which job family ranks first: job groups most exposed to ai?"},{"a":"17 job families have at least 300 open roles, so the list has 17 entries.","q":"How many job families are ranked?"},{"a":"A job group's score is its observed AI exposure from the Anthropic Economic Index, labor market impacts (March 2026): the share of its tasks that an AI model could speed up and that show work-related use. The figure is the average across the occupations in the group. Exposure measures coverage of tasks, not job loss; it does not say a job will disappear. Only job groups with at least 300 of our open roles 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":"Computer and mathematical is the job group most exposed to AI: 38% of its tasks are ones an AI model could speed up and that show work-related use.","minN":300,"rows":[{"n":51517,"bar":1,"key":"soc:15","sub":"Job group","href":null,"name":"Computer and mathematical","rank":1,"stats":[{"label":"Our open roles","value":"51,517"},{"label":"Median posted pay","value":"$183k"},{"label":"Employment, 2022 to 2026","value":"+12.4%"}],"value":0.379,"change":null,"employers":[],"valueLabel":"38%"},{"n":16145,"bar":0.6226912928759895,"key":"soc:41","sub":"Job group","href":null,"name":"Sales and related","rank":2,"stats":[{"label":"Our open roles","value":"16,145"},{"label":"Median posted pay","value":"$120k"},{"label":"Employment, 2022 to 2026","value":"−1.6%"}],"value":0.236,"change":null,"employers":[],"valueLabel":"24%"},{"n":5556,"bar":0.5699208443271768,"key":"soc:23","sub":"Job group","href":null,"name":"Legal","rank":3,"stats":[{"label":"Our open roles","value":"5,556"},{"label":"Median posted pay","value":"$148k"},{"label":"Employment, 2022 to 2026","value":"−0.4%"}],"value":0.216,"change":null,"employers":[],"valueLabel":"22%"},{"n":7154,"bar":0.503957783641161,"key":"soc:43","sub":"Job group","href":null,"name":"Office and administrative support","rank":4,"stats":[{"label":"Our open roles","value":"7,154"},{"label":"Median posted pay","value":"$79k"},{"label":"Employment, 2022 to 2026","value":"+0.8%"}],"value":0.191,"change":null,"employers":[],"valueLabel":"19%"},{"n":41808,"bar":0.4670184696569921,"key":"soc:13","sub":"Job group","href":null,"name":"Business and financial operations","rank":5,"stats":[{"label":"Our open roles","value":"41,808"},{"label":"Median posted pay","value":"$103k"},{"label":"Employment, 2022 to 2026","value":"+10.8%"}],"value":0.177,"change":null,"employers":[],"valueLabel":"18%"},{"n":4892,"bar":0.3746701846965699,"key":"soc:27","sub":"Job group","href":null,"name":"Arts, design, entertainment and media","rank":6,"stats":[{"label":"Our open roles","value":"4,892"},{"label":"Median posted pay","value":"$150k"},{"label":"Employment, 2022 to 2026","value":"+1.3%"}],"value":0.142,"change":null,"employers":[],"valueLabel":"14%"},{"n":500,"bar":0.3403693931398417,"key":"soc:25","sub":"Job group","href":null,"name":"Education and library","rank":7,"stats":[{"label":"Our open roles","value":"500"},{"label":"Median posted pay","value":"$103k"},{"label":"Employment, 2022 to 2026","value":"+1.3%"}],"value":0.129,"change":null,"employers":[],"valueLabel":"13%"},{"n":3933,"bar":0.3218997361477572,"key":"soc:19","sub":"Job group","href":null,"name":"Life, physical and social science","rank":8,"stats":[{"label":"Our open roles","value":"3,933"},{"label":"Median posted 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posted pay","value":"$148k"},{"label":"Employment, 2022 to 2026","value":"+7.4%"}],"value":0.041,"change":null,"employers":[],"valueLabel":"4%"},{"n":32483,"bar":0.1002638522427441,"key":"soc:17","sub":"Job group","href":null,"name":"Architecture and engineering","rank":12,"stats":[{"label":"Our open roles","value":"32,483"},{"label":"Median posted pay","value":"$143k"},{"label":"Employment, 2022 to 2026","value":"+8.2%"}],"value":0.038,"change":null,"employers":[],"valueLabel":"4%"},{"n":306,"bar":0.05013192612137203,"key":"soc:39","sub":"Job group","href":null,"name":"Personal care and service","rank":13,"stats":[{"label":"Our open roles","value":"306"},{"label":"Median posted pay","value":"$117k"},{"label":"Employment, 2022 to 2026","value":"+2.1%"}],"value":0.019,"change":null,"employers":[],"valueLabel":"2%"},{"n":881,"bar":0.0316622691292876,"key":"soc:33","sub":"Job group","href":null,"name":"Protective service","rank":14,"stats":[{"label":"Our open roles","value":"881"},{"label":"Median posted pay","value":"$128k"},{"label":"Employment, 2022 to 2026","value":"+3.4%"}],"value":0.012,"change":null,"employers":[],"valueLabel":"1%"},{"n":1169,"bar":0.02110817941952507,"key":"soc:51","sub":"Job group","href":null,"name":"Production","rank":15,"stats":[{"label":"Our open roles","value":"1,169"},{"label":"Median posted pay","value":"$159k"},{"label":"Employment, 2022 to 2026","value":"−5.5%"}],"value":0.008,"change":null,"employers":[],"valueLabel":"1%"},{"n":739,"bar":0.01846965699208443,"key":"soc:49","sub":"Job group","href":null,"name":"Installation, maintenance and repair","rank":16,"stats":[{"label":"Our open roles","value":"739"},{"label":"Median posted pay","value":"$103k"},{"label":"Employment, 2022 to 2026","value":"+1.8%"}],"value":0.007,"change":null,"employers":[],"valueLabel":"1%"},{"n":494,"bar":0.0158311345646438,"key":"soc:53","sub":"Job group","href":null,"name":"Transportation and material moving","rank":17,"stats":[{"label":"Our open roles","value":"494"},{"label":"Median posted pay","value":"$118k"},{"label":"Employment, 2022 to 2026","value":"+1.9%"}],"value":0.006,"change":null,"employers":[],"valueLabel":"1%"}],"slug":"job-groups-most-exposed-to-ai","unit":"openings","scope":{"id":"us","kind":"national","name":"United States"},"title":"Job groups most exposed to AI","family":"AI and jobs","method":["A job group's score is its observed AI exposure from the Anthropic Economic Index, labor market impacts (March 2026): the share of its tasks that an AI model could speed up and that show work-related use. The figure is the average across the occupations in the group.","Exposure measures coverage of tasks, not job loss; it does not say a job will disappear. Only job groups with at least 300 of our open roles are ranked."],"builtAt":"2026-11-03T15:06:31.259Z","edition":"2026-11","measure":"aj_exposed","sources":["Anthropic Economic Index, labor market impacts (March 2026): observed AI exposure by occupation group","NextChapter job data: open professional roles and posted pay","Census Bureau Current Population Survey: employment change 2022 to 2026"],"baseline":null,"keyFacts":["#1 Computer and mathematical, Job group: 38%","#2 Sales and related, Job group: 24%","#3 Legal, Job group: 22%","17 job families ranked across all job groups","Data as of November 2026"],"placeNoun":"job families","commentary":["The lead is wide: Computer and mathematical (38%) is well clear of Community and social service at #10 (5%).","Community and social service reaches #10 on a sample of 471 open roles, a smaller market than most of the top ten, so its rank can move more from month to month.","Management is the largest market in the top ten, with 81,712 open roles behind its figure.","Job families with fewer than 300 open roles 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/job-groups-most-exposed-to-ai"}