{
  "name": "Level \"AI in your job\"",
  "description": "Share of job postings at each of the four AI levels, by job, for postings published in the last 90 days. Aggregates only.",
  "measured_at": "2026-10-27T11:35:51.357Z",
  "window_days": 90,
  "minimum_postings_per_job": 100,
  "license": "CC BY 4.0",
  "license_url": "https://creativecommons.org/licenses/by/4.0/",
  "attribution": "Source: Level (jobsbylevel.com)",
  "levels": [
    {
      "level": 4,
      "name": "Builds AI",
      "definition": "The job is building AI systems.",
      "minimum_rating": 80
    },
    {
      "level": 3,
      "name": "Works on AI",
      "definition": "The daily work is on AI products, without building the model.",
      "minimum_rating": 60
    },
    {
      "level": 2,
      "name": "Uses AI",
      "definition": "An ordinary role that requires AI tools.",
      "minimum_rating": 40
    },
    {
      "level": 1,
      "name": "Little AI",
      "definition": "AI is not part of the work.",
      "minimum_rating": 0
    }
  ],
  "jobs": [
    {
      "job": "Machine learning engineer",
      "job_slug": "machine-learning-engineer",
      "window_days": 90,
      "postings": 708,
      "builds_ai_postings": 644,
      "works_on_ai_postings": 6,
      "uses_ai_postings": 42,
      "little_ai_postings": 16,
      "builds_ai_share": 0.9096,
      "works_on_ai_share": 0.0085,
      "uses_ai_share": 0.0593,
      "little_ai_share": 0.0226,
      "uses_ai_or_higher_share": 0.9774,
      "previous_window_postings": 188,
      "previous_uses_ai_or_higher_share": 0.9628,
      "top_ai_skills": "PyTorch; TensorFlow; MLOps; scikit-learn; Fine-tuning",
      "median_starting_salary_usd_builds_ai": 190000,
      "median_starting_salary_usd_works_on_ai": null,
      "median_starting_salary_usd_uses_ai": null,
      "median_starting_salary_usd_little_ai": 184000,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "AI engineer",
      "job_slug": "ai-engineer",
      "window_days": 90,
      "postings": 862,
      "builds_ai_postings": 689,
      "works_on_ai_postings": 112,
      "uses_ai_postings": 24,
      "little_ai_postings": 37,
      "builds_ai_share": 0.7993,
      "works_on_ai_share": 0.1299,
      "uses_ai_share": 0.0278,
      "little_ai_share": 0.0429,
      "uses_ai_or_higher_share": 0.9571,
      "previous_window_postings": 185,
      "previous_uses_ai_or_higher_share": 0.9514,
      "top_ai_skills": "AI agents; RAG; AI safety; PyTorch; Prompt engineering",
      "median_starting_salary_usd_builds_ai": 195400,
      "median_starting_salary_usd_works_on_ai": 155000,
      "median_starting_salary_usd_uses_ai": null,
      "median_starting_salary_usd_little_ai": 125000,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "Applied scientist",
      "job_slug": "applied-scientist",
      "window_days": 90,
      "postings": 531,
      "builds_ai_postings": 494,
      "works_on_ai_postings": 5,
      "uses_ai_postings": 2,
      "little_ai_postings": 30,
      "builds_ai_share": 0.9303,
      "works_on_ai_share": 0.0094,
      "uses_ai_share": 0.0038,
      "little_ai_share": 0.0565,
      "uses_ai_or_higher_share": 0.9435,
      "previous_window_postings": 174,
      "previous_uses_ai_or_higher_share": 0.9253,
      "top_ai_skills": "PyTorch; TensorFlow; NLP; Computer vision; scikit-learn",
      "median_starting_salary_usd_builds_ai": 167100,
      "median_starting_salary_usd_works_on_ai": null,
      "median_starting_salary_usd_uses_ai": null,
      "median_starting_salary_usd_little_ai": 167100,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "Forward deployed engineer",
      "job_slug": "forward-deployed-engineer",
      "window_days": 90,
      "postings": 590,
      "builds_ai_postings": 158,
      "works_on_ai_postings": 316,
      "uses_ai_postings": 18,
      "little_ai_postings": 98,
      "builds_ai_share": 0.2678,
      "works_on_ai_share": 0.5356,
      "uses_ai_share": 0.0305,
      "little_ai_share": 0.1661,
      "uses_ai_or_higher_share": 0.8339,
      "previous_window_postings": 242,
      "previous_uses_ai_or_higher_share": 0.8678,
      "top_ai_skills": "AI agents; Prompt engineering; RAG; LangChain; Claude",
      "median_starting_salary_usd_builds_ai": 188500,
      "median_starting_salary_usd_works_on_ai": 177300,
      "median_starting_salary_usd_uses_ai": null,
      "median_starting_salary_usd_little_ai": 156000,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "Data scientist",
      "job_slug": "data-scientist",
      "window_days": 90,
      "postings": 1098,
      "builds_ai_postings": 667,
      "works_on_ai_postings": 146,
      "uses_ai_postings": 39,
      "little_ai_postings": 246,
      "builds_ai_share": 0.6075,
      "works_on_ai_share": 0.133,
      "uses_ai_share": 0.0355,
      "little_ai_share": 0.224,
      "uses_ai_or_higher_share": 0.776,
      "previous_window_postings": 234,
      "previous_uses_ai_or_higher_share": 0.6538,
      "top_ai_skills": "NLP; PyTorch; MLOps; scikit-learn; RAG",
      "median_starting_salary_usd_builds_ai": 148000,
      "median_starting_salary_usd_works_on_ai": 169575,
      "median_starting_salary_usd_uses_ai": 175100,
      "median_starting_salary_usd_little_ai": 159200,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "Research scientist",
      "job_slug": "research-scientist",
      "window_days": 90,
      "postings": 189,
      "builds_ai_postings": 129,
      "works_on_ai_postings": 6,
      "uses_ai_postings": 4,
      "little_ai_postings": 50,
      "builds_ai_share": 0.6825,
      "works_on_ai_share": 0.0317,
      "uses_ai_share": 0.0212,
      "little_ai_share": 0.2646,
      "uses_ai_or_higher_share": 0.7354,
      "previous_window_postings": 75,
      "previous_uses_ai_or_higher_share": 0.9733,
      "top_ai_skills": "PyTorch; Computer vision; TensorFlow; AI agents; Fine-tuning",
      "median_starting_salary_usd_builds_ai": 197000,
      "median_starting_salary_usd_works_on_ai": null,
      "median_starting_salary_usd_uses_ai": null,
      "median_starting_salary_usd_little_ai": 126000,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "Solutions architect",
      "job_slug": "solutions-architect",
      "window_days": 90,
      "postings": 1829,
      "builds_ai_postings": 48,
      "works_on_ai_postings": 760,
      "uses_ai_postings": 44,
      "little_ai_postings": 977,
      "builds_ai_share": 0.0262,
      "works_on_ai_share": 0.4155,
      "uses_ai_share": 0.0241,
      "little_ai_share": 0.5342,
      "uses_ai_or_higher_share": 0.4658,
      "previous_window_postings": 538,
      "previous_uses_ai_or_higher_share": 0.4777,
      "top_ai_skills": "RAG; AI agents; Fine-tuning; MLOps; PyTorch",
      "median_starting_salary_usd_builds_ai": 183400,
      "median_starting_salary_usd_works_on_ai": 176600,
      "median_starting_salary_usd_uses_ai": 168000,
      "median_starting_salary_usd_little_ai": 153600,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "Product manager",
      "job_slug": "product-manager",
      "window_days": 90,
      "postings": 3303,
      "builds_ai_postings": 28,
      "works_on_ai_postings": 1165,
      "uses_ai_postings": 163,
      "little_ai_postings": 1947,
      "builds_ai_share": 0.0085,
      "works_on_ai_share": 0.3527,
      "uses_ai_share": 0.0493,
      "little_ai_share": 0.5895,
      "uses_ai_or_higher_share": 0.4105,
      "previous_window_postings": 758,
      "previous_uses_ai_or_higher_share": 0.4763,
      "top_ai_skills": "AI agents; Claude; AI safety; AI evaluation; Cursor",
      "median_starting_salary_usd_builds_ai": 208000,
      "median_starting_salary_usd_works_on_ai": 173900,
      "median_starting_salary_usd_uses_ai": 167700,
      "median_starting_salary_usd_little_ai": 160000,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "Data engineer",
      "job_slug": "data-engineer",
      "window_days": 90,
      "postings": 1375,
      "builds_ai_postings": 32,
      "works_on_ai_postings": 455,
      "uses_ai_postings": 68,
      "little_ai_postings": 820,
      "builds_ai_share": 0.0233,
      "works_on_ai_share": 0.3309,
      "uses_ai_share": 0.0495,
      "little_ai_share": 0.5964,
      "uses_ai_or_higher_share": 0.4036,
      "previous_window_postings": 198,
      "previous_uses_ai_or_higher_share": 0.3586,
      "top_ai_skills": "AI agents; RAG; Copilot; MLOps; Claude",
      "median_starting_salary_usd_builds_ai": null,
      "median_starting_salary_usd_works_on_ai": 140000,
      "median_starting_salary_usd_uses_ai": 155000,
      "median_starting_salary_usd_little_ai": 140000,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "Software engineer",
      "job_slug": "software-engineer",
      "window_days": 90,
      "postings": 12326,
      "builds_ai_postings": 1703,
      "works_on_ai_postings": 1443,
      "uses_ai_postings": 1177,
      "little_ai_postings": 8003,
      "builds_ai_share": 0.1382,
      "works_on_ai_share": 0.1171,
      "uses_ai_share": 0.0955,
      "little_ai_share": 0.6493,
      "uses_ai_or_higher_share": 0.3507,
      "previous_window_postings": 3002,
      "previous_uses_ai_or_higher_share": 0.3321,
      "top_ai_skills": "AI agents; Claude; Copilot; RAG; Cursor",
      "median_starting_salary_usd_builds_ai": 168100,
      "median_starting_salary_usd_works_on_ai": 168100,
      "median_starting_salary_usd_uses_ai": 158000,
      "median_starting_salary_usd_little_ai": 161000,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "Marketing",
      "job_slug": "marketing",
      "window_days": 90,
      "postings": 4689,
      "builds_ai_postings": 24,
      "works_on_ai_postings": 457,
      "uses_ai_postings": 497,
      "little_ai_postings": 3711,
      "builds_ai_share": 0.0051,
      "works_on_ai_share": 0.0975,
      "uses_ai_share": 0.106,
      "little_ai_share": 0.7914,
      "uses_ai_or_higher_share": 0.2086,
      "previous_window_postings": 735,
      "previous_uses_ai_or_higher_share": 0.2667,
      "top_ai_skills": "AI agents; Claude; ChatGPT; Copilot; Gemini",
      "median_starting_salary_usd_builds_ai": 167100,
      "median_starting_salary_usd_works_on_ai": 163000,
      "median_starting_salary_usd_uses_ai": 141000,
      "median_starting_salary_usd_little_ai": 142800,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "Data analyst",
      "job_slug": "data-analyst",
      "window_days": 90,
      "postings": 622,
      "builds_ai_postings": 2,
      "works_on_ai_postings": 65,
      "uses_ai_postings": 60,
      "little_ai_postings": 495,
      "builds_ai_share": 0.0032,
      "works_on_ai_share": 0.1045,
      "uses_ai_share": 0.0965,
      "little_ai_share": 0.7958,
      "uses_ai_or_higher_share": 0.2042,
      "previous_window_postings": 104,
      "previous_uses_ai_or_higher_share": 0.1538,
      "top_ai_skills": "AI agents; Claude; Claude Code; Copilot; Cursor",
      "median_starting_salary_usd_builds_ai": null,
      "median_starting_salary_usd_works_on_ai": 128800,
      "median_starting_salary_usd_uses_ai": 111160,
      "median_starting_salary_usd_little_ai": 110000,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "Cybersecurity",
      "job_slug": "cybersecurity",
      "window_days": 90,
      "postings": 2564,
      "builds_ai_postings": 65,
      "works_on_ai_postings": 267,
      "uses_ai_postings": 139,
      "little_ai_postings": 2093,
      "builds_ai_share": 0.0254,
      "works_on_ai_share": 0.1041,
      "uses_ai_share": 0.0542,
      "little_ai_share": 0.8163,
      "uses_ai_or_higher_share": 0.1837,
      "previous_window_postings": 480,
      "previous_uses_ai_or_higher_share": 0.175,
      "top_ai_skills": "AI agents; AI safety; RAG; Claude; Copilot",
      "median_starting_salary_usd_builds_ai": 178400,
      "median_starting_salary_usd_works_on_ai": 178400,
      "median_starting_salary_usd_uses_ai": 166500,
      "median_starting_salary_usd_little_ai": 159300,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "Business analyst",
      "job_slug": "business-analyst",
      "window_days": 90,
      "postings": 1063,
      "builds_ai_postings": 1,
      "works_on_ai_postings": 69,
      "uses_ai_postings": 76,
      "little_ai_postings": 917,
      "builds_ai_share": 0.0009,
      "works_on_ai_share": 0.0649,
      "uses_ai_share": 0.0715,
      "little_ai_share": 0.8627,
      "uses_ai_or_higher_share": 0.1373,
      "previous_window_postings": 161,
      "previous_uses_ai_or_higher_share": 0.1056,
      "top_ai_skills": "Copilot; AI agents; Claude; AI safety; ChatGPT",
      "median_starting_salary_usd_builds_ai": null,
      "median_starting_salary_usd_works_on_ai": 122000,
      "median_starting_salary_usd_uses_ai": 98500,
      "median_starting_salary_usd_little_ai": 90500,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "Consultant",
      "job_slug": "consultant",
      "window_days": 90,
      "postings": 3871,
      "builds_ai_postings": 49,
      "works_on_ai_postings": 316,
      "uses_ai_postings": 150,
      "little_ai_postings": 3356,
      "builds_ai_share": 0.0127,
      "works_on_ai_share": 0.0816,
      "uses_ai_share": 0.0387,
      "little_ai_share": 0.867,
      "uses_ai_or_higher_share": 0.133,
      "previous_window_postings": 665,
      "previous_uses_ai_or_higher_share": 0.185,
      "top_ai_skills": "AI agents; Copilot; Claude; RAG; Prompt engineering",
      "median_starting_salary_usd_builds_ai": 147350,
      "median_starting_salary_usd_works_on_ai": 151000,
      "median_starting_salary_usd_uses_ai": 129000,
      "median_starting_salary_usd_little_ai": 120000,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "Customer service",
      "job_slug": "customer-service",
      "window_days": 90,
      "postings": 3960,
      "builds_ai_postings": 14,
      "works_on_ai_postings": 266,
      "uses_ai_postings": 120,
      "little_ai_postings": 3560,
      "builds_ai_share": 0.0035,
      "works_on_ai_share": 0.0672,
      "uses_ai_share": 0.0303,
      "little_ai_share": 0.899,
      "uses_ai_or_higher_share": 0.101,
      "previous_window_postings": 507,
      "previous_uses_ai_or_higher_share": 0.1775,
      "top_ai_skills": "AI agents; Claude; Prompt engineering; AI safety; Copilot",
      "median_starting_salary_usd_builds_ai": 143700,
      "median_starting_salary_usd_works_on_ai": 160000,
      "median_starting_salary_usd_uses_ai": 110330,
      "median_starting_salary_usd_little_ai": 89600,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "Sales",
      "job_slug": "sales",
      "window_days": 90,
      "postings": 18576,
      "builds_ai_postings": 7,
      "works_on_ai_postings": 1087,
      "uses_ai_postings": 748,
      "little_ai_postings": 16734,
      "builds_ai_share": 0.0004,
      "works_on_ai_share": 0.0585,
      "uses_ai_share": 0.0403,
      "little_ai_share": 0.9008,
      "uses_ai_or_higher_share": 0.0992,
      "previous_window_postings": 3128,
      "previous_uses_ai_or_higher_share": 0.1493,
      "top_ai_skills": "AI agents; AI safety; Claude; ChatGPT; RAG",
      "median_starting_salary_usd_builds_ai": null,
      "median_starting_salary_usd_works_on_ai": 193125,
      "median_starting_salary_usd_uses_ai": 134000,
      "median_starting_salary_usd_little_ai": 134000,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "HR",
      "job_slug": "human-resources",
      "window_days": 90,
      "postings": 3861,
      "builds_ai_postings": 23,
      "works_on_ai_postings": 70,
      "uses_ai_postings": 280,
      "little_ai_postings": 3488,
      "builds_ai_share": 0.006,
      "works_on_ai_share": 0.0181,
      "uses_ai_share": 0.0725,
      "little_ai_share": 0.9034,
      "uses_ai_or_higher_share": 0.0966,
      "previous_window_postings": 648,
      "previous_uses_ai_or_higher_share": 0.0957,
      "top_ai_skills": "AI agents; Computer vision; Claude; AI safety; Copilot",
      "median_starting_salary_usd_builds_ai": 135660,
      "median_starting_salary_usd_works_on_ai": 159000,
      "median_starting_salary_usd_uses_ai": 130000,
      "median_starting_salary_usd_little_ai": 119000,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "Finance",
      "job_slug": "finance",
      "window_days": 90,
      "postings": 6068,
      "builds_ai_postings": 4,
      "works_on_ai_postings": 125,
      "uses_ai_postings": 353,
      "little_ai_postings": 5586,
      "builds_ai_share": 0.0007,
      "works_on_ai_share": 0.0206,
      "uses_ai_share": 0.0582,
      "little_ai_share": 0.9206,
      "uses_ai_or_higher_share": 0.0794,
      "previous_window_postings": 817,
      "previous_uses_ai_or_higher_share": 0.1077,
      "top_ai_skills": "AI agents; Claude; Copilot; AI safety; ChatGPT",
      "median_starting_salary_usd_builds_ai": null,
      "median_starting_salary_usd_works_on_ai": 160000,
      "median_starting_salary_usd_uses_ai": 110500,
      "median_starting_salary_usd_little_ai": 107400,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "Project manager",
      "job_slug": "project-manager",
      "window_days": 90,
      "postings": 1869,
      "builds_ai_postings": 1,
      "works_on_ai_postings": 49,
      "uses_ai_postings": 76,
      "little_ai_postings": 1743,
      "builds_ai_share": 0.0005,
      "works_on_ai_share": 0.0262,
      "uses_ai_share": 0.0407,
      "little_ai_share": 0.9326,
      "uses_ai_or_higher_share": 0.0674,
      "previous_window_postings": 220,
      "previous_uses_ai_or_higher_share": 0.0591,
      "top_ai_skills": "AI agents; Copilot; AI safety; Prompt engineering; Claude",
      "median_starting_salary_usd_builds_ai": null,
      "median_starting_salary_usd_works_on_ai": null,
      "median_starting_salary_usd_uses_ai": 114650,
      "median_starting_salary_usd_little_ai": 111300,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    },
    {
      "job": "Accountant",
      "job_slug": "accountant",
      "window_days": 90,
      "postings": 1977,
      "builds_ai_postings": 1,
      "works_on_ai_postings": 21,
      "uses_ai_postings": 92,
      "little_ai_postings": 1863,
      "builds_ai_share": 0.0005,
      "works_on_ai_share": 0.0106,
      "uses_ai_share": 0.0465,
      "little_ai_share": 0.9423,
      "uses_ai_or_higher_share": 0.0577,
      "previous_window_postings": 235,
      "previous_uses_ai_or_higher_share": 0.0894,
      "top_ai_skills": "AI agents; Claude; Copilot; AI safety; Computer vision",
      "median_starting_salary_usd_builds_ai": null,
      "median_starting_salary_usd_works_on_ai": 154000,
      "median_starting_salary_usd_uses_ai": 120000,
      "median_starting_salary_usd_little_ai": 110000,
      "measured_at": "2026-10-27T11:35:51.357Z",
      "license": "CC BY 4.0",
      "attribution": "Source: Level (jobsbylevel.com)"
    }
  ]
}