{
  "name": "Orbyt Title-to-SOC Crosswalk",
  "url": "https://www.orbytjobs.ai/salaries#title-soc-crosswalk",
  "what": "Every job title in Orbyt's salary catalog mapped to a U.S. Bureau of Labor Statistics Standard Occupational Classification (SOC) code, with the published BLS national median wage for each occupation from the two most recent Occupational Employment and Wage Statistics releases.",
  "method": "Title-to-SOC assignments are Orbyt's editorial mapping, maintained as the single role-to-occupation source in the Orbyt role taxonomy. National wage figures are cells from the named BLS OEWS releases, carried unmodified; occupations whose published sample falls below BLS's own reliability floor carry null.",
  "caveat": "BLS publishes wages per occupation code, not per job title, so titles sharing a SOC share one published wage and this crosswalk cannot differentiate pay between titles within a code. The Bureau of Labor Statistics does not encourage the use of OEWS data for time-series analysis.",
  "license": "CC BY 4.0, attribution required",
  "cite_as": "Orbyt Title-to-SOC Crosswalk (2026-08-12), https://www.orbytjobs.ai/salaries#title-soc-crosswalk",
  "generated_at": "2026-08-12T06:51:57.853Z",
  "bls_releases": {
    "current": "May 2025 release",
    "prior": "May 2024 release"
  },
  "counts": {
    "titles": 3445,
    "soc_codes": 173,
    "ai_classified_titles": 687,
    "socs_with_published_national_wage": 173
  },
  "soc_summary": [
    {
      "soc": "15-1252",
      "soc_title": "Software Developers",
      "titles_count": 1399,
      "national_median_current": 135980,
      "national_median_prior": 133080,
      "employed_workers_n": 1687890,
      "source_url": "https://www.bls.gov/oes/current/oes151252.htm"
    },
    {
      "soc": "15-2051",
      "soc_title": "Data Scientists",
      "titles_count": 251,
      "national_median_current": 120230,
      "national_median_prior": 112590,
      "employed_workers_n": 262440,
      "source_url": "https://www.bls.gov/oes/current/oes152051.htm"
    },
    {
      "soc": "11-3021",
      "soc_title": "Computer and Information Systems Managers",
      "titles_count": 228,
      "national_median_current": 175140,
      "national_median_prior": 171200,
      "employed_workers_n": 670570,
      "source_url": "https://www.bls.gov/oes/current/oes113021.htm"
    },
    {
      "soc": "15-1212",
      "soc_title": "Information Security Analysts",
      "titles_count": 161,
      "national_median_current": 129180,
      "national_median_prior": 124910,
      "employed_workers_n": 190650,
      "source_url": "https://www.bls.gov/oes/current/oes151212.htm"
    },
    {
      "soc": "15-1255",
      "soc_title": "Web and Digital Interface Designers",
      "titles_count": 88,
      "national_median_current": 104000,
      "national_median_prior": 98090,
      "employed_workers_n": 113330,
      "source_url": "https://www.bls.gov/oes/current/oes151255.htm"
    },
    {
      "soc": "13-1082",
      "soc_title": "Project Management Specialists",
      "titles_count": 72,
      "national_median_current": 102320,
      "national_median_prior": 100750,
      "employed_workers_n": 1066670,
      "source_url": "https://www.bls.gov/oes/current/oes131082.htm"
    },
    {
      "soc": "15-1253",
      "soc_title": "Software Quality Assurance Analysts and Testers",
      "titles_count": 61,
      "national_median_current": 104300,
      "national_median_prior": 102610,
      "employed_workers_n": 186740,
      "source_url": "https://www.bls.gov/oes/current/oes151253.htm"
    },
    {
      "soc": "11-2021",
      "soc_title": "Marketing Managers",
      "titles_count": 60,
      "national_median_current": 166790,
      "national_median_prior": 161030,
      "employed_workers_n": 395240,
      "source_url": "https://www.bls.gov/oes/current/oes112021.htm"
    },
    {
      "soc": "13-1111",
      "soc_title": "Management Analysts",
      "titles_count": 60,
      "national_median_current": 101860,
      "national_median_prior": 101190,
      "employed_workers_n": 898280,
      "source_url": "https://www.bls.gov/oes/current/oes131111.htm"
    },
    {
      "soc": "15-1221",
      "soc_title": "Computer and Information Research Scientists",
      "titles_count": 52,
      "national_median_current": 140300,
      "national_median_prior": 140910,
      "employed_workers_n": 37200,
      "source_url": "https://www.bls.gov/oes/current/oes151221.htm"
    },
    {
      "soc": "11-9199",
      "soc_title": "Managers, All Other",
      "titles_count": 49,
      "national_median_current": 141900,
      "national_median_prior": 136550,
      "employed_workers_n": 622190,
      "source_url": "https://www.bls.gov/oes/current/oes119199.htm"
    },
    {
      "soc": "15-1243",
      "soc_title": "Database Architects",
      "titles_count": 49,
      "national_median_current": 139500,
      "national_median_prior": 135980,
      "employed_workers_n": 67140,
      "source_url": "https://www.bls.gov/oes/current/oes151243.htm"
    },
    {
      "soc": "11-1011",
      "soc_title": "Chief Executives",
      "titles_count": 47,
      "national_median_current": 213990,
      "national_median_prior": 206420,
      "employed_workers_n": 204350,
      "source_url": "https://www.bls.gov/oes/current/oes111011.htm"
    },
    {
      "soc": "15-1244",
      "soc_title": "Network and Computer Systems Administrators",
      "titles_count": 46,
      "national_median_current": 99130,
      "national_median_prior": 96800,
      "employed_workers_n": 314340,
      "source_url": "https://www.bls.gov/oes/current/oes151244.htm"
    },
    {
      "soc": "13-1041",
      "soc_title": "Compliance Officers",
      "titles_count": 34,
      "national_median_current": 80730,
      "national_median_prior": 78420,
      "employed_workers_n": 417070,
      "source_url": "https://www.bls.gov/oes/current/oes131041.htm"
    },
    {
      "soc": "13-2051",
      "soc_title": "Financial and Investment Analysts",
      "titles_count": 34,
      "national_median_current": 102740,
      "national_median_prior": 101350,
      "employed_workers_n": 361980,
      "source_url": "https://www.bls.gov/oes/current/oes132051.htm"
    },
    {
      "soc": "15-1242",
      "soc_title": "Database Administrators",
      "titles_count": 34,
      "national_median_current": 104620,
      "national_median_prior": 104620,
      "employed_workers_n": 69990,
      "source_url": "https://www.bls.gov/oes/current/oes151242.htm"
    },
    {
      "soc": "15-1211",
      "soc_title": "Computer Systems Analysts",
      "titles_count": 28,
      "national_median_current": 105850,
      "national_median_prior": 103790,
      "employed_workers_n": 519530,
      "source_url": "https://www.bls.gov/oes/current/oes151211.htm"
    },
    {
      "soc": "15-1241",
      "soc_title": "Computer Network Architects",
      "titles_count": 28,
      "national_median_current": 134050,
      "national_median_prior": 130390,
      "employed_workers_n": 179740,
      "source_url": "https://www.bls.gov/oes/current/oes151241.htm"
    },
    {
      "soc": "13-1161",
      "soc_title": "Market Research Analysts and Marketing Specialists",
      "titles_count": 27,
      "national_median_current": 78760,
      "national_median_prior": 76950,
      "employed_workers_n": 899580,
      "source_url": "https://www.bls.gov/oes/current/oes131161.htm"
    },
    {
      "soc": "11-1021",
      "soc_title": "General and Operations Managers",
      "titles_count": 24,
      "national_median_current": 105770,
      "national_median_prior": 102950,
      "employed_workers_n": 3503020,
      "source_url": "https://www.bls.gov/oes/current/oes111021.htm"
    },
    {
      "soc": "11-3121",
      "soc_title": "Human Resources Managers",
      "titles_count": 24,
      "national_median_current": 149280,
      "national_median_prior": 140030,
      "employed_workers_n": 220660,
      "source_url": "https://www.bls.gov/oes/current/oes113121.htm"
    },
    {
      "soc": "11-2022",
      "soc_title": "Sales Managers",
      "titles_count": 19,
      "national_median_current": 148270,
      "national_median_prior": 138060,
      "employed_workers_n": 637080,
      "source_url": "https://www.bls.gov/oes/current/oes112022.htm"
    },
    {
      "soc": "13-1199",
      "soc_title": "Business Operations Specialists, All Other",
      "titles_count": 19,
      "national_median_current": 83050,
      "national_median_prior": 81270,
      "employed_workers_n": 1087090,
      "source_url": "https://www.bls.gov/oes/current/oes131199.htm"
    },
    {
      "soc": "15-1254",
      "soc_title": "Web Developers",
      "titles_count": 18,
      "national_median_current": 92650,
      "national_median_prior": 90930,
      "employed_workers_n": 70190,
      "source_url": "https://www.bls.gov/oes/current/oes151254.htm"
    },
    {
      "soc": "13-1071",
      "soc_title": "Human Resources Specialists",
      "titles_count": 17,
      "national_median_current": 75940,
      "national_median_prior": 72910,
      "employed_workers_n": 912430,
      "source_url": "https://www.bls.gov/oes/current/oes131071.htm"
    },
    {
      "soc": "15-1232",
      "soc_title": "Computer User Support Specialists",
      "titles_count": 17,
      "national_median_current": 61860,
      "national_median_prior": 60340,
      "employed_workers_n": 717190,
      "source_url": "https://www.bls.gov/oes/current/oes151232.htm"
    },
    {
      "soc": "15-2031",
      "soc_title": "Operations Research Analysts",
      "titles_count": 17,
      "national_median_current": 88940,
      "national_median_prior": 91290,
      "employed_workers_n": 108510,
      "source_url": "https://www.bls.gov/oes/current/oes152031.htm"
    },
    {
      "soc": "17-2071",
      "soc_title": "Electrical Engineers",
      "titles_count": 17,
      "national_median_current": 120630,
      "national_median_prior": 111910,
      "employed_workers_n": 198750,
      "source_url": "https://www.bls.gov/oes/current/oes172071.htm"
    },
    {
      "soc": "27-1011",
      "soc_title": "Art Directors",
      "titles_count": 16,
      "national_median_current": 114850,
      "national_median_prior": 111040,
      "employed_workers_n": 53070,
      "source_url": "https://www.bls.gov/oes/current/oes271011.htm"
    },
    {
      "soc": "17-2072",
      "soc_title": "Electronics Engineers, Except Computer",
      "titles_count": 15,
      "national_median_current": 130220,
      "national_median_prior": 127590,
      "employed_workers_n": 96900,
      "source_url": "https://www.bls.gov/oes/current/oes172072.htm"
    },
    {
      "soc": "11-3031",
      "soc_title": "Financial Managers",
      "titles_count": 14,
      "national_median_current": 166570,
      "national_median_prior": 161700,
      "employed_workers_n": 841710,
      "source_url": "https://www.bls.gov/oes/current/oes113031.htm"
    },
    {
      "soc": "15-1299",
      "soc_title": "Computer Occupations, All Other",
      "titles_count": 14,
      "national_median_current": 116580,
      "national_median_prior": 108970,
      "employed_workers_n": 435370,
      "source_url": "https://www.bls.gov/oes/current/oes151299.htm"
    },
    {
      "soc": "41-9031",
      "soc_title": "Sales Engineers",
      "titles_count": 14,
      "national_median_current": 124900,
      "national_median_prior": 121520,
      "employed_workers_n": 51790,
      "source_url": "https://www.bls.gov/oes/current/oes419031.htm"
    },
    {
      "soc": "17-2112",
      "soc_title": "Industrial Engineers",
      "titles_count": 13,
      "national_median_current": 102440,
      "national_median_prior": 101140,
      "employed_workers_n": 365740,
      "source_url": "https://www.bls.gov/oes/current/oes172112.htm"
    },
    {
      "soc": "23-1011",
      "soc_title": "Lawyers",
      "titles_count": 13,
      "national_median_current": 159670,
      "national_median_prior": 151160,
      "employed_workers_n": 754500,
      "source_url": "https://www.bls.gov/oes/current/oes231011.htm"
    },
    {
      "soc": "13-2054",
      "soc_title": "Financial Risk Specialists",
      "titles_count": 12,
      "national_median_current": 117330,
      "national_median_prior": 106000,
      "employed_workers_n": 63850,
      "source_url": "https://www.bls.gov/oes/current/oes132054.htm"
    },
    {
      "soc": "17-2061",
      "soc_title": "Computer Hardware Engineers",
      "titles_count": 12,
      "national_median_current": 161740,
      "national_median_prior": 155020,
      "employed_workers_n": 76660,
      "source_url": "https://www.bls.gov/oes/current/oes172061.htm"
    },
    {
      "soc": "11-2032",
      "soc_title": "Public Relations Managers",
      "titles_count": 11,
      "national_median_current": 146910,
      "national_median_prior": 138520,
      "employed_workers_n": 74850,
      "source_url": "https://www.bls.gov/oes/current/oes112032.htm"
    },
    {
      "soc": "17-2141",
      "soc_title": "Mechanical Engineers",
      "titles_count": 11,
      "national_median_current": 104110,
      "national_median_prior": 102320,
      "employed_workers_n": 296810,
      "source_url": "https://www.bls.gov/oes/current/oes172141.htm"
    },
    {
      "soc": "27-1014",
      "soc_title": "Special Effects Artists and Animators",
      "titles_count": 11,
      "national_median_current": 102030,
      "national_median_prior": 99800,
      "employed_workers_n": 19970,
      "source_url": "https://www.bls.gov/oes/current/oes271014.htm"
    },
    {
      "soc": "41-3091",
      "soc_title": "Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",
      "titles_count": 11,
      "national_median_current": 69990,
      "national_median_prior": 66260,
      "employed_workers_n": 1256010,
      "source_url": "https://www.bls.gov/oes/current/oes413091.htm"
    },
    {
      "soc": "15-2041",
      "soc_title": "Statisticians",
      "titles_count": 10,
      "national_median_current": 105650,
      "national_median_prior": 103300,
      "employed_workers_n": 29030,
      "source_url": "https://www.bls.gov/oes/current/oes152041.htm"
    },
    {
      "soc": "27-1024",
      "soc_title": "Graphic Designers",
      "titles_count": 10,
      "national_median_current": 62960,
      "national_median_prior": 61300,
      "employed_workers_n": 197830,
      "source_url": "https://www.bls.gov/oes/current/oes271024.htm"
    },
    {
      "soc": "27-3042",
      "soc_title": "Technical Writers",
      "titles_count": 10,
      "national_median_current": 90390,
      "national_median_prior": 91670,
      "employed_workers_n": 45500,
      "source_url": "https://www.bls.gov/oes/current/oes273042.htm"
    },
    {
      "soc": "11-3061",
      "soc_title": "Purchasing Managers",
      "titles_count": 9,
      "national_median_current": 148080,
      "national_median_prior": 139510,
      "employed_workers_n": 84320,
      "source_url": "https://www.bls.gov/oes/current/oes113061.htm"
    },
    {
      "soc": "25-9031",
      "soc_title": "Instructional Coordinators",
      "titles_count": 9,
      "national_median_current": 77440,
      "national_median_prior": 74720,
      "employed_workers_n": 227760,
      "source_url": "https://www.bls.gov/oes/current/oes259031.htm"
    },
    {
      "soc": "27-3043",
      "soc_title": "Writers and Authors",
      "titles_count": 9,
      "national_median_current": 76910,
      "national_median_prior": 72270,
      "employed_workers_n": 47940,
      "source_url": "https://www.bls.gov/oes/current/oes273043.htm"
    },
    {
      "soc": "11-9121",
      "soc_title": "Natural Sciences Managers",
      "titles_count": 8,
      "national_median_current": 167220,
      "national_median_prior": 161180,
      "employed_workers_n": 108690,
      "source_url": "https://www.bls.gov/oes/current/oes119121.htm"
    },
    {
      "soc": "17-2031",
      "soc_title": "Bioengineers and Biomedical Engineers",
      "titles_count": 7,
      "national_median_current": 109370,
      "national_median_prior": 106950,
      "employed_workers_n": 23480,
      "source_url": "https://www.bls.gov/oes/current/oes172031.htm"
    },
    {
      "soc": "11-3131",
      "soc_title": "Training and Development Managers",
      "titles_count": 6,
      "national_median_current": 133000,
      "national_median_prior": 127090,
      "employed_workers_n": 48050,
      "source_url": "https://www.bls.gov/oes/current/oes113131.htm"
    },
    {
      "soc": "13-1081",
      "soc_title": "Logisticians",
      "titles_count": 6,
      "national_median_current": 82320,
      "national_median_prior": 80880,
      "employed_workers_n": 251040,
      "source_url": "https://www.bls.gov/oes/current/oes131081.htm"
    },
    {
      "soc": "13-2011",
      "soc_title": "Accountants and Auditors",
      "titles_count": 6,
      "national_median_current": 83680,
      "national_median_prior": 81680,
      "employed_workers_n": 1449500,
      "source_url": "https://www.bls.gov/oes/current/oes132011.htm"
    },
    {
      "soc": "13-2061",
      "soc_title": "Financial Examiners",
      "titles_count": 6,
      "national_median_current": 94160,
      "national_median_prior": 90400,
      "employed_workers_n": 67830,
      "source_url": "https://www.bls.gov/oes/current/oes132061.htm"
    },
    {
      "soc": "15-2011",
      "soc_title": "Actuaries",
      "titles_count": 6,
      "national_median_current": 130000,
      "national_median_prior": 125770,
      "employed_workers_n": 26670,
      "source_url": "https://www.bls.gov/oes/current/oes152011.htm"
    },
    {
      "soc": "11-3071",
      "soc_title": "Transportation, Storage, and Distribution Managers",
      "titles_count": 5,
      "national_median_current": 107230,
      "national_median_prior": 102010,
      "employed_workers_n": 221180,
      "source_url": "https://www.bls.gov/oes/current/oes113071.htm"
    },
    {
      "soc": "13-1020",
      "soc_title": "Buyers and Purchasing Agents",
      "titles_count": 5,
      "national_median_current": 77710,
      "national_median_prior": 75650,
      "employed_workers_n": 491430,
      "source_url": "https://www.bls.gov/oes/current/oes131020.htm"
    },
    {
      "soc": "15-1251",
      "soc_title": "Computer Programmers",
      "titles_count": 5,
      "national_median_current": 100390,
      "national_median_prior": 98670,
      "employed_workers_n": 92230,
      "source_url": "https://www.bls.gov/oes/current/oes151251.htm"
    },
    {
      "soc": "17-1021",
      "soc_title": "Cartographers and Photogrammetrists",
      "titles_count": 5,
      "national_median_current": 81390,
      "national_median_prior": 78380,
      "employed_workers_n": 14260,
      "source_url": "https://www.bls.gov/oes/current/oes171021.htm"
    },
    {
      "soc": "27-2012",
      "soc_title": "Producers and Directors",
      "titles_count": 5,
      "national_median_current": 90360,
      "national_median_prior": 83480,
      "employed_workers_n": 143120,
      "source_url": "https://www.bls.gov/oes/current/oes272012.htm"
    },
    {
      "soc": "11-3111",
      "soc_title": "Compensation and Benefits Managers",
      "titles_count": 4,
      "national_median_current": 149230,
      "national_median_prior": 140360,
      "employed_workers_n": 22940,
      "source_url": "https://www.bls.gov/oes/current/oes113111.htm"
    },
    {
      "soc": "11-9141",
      "soc_title": "Property, Real Estate, and Community Association Managers",
      "titles_count": 4,
      "national_median_current": 69990,
      "national_median_prior": 66700,
      "employed_workers_n": 311180,
      "source_url": "https://www.bls.gov/oes/current/oes119141.htm"
    },
    {
      "soc": "13-1141",
      "soc_title": "Compensation, Benefits, and Job Analysis Specialists",
      "titles_count": 4,
      "national_median_current": 78210,
      "national_median_prior": 77020,
      "employed_workers_n": 112380,
      "source_url": "https://www.bls.gov/oes/current/oes131141.htm"
    },
    {
      "soc": "13-1151",
      "soc_title": "Training and Development Specialists",
      "titles_count": 4,
      "national_median_current": 69280,
      "national_median_prior": 65850,
      "employed_workers_n": 458300,
      "source_url": "https://www.bls.gov/oes/current/oes131151.htm"
    },
    {
      "soc": "19-2041",
      "soc_title": "Environmental Scientists and Specialists, Including Health",
      "titles_count": 4,
      "national_median_current": 82220,
      "national_median_prior": 80060,
      "employed_workers_n": 89250,
      "source_url": "https://www.bls.gov/oes/current/oes192041.htm"
    },
    {
      "soc": "27-1029",
      "soc_title": "Designers, All Other",
      "titles_count": 4,
      "national_median_current": 64950,
      "national_median_prior": 66220,
      "employed_workers_n": 9480,
      "source_url": "https://www.bls.gov/oes/current/oes271029.htm"
    },
    {
      "soc": "27-3031",
      "soc_title": "Public Relations Specialists",
      "titles_count": 4,
      "national_median_current": 74750,
      "national_median_prior": 69780,
      "employed_workers_n": 283380,
      "source_url": "https://www.bls.gov/oes/current/oes273031.htm"
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    },
    {
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    },
    {
      "slug": "ai-assessment-engineer",
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    {
      "slug": "ai-assistant-developer",
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      "slug": "ai-audio-engineer",
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      "slug": "ai-audit-engineer",
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    {
      "slug": "ai-auditor",
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    {
      "slug": "ai-avatar-digital-human-designer",
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      "slug": "ai-backend-engineer",
      "title": "AI Backend Engineer",
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      "slug": "ai-benchmark-developer",
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    {
      "slug": "ai-benchmarking-engineer",
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    {
      "slug": "ai-bias-auditor",
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    {
      "slug": "ai-bias-fairness-specialist",
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    {
      "slug": "ai-building-design-engineer",
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      "slug": "ai-business-analyst",
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      "slug": "ai-business-development-manager",
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      "slug": "ai-business-intelligence-analyst",
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    {
      "slug": "ai-capacity-planner",
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    {
      "slug": "ai-change-management-lead",
      "title": "AI Change Management Lead",
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    {
      "slug": "ai-change-manager",
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      "slug": "ai-chatbot-engineer",
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    {
      "slug": "ai-chief-of-staff",
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    {
      "slug": "ai-chip-architect",
      "title": "AI Chip Architect",
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    },
    {
      "slug": "ai-chip-designer",
      "title": "AI Chip Designer",
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    {
      "slug": "ai-chipset-designer",
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    {
      "slug": "ai-claims-adjudication-engineer",
      "title": "AI Claims Adjudication Engineer",
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    },
    {
      "slug": "ai-claims-processing-specialist",
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    {
      "slug": "ai-climate-scientist",
      "title": "AI Climate Scientist",
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    },
    {
      "slug": "ai-climate-sustainability-specialist",
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    {
      "slug": "ai-cloud-architect",
      "title": "AI Cloud Architect",
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    },
    {
      "slug": "ai-coaching-systems-engineer",
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    {
      "slug": "ai-code-generation-engineer",
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      "slug": "ai-compiler-engineer",
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    },
    {
      "slug": "ai-compiler-optimization-engineer",
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      "slug": "ai-compliance-analyst",
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    },
    {
      "slug": "ai-compliance-director",
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    {
      "slug": "ai-compliance-engineer",
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      "slug": "ai-construction-engineer",
      "title": "AI Construction Engineer",
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    },
    {
      "slug": "ai-construction-planning-engineer",
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    {
      "slug": "ai-consultant",
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      "slug": "ai-content-generation-engineer",
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    {
      "slug": "ai-content-moderation-engineer",
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    {
      "slug": "ai-content-moderator-lead",
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    {
      "slug": "ai-content-safety-engineer",
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    {
      "slug": "ai-content-strategist",
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      "slug": "ai-contract-analysis-specialist",
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    {
      "slug": "ai-copilot-developer",
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    {
      "slug": "ai-copywriting-specialist",
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    {
      "slug": "ai-cost-analyst",
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    {
      "slug": "ai-cost-engineer",
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    {
      "slug": "ai-creative-director",
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    {
      "slug": "ai-creative-technologist",
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    {
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      "slug": "ai-crm-engineer",
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      "slug": "ai-curriculum-designer",
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    {
      "slug": "ai-curriculum-developer",
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      "slug": "ai-customer-engineer",
      "title": "AI Customer Engineer",
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      "slug": "ai-customer-success-engineer",
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    {
      "slug": "ai-customer-support-specialist",
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      "slug": "ai-cybersecurity-analyst",
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    {
      "slug": "ai-cybersecurity-specialist",
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    {
      "slug": "ai-data-curator",
      "title": "AI Data Curator",
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    {
      "slug": "ai-data-engineer",
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    {
      "slug": "ai-data-governance-engineer",
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    {
      "slug": "ai-data-governance-manager",
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    {
      "slug": "ai-data-labeling-manager",
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      "slug": "ai-data-marketplace-engineer",
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    {
      "slug": "ai-data-pipeline-engineer",
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      "slug": "ai-data-quality-engineer",
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    {
      "slug": "ai-data-scientist",
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    {
      "slug": "ai-demand-forecasting-engineer",
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    {
      "slug": "ai-demand-planning-engineer",
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    {
      "slug": "ai-demo-engineer",
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    {
      "slug": "ai-developer",
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    },
    {
      "slug": "ai-devops-engineer",
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    {
      "slug": "ai-diagnostics-engineer",
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    {
      "slug": "ai-digital-twin-architect",
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    {
      "slug": "ai-digital-twin-engineer",
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      "slug": "ai-director",
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    {
      "slug": "ai-document-understanding-engineer",
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    },
    {
      "slug": "ai-documentation-engineer",
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    {
      "slug": "ai-drug-discovery-scientist",
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    {
      "slug": "ai-dubbing-engineer",
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    {
      "slug": "ai-ecosystem-manager",
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      "slug": "ai-edtech-specialist",
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    },
    {
      "slug": "ai-email-marketing-engineer",
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    {
      "slug": "ai-embedded-systems-developer",
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    },
    {
      "slug": "ai-enablement-literacy-lead",
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    },
    {
      "slug": "ai-energy-efficiency-engineer",
      "title": "AI Energy Efficiency Engineer",
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    },
    {
      "slug": "ai-energy-grid-specialist",
      "title": "AI Energy Grid Specialist",
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    },
    {
      "slug": "ai-energy-optimization-specialist",
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    },
    {
      "slug": "ai-energy-optimizer",
      "title": "AI Energy Optimizer",
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    },
    {
      "slug": "ai-engineer",
      "title": "AI Engineer",
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    },
    {
      "slug": "ai-environment-manager",
      "title": "AI Environment Manager",
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    },
    {
      "slug": "ai-ethics-officer",
      "title": "AI Ethics Officer",
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    },
    {
      "slug": "ai-ethics-researcher",
      "title": "AI Ethics Researcher",
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    },
    {
      "slug": "ai-evaluation-engineer",
      "title": "AI Evaluation Engineer",
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    {
      "slug": "ai-evaluation-researcher",
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    },
    {
      "slug": "ai-expense-management-engineer",
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    },
    {
      "slug": "ai-experiment-engineer",
      "title": "AI Experiment Engineer",
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    },
    {
      "slug": "ai-fairness-engineer",
      "title": "AI Fairness Engineer",
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    },
    {
      "slug": "ai-feature-engineer",
      "title": "AI Feature Engineer",
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    },
    {
      "slug": "ai-field-engineer",
      "title": "AI Field Engineer",
      "soc": "41-9031",
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    },
    {
      "slug": "ai-financial-engineer",
      "title": "AI Financial Engineer",
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    },
    {
      "slug": "ai-financial-planning-engineer",
      "title": "AI Financial Planning Engineer",
      "soc": "15-1252",
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    },
    {
      "slug": "ai-finops-engineer",
      "title": "AI FinOps Engineer",
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    },
    {
      "slug": "ai-fintech-engineer",
      "title": "AI Fintech Engineer",
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    },
    {
      "slug": "ai-fintech-product-manager",
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    },
    {
      "slug": "ai-firmware-engineer",
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    },
    {
      "slug": "ai-fleet-management-engineer",
      "title": "AI Fleet Management Engineer",
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    },
    {
      "slug": "ai-food-safety-analyst",
      "title": "AI Food Safety Analyst",
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    },
    {
      "slug": "ai-food-supply-chain-engineer",
      "title": "AI Food Supply Chain Engineer",
      "soc": "15-1252",
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    },
    {
      "slug": "ai-fraud-detection-engineer",
      "title": "AI Fraud Detection Engineer",
      "soc": "15-1252",
      "ai_hub": "ai-finance-roles"
    },
    {
      "slug": "ai-fraud-strategist",
      "title": "AI Fraud Strategist",
      "soc": "15-2051",
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    },
    {
      "slug": "ai-frontend-engineer",
      "title": "AI Frontend Engineer",
      "soc": "15-1252",
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    },
    {
      "slug": "ai-genai-sales-engineer",
      "title": "AI/GenAI Sales Engineer",
      "soc": "41-9031",
      "ai_hub": "ai-engineering-roles"
    },
    {
      "slug": "ai-geospatial-analyst",
      "title": "AI Geospatial Analyst",
      "soc": "17-1021",
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    },
    {
      "slug": "ai-governance-analyst",
      "title": "AI Governance Analyst",
      "soc": "13-1041",
      "ai_hub": "ai-legal-policy-roles"
    },
    {
      "slug": "ai-governance-lead",
      "title": "AI Governance Lead",
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      "ai_hub": "ai-legal-policy-roles"
    },
    {
      "slug": "ai-governance-manager",
      "title": "AI Governance Manager",
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    },
    {
      "slug": "ai-growth-manager",
      "title": "AI Growth Manager",
      "soc": "11-2021",
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    },
    {
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    },
    {
      "slug": "ai-hardware-engineer",
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      "slug": "ai-healthcare-data-engineer",
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    {
      "slug": "ai-healthcare-specialist",
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    {
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    {
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    {
      "slug": "ai-image-video-artist",
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    {
      "slug": "ai-incident-commander",
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    {
      "slug": "ai-incident-response-analyst",
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    {
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      "slug": "ai-industrial-robotics-engineer",
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    {
      "slug": "ai-infrastructure-director",
      "title": "AI Infrastructure Director",
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    {
      "slug": "ai-infrastructure-engineer",
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    {
      "slug": "ai-infrastructure-manager",
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    {
      "slug": "ai-insurance-engineer",
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    {
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    {
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    {
      "slug": "ai-integration-engineer",
      "title": "AI Integration Engineer",
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    {
      "slug": "ai-interaction-designer",
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    {
      "slug": "ai-interpretability-researcher",
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    },
    {
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    {
      "slug": "ai-knowledge-engineer",
      "title": "AI Knowledge Engineer",
      "soc": "15-1252",
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    },
    {
      "slug": "ai-learning-experience-designer",
      "title": "AI Learning Experience Designer",
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    {
      "slug": "ai-legal-analyst",
      "title": "AI Legal Analyst",
      "soc": "23-2011",
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    {
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    {
      "slug": "ai-legal-tech-specialist",
      "title": "AI Legal Tech Specialist",
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    },
    {
      "slug": "ai-lending-engineer",
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    },
    {
      "slug": "ai-localization-engineer",
      "title": "AI Localization Engineer",
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    {
      "slug": "ai-localization-specialist",
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    {
      "slug": "ai-logistics-engineer",
      "title": "AI Logistics Engineer",
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    {
      "slug": "ai-manager",
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      "slug": "ai-manufacturing-engineer",
      "title": "AI Manufacturing Engineer",
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    },
    {
      "slug": "ai-manufacturing-specialist",
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    },
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      "slug": "ai-market-intelligence-analyst",
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    },
    {
      "slug": "ai-marketing-technologist",
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    {
      "slug": "ai-materials-scientist",
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    {
      "slug": "ai-media-entertainment-specialist",
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    {
      "slug": "ai-media-personalization-engineer",
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      "slug": "ai-memory-architect",
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      "slug": "ai-microservices-engineer",
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      "slug": "ai-ml-data-analyst",
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    {
      "slug": "ai-model-compression-engineer",
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    {
      "slug": "ai-model-distillation-engineer",
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    {
      "slug": "ai-model-evaluator",
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    {
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    {
      "slug": "ai-model-registry-engineer",
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    {
      "slug": "ai-model-trainer",
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      "slug": "ai-monitoring-engineer",
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    {
      "slug": "ai-music-composer-engineer",
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    {
      "slug": "ai-music-generation-engineer",
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    {
      "slug": "ai-network-planning-engineer",
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    {
      "slug": "ai-npc-designer",
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      "slug": "ai-observability-engineer",
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      "slug": "ai-observability-specialist",
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    {
      "slug": "ai-operations-lead",
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      "slug": "ai-orchestration-platform-engineer",
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    {
      "slug": "ai-partnership-manager",
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      "slug": "ai-patent-analyst",
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    {
      "slug": "ai-patent-attorney",
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    {
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    {
      "slug": "ai-payroll-engineer",
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    {
      "slug": "ai-penetration-tester",
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    {
      "slug": "ai-performance-benchmarker",
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    {
      "slug": "ai-performance-engineer",
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    {
      "slug": "ai-performance-review-engineer",
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    {
      "slug": "ai-personal-assistant-developer",
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    {
      "slug": "ai-personalization-engine-specialist",
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    {
      "slug": "ai-personalization-engineer",
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    {
      "slug": "ai-pharmaceutical-drug-discovery-specialist",
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    },
    {
      "slug": "ai-planning-systems-engineer",
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    {
      "slug": "ai-platform-architect",
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    {
      "slug": "ai-platform-engineer",
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      "slug": "ai-policy-analyst",
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    {
      "slug": "ai-policy-director",
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    {
      "slug": "ai-portfolio-manager",
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    {
      "slug": "ai-pre-sales-engineer",
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    {
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    {
      "slug": "ai-predictive-maintenance-engineer",
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    {
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    {
      "slug": "ai-privacy-engineer",
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    },
    {
      "slug": "ai-process-automation-engineer",
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    {
      "slug": "ai-procurement-analyst",
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    {
      "slug": "ai-product-designer",
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    {
      "slug": "ai-product-manager",
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    {
      "slug": "ai-production-engineer",
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    {
      "slug": "ai-program-director",
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    {
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    {
      "slug": "ai-prompt-designer",
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    {
      "slug": "ai-property-valuation-engineer",
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    {
      "slug": "ai-quality-control-engineer",
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    {
      "slug": "ai-real-estate-analyst",
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    },
    {
      "slug": "ai-real-estate-analytics-engineer",
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    },
    {
      "slug": "ai-real-estate-proptech-specialist",
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    },
    {
      "slug": "ai-reasoning-engineer",
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    {
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    {
      "slug": "ai-recipe-recommendation-engineer",
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    },
    {
      "slug": "ai-recommendation-engine-engineer",
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    {
      "slug": "ai-recruitment-specialist",
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    {
      "slug": "ai-red-team-lead",
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    {
      "slug": "ai-red-teamer",
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      "slug": "ai-regulation-compliance-manager",
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      "slug": "ai-reliability-engineer",
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    {
      "slug": "ai-research-director",
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    {
      "slug": "ai-research-scientist",
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    },
    {
      "slug": "ai-retail-analytics-engineer",
      "title": "AI Retail Analytics Engineer",
      "soc": "15-2051",
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    },
    {
      "slug": "ai-retail-commerce-specialist",
      "title": "AI Retail/Commerce Specialist",
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    },
    {
      "slug": "ai-revenue-optimization-engineer",
      "title": "AI Revenue Optimization Engineer",
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      "slug": "ai-risk-analytics-engineer",
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    {
      "slug": "ai-risk-manager",
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    {
      "slug": "ai-roadmap-strategist",
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    {
      "slug": "ai-robotics-researcher",
      "title": "AI Robotics Researcher",
      "soc": "15-1221",
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    {
      "slug": "ai-safety-director",
      "title": "AI Safety Director",
      "soc": "11-3021",
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    },
    {
      "slug": "ai-safety-engineer",
      "title": "AI Safety Engineer",
      "soc": "15-1252",
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    },
    {
      "slug": "ai-safety-monitoring-engineer",
      "title": "AI Safety Monitoring Engineer",
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    },
    {
      "slug": "ai-safety-program-manager",
      "title": "AI Safety Program Manager",
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    },
    {
      "slug": "ai-safety-researcher",
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      "ai_hub": "ai-security-roles"
    },
    {
      "slug": "ai-sales-engineer",
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      "ai_hub": "ai-engineering-roles"
    },
    {
      "slug": "digital-transformation-consultant",
      "title": "Digital Transformation Consultant",
      "soc": "13-1111",
      "ai_hub": null
    },
    {
      "slug": "digital-transformation-manager",
      "title": "Digital Transformation Manager",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "digital-twin-engineer",
      "title": "Digital Twin Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "director-of-ai",
      "title": "Director of AI",
      "soc": "11-3021",
      "ai_hub": "ai-executive-roles"
    },
    {
      "slug": "director-of-ai-engineering",
      "title": "Director of AI Engineering",
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      "ai_hub": "ai-executive-roles"
    },
    {
      "slug": "director-of-ai-governance",
      "title": "Director of AI Governance",
      "soc": "11-3021",
      "ai_hub": "ai-legal-policy-roles"
    },
    {
      "slug": "director-of-ai-operations",
      "title": "Director of AI Operations",
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      "ai_hub": "ai-executive-roles"
    },
    {
      "slug": "director-of-ai-platform",
      "title": "Director of AI Platform",
      "soc": "11-3021",
      "ai_hub": "ai-executive-roles"
    },
    {
      "slug": "director-of-ai-product",
      "title": "Director of AI Product",
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      "ai_hub": "ai-executive-roles"
    },
    {
      "slug": "director-of-ai-research",
      "title": "Director of AI Research",
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      "ai_hub": "ai-executive-roles"
    },
    {
      "slug": "director-of-ai-safety",
      "title": "Director of AI Safety",
      "soc": "11-3021",
      "ai_hub": "ai-executive-roles"
    },
    {
      "slug": "director-of-ai-strategy",
      "title": "Director of AI Strategy",
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      "ai_hub": "ai-executive-roles"
    },
    {
      "slug": "director-of-analytics",
      "title": "Director of Analytics",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-application-engineering",
      "title": "Director of Application Engineering",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-application-security",
      "title": "Director of Application Security",
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      "ai_hub": null
    },
    {
      "slug": "director-of-automation",
      "title": "Director of Automation",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-backend-engineering",
      "title": "Director of Backend Engineering",
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      "ai_hub": null
    },
    {
      "slug": "director-of-brand",
      "title": "Director of Brand",
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      "ai_hub": null
    },
    {
      "slug": "director-of-business-development",
      "title": "Director of Business Development",
      "soc": "11-2022",
      "ai_hub": null
    },
    {
      "slug": "director-of-cloud-engineering",
      "title": "Director of Cloud Engineering",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-cloud-infrastructure",
      "title": "Director of Cloud Infrastructure",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-commercial",
      "title": "Director of Commercial",
      "soc": "11-2022",
      "ai_hub": null
    },
    {
      "slug": "director-of-communications",
      "title": "Director of Communications",
      "soc": "11-2032",
      "ai_hub": null
    },
    {
      "slug": "director-of-compliance",
      "title": "Director of Compliance",
      "soc": "11-9199",
      "ai_hub": null
    },
    {
      "slug": "director-of-computer-vision",
      "title": "Director of Computer Vision",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-content",
      "title": "Director of Content",
      "soc": "11-2021",
      "ai_hub": null
    },
    {
      "slug": "director-of-corporate-strategy",
      "title": "Director of Corporate Strategy",
      "soc": "11-9199",
      "ai_hub": null
    },
    {
      "slug": "director-of-customer",
      "title": "Director of Customer",
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      "ai_hub": null
    },
    {
      "slug": "director-of-customer-experience",
      "title": "Director of Customer Experience",
      "soc": "11-9199",
      "ai_hub": null
    },
    {
      "slug": "director-of-customer-success",
      "title": "Director of Customer Success",
      "soc": "11-9199",
      "ai_hub": null
    },
    {
      "slug": "director-of-cybersecurity",
      "title": "Director of Cybersecurity",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-data",
      "title": "Director of Data",
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      "ai_hub": null
    },
    {
      "slug": "director-of-data-engineering",
      "title": "Director of Data Engineering",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-data-science",
      "title": "Director of Data Science",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-database-engineering",
      "title": "Director of Database Engineering",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-demand-generation",
      "title": "Director of Demand Generation",
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      "ai_hub": null
    },
    {
      "slug": "director-of-design",
      "title": "Director of Design",
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      "ai_hub": null
    },
    {
      "slug": "director-of-developer-experience",
      "title": "Director of Developer Experience",
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      "ai_hub": null
    },
    {
      "slug": "director-of-devops",
      "title": "Director of DevOps",
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      "ai_hub": null
    },
    {
      "slug": "director-of-digital",
      "title": "Director of Digital",
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      "ai_hub": null
    },
    {
      "slug": "director-of-digital-marketing",
      "title": "Director of Digital Marketing",
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      "ai_hub": null
    },
    {
      "slug": "director-of-diversity",
      "title": "Director of Diversity",
      "soc": "11-3121",
      "ai_hub": null
    },
    {
      "slug": "director-of-engineering",
      "title": "Director of Engineering",
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      "ai_hub": null
    },
    {
      "slug": "director-of-ethics",
      "title": "Director of Ethics",
      "soc": "11-9199",
      "ai_hub": null
    },
    {
      "slug": "director-of-experience",
      "title": "Director of Experience",
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      "ai_hub": null
    },
    {
      "slug": "director-of-field-engineering",
      "title": "Director of Field Engineering",
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      "ai_hub": null
    },
    {
      "slug": "director-of-finance",
      "title": "Director of Finance",
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      "ai_hub": null
    },
    {
      "slug": "director-of-frontend-engineering",
      "title": "Director of Frontend Engineering",
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      "ai_hub": null
    },
    {
      "slug": "director-of-generative-ai",
      "title": "Director of Generative AI",
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      "ai_hub": "ai-executive-roles"
    },
    {
      "slug": "director-of-growth",
      "title": "Director of Growth",
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      "ai_hub": null
    },
    {
      "slug": "director-of-hr",
      "title": "Director of HR",
      "soc": "11-3121",
      "ai_hub": null
    },
    {
      "slug": "director-of-information-security",
      "title": "Director of Information Security",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-information-technology",
      "title": "Director of Information Technology",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-innovation",
      "title": "Director of Innovation",
      "soc": "11-9199",
      "ai_hub": null
    },
    {
      "slug": "director-of-it",
      "title": "Director of IT",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-learning-and-development",
      "title": "Director of Learning and Development",
      "soc": "11-3131",
      "ai_hub": null
    },
    {
      "slug": "director-of-legal",
      "title": "Director of Legal",
      "soc": "23-1011",
      "ai_hub": null
    },
    {
      "slug": "director-of-machine-learning",
      "title": "Director of Machine Learning",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-marketing",
      "title": "Director of Marketing",
      "soc": "11-2021",
      "ai_hub": null
    },
    {
      "slug": "director-of-mobile-engineering",
      "title": "Director of Mobile Engineering",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-network-engineering",
      "title": "Director of Network Engineering",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-nlp",
      "title": "Director of NLP",
      "soc": "11-3021",
      "ai_hub": "ai-executive-roles"
    },
    {
      "slug": "director-of-operations",
      "title": "Director of Operations",
      "soc": "11-1021",
      "ai_hub": null
    },
    {
      "slug": "director-of-partner-engineering",
      "title": "Director of Partner Engineering",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-payments",
      "title": "Director of Payments",
      "soc": "11-3031",
      "ai_hub": null
    },
    {
      "slug": "director-of-people",
      "title": "Director of People",
      "soc": "11-3121",
      "ai_hub": null
    },
    {
      "slug": "director-of-platform-engineering",
      "title": "Director of Platform Engineering",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-privacy",
      "title": "Director of Privacy",
      "soc": "11-9199",
      "ai_hub": null
    },
    {
      "slug": "director-of-privacy-engineering",
      "title": "Director of Privacy Engineering",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-procurement",
      "title": "Director of Procurement",
      "soc": "11-3061",
      "ai_hub": null
    },
    {
      "slug": "director-of-product",
      "title": "Director of Product",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-product-design",
      "title": "Director of Product Design",
      "soc": "27-1011",
      "ai_hub": null
    },
    {
      "slug": "director-of-professional-services",
      "title": "Director of Professional Services",
      "soc": "11-1021",
      "ai_hub": null
    },
    {
      "slug": "director-of-quality-engineering",
      "title": "Director of Quality Engineering",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-real-estate",
      "title": "Director of Real Estate",
      "soc": "11-9141",
      "ai_hub": null
    },
    {
      "slug": "director-of-recruiting",
      "title": "Director of Recruiting",
      "soc": "11-3121",
      "ai_hub": null
    },
    {
      "slug": "director-of-reliability-engineering",
      "title": "Director of Reliability Engineering",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-research",
      "title": "Director of Research",
      "soc": "11-9121",
      "ai_hub": null
    },
    {
      "slug": "director-of-research-and-development",
      "title": "Director of Research and Development",
      "soc": "11-9121",
      "ai_hub": null
    },
    {
      "slug": "director-of-revenue",
      "title": "Director of Revenue",
      "soc": "11-2022",
      "ai_hub": null
    },
    {
      "slug": "director-of-risk",
      "title": "Director of Risk",
      "soc": "11-3031",
      "ai_hub": null
    },
    {
      "slug": "director-of-sales",
      "title": "Director of Sales",
      "soc": "11-2022",
      "ai_hub": null
    },
    {
      "slug": "director-of-security",
      "title": "Director of Security",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-security-engineering",
      "title": "Director of Security Engineering",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-seo",
      "title": "Director of SEO",
      "soc": "11-2021",
      "ai_hub": null
    },
    {
      "slug": "director-of-site-reliability",
      "title": "Director of Site Reliability",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-solutions-engineering",
      "title": "Director of Solutions Engineering",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-strategy",
      "title": "Director of Strategy",
      "soc": "11-9199",
      "ai_hub": null
    },
    {
      "slug": "director-of-supply-chain",
      "title": "Director of Supply Chain",
      "soc": "11-3071",
      "ai_hub": null
    },
    {
      "slug": "director-of-support-engineering",
      "title": "Director of Support Engineering",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-sustainability",
      "title": "Director of Sustainability",
      "soc": "11-9199",
      "ai_hub": null
    },
    {
      "slug": "director-of-systems-engineering",
      "title": "Director of Systems Engineering",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-talent-acquisition",
      "title": "Director of Talent Acquisition",
      "soc": "11-3121",
      "ai_hub": null
    },
    {
      "slug": "director-of-technical-operations",
      "title": "Director of Technical Operations",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-technical-programs",
      "title": "Director of Technical Programs",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-technical-recruiting",
      "title": "Director of Technical Recruiting",
      "soc": "11-3121",
      "ai_hub": null
    },
    {
      "slug": "director-of-technical-support",
      "title": "Director of Technical Support",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-test-engineering",
      "title": "Director of Test Engineering",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "director-of-transformation",
      "title": "Director of Transformation",
      "soc": "11-9199",
      "ai_hub": null
    },
    {
      "slug": "director-of-trust",
      "title": "Director of Trust",
      "soc": "11-9199",
      "ai_hub": null
    },
    {
      "slug": "disaster-recovery-engineer",
      "title": "Disaster Recovery Engineer",
      "soc": "15-1244",
      "ai_hub": null
    },
    {
      "slug": "distinguished-engineer",
      "title": "Distinguished Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "django-developer",
      "title": "Django Developer",
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      "ai_hub": null
    },
    {
      "slug": "document-processing-engineer",
      "title": "Document Processing Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "drone-ai-engineer",
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      "ai_hub": "ai-industrial-roles"
    },
    {
      "slug": "drone-operator-uav-pilot",
      "title": "Drone Operator / UAV Pilot",
      "soc": "53-2012",
      "ai_hub": null
    },
    {
      "slug": "drone-software-engineer",
      "title": "Drone Software Engineer",
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      "ai_hub": "ai-industrial-roles"
    },
    {
      "slug": "drug-discovery-ai-researcher",
      "title": "Drug Discovery AI Researcher",
      "soc": "19-1042",
      "ai_hub": "ai-healthcare-roles"
    },
    {
      "slug": "drug-discovery-ml-engineer",
      "title": "Drug Discovery ML Engineer",
      "soc": "15-2051",
      "ai_hub": "ai-healthcare-roles"
    },
    {
      "slug": "dynamodb-engineer",
      "title": "DynamoDB Engineer",
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      "ai_hub": null
    },
    {
      "slug": "e-commerce-ai-product-manager",
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      "soc": "13-1082",
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    },
    {
      "slug": "e-commerce-backend-engineer",
      "title": "E-commerce Backend Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "e-commerce-data-engineer",
      "title": "E-commerce Data Engineer",
      "soc": "15-1243",
      "ai_hub": null
    },
    {
      "slug": "e-commerce-data-scientist",
      "title": "E-commerce Data Scientist",
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      "ai_hub": null
    },
    {
      "slug": "e-commerce-devops-engineer",
      "title": "E-commerce DevOps Engineer",
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      "ai_hub": null
    },
    {
      "slug": "e-commerce-ml-engineer",
      "title": "E-commerce ML Engineer",
      "soc": "15-1252",
      "ai_hub": "ai-consumer-commerce-roles"
    },
    {
      "slug": "e-commerce-product-manager",
      "title": "E-commerce Product Manager",
      "soc": "13-1082",
      "ai_hub": null
    },
    {
      "slug": "e-commerce-qa-engineer",
      "title": "E-commerce QA Engineer",
      "soc": "15-1253",
      "ai_hub": null
    },
    {
      "slug": "e-commerce-security-engineer",
      "title": "E-commerce Security Engineer",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "e-commerce-software-engineer",
      "title": "E-commerce Software Engineer",
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      "ai_hub": null
    },
    {
      "slug": "e-commerce-ux-designer",
      "title": "E-commerce UX Designer",
      "soc": "15-1255",
      "ai_hub": null
    },
    {
      "slug": "e3-engineer",
      "title": "E3 Engineer",
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      "ai_hub": null
    },
    {
      "slug": "e4-engineer",
      "title": "E4 Engineer",
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      "ai_hub": null
    },
    {
      "slug": "e5-engineer",
      "title": "E5 Engineer",
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      "ai_hub": null
    },
    {
      "slug": "e6-engineer",
      "title": "E6 Engineer",
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      "ai_hub": null
    },
    {
      "slug": "early-childhood-educator",
      "title": "Early Childhood Educator",
      "soc": "25-2011",
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    },
    {
      "slug": "edge-ai-engineer",
      "title": "Edge AI Engineer",
      "soc": "15-1252",
      "ai_hub": "ai-engineering-roles"
    },
    {
      "slug": "edtech-ai-engineer",
      "title": "EdTech AI Engineer",
      "soc": "15-1252",
      "ai_hub": "ai-consumer-commerce-roles"
    },
    {
      "slug": "edtech-ai-product-manager",
      "title": "EdTech AI Product Manager",
      "soc": "13-1082",
      "ai_hub": "ai-consumer-commerce-roles"
    },
    {
      "slug": "edtech-backend-engineer",
      "title": "EdTech Backend Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "edtech-data-engineer",
      "title": "EdTech Data Engineer",
      "soc": "15-1243",
      "ai_hub": null
    },
    {
      "slug": "edtech-data-scientist",
      "title": "EdTech Data Scientist",
      "soc": "15-2051",
      "ai_hub": null
    },
    {
      "slug": "edtech-devops-engineer",
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      "ai_hub": null
    },
    {
      "slug": "edtech-ml-engineer",
      "title": "EdTech ML Engineer",
      "soc": "15-1252",
      "ai_hub": "ai-consumer-commerce-roles"
    },
    {
      "slug": "edtech-product-manager",
      "title": "EdTech Product Manager",
      "soc": "11-2021",
      "ai_hub": null
    },
    {
      "slug": "edtech-qa-engineer",
      "title": "EdTech QA Engineer",
      "soc": "15-1253",
      "ai_hub": null
    },
    {
      "slug": "edtech-security-engineer",
      "title": "EdTech Security Engineer",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "edtech-software-engineer",
      "title": "EdTech Software Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "edtech-ux-designer",
      "title": "EdTech UX Designer",
      "soc": "15-1255",
      "ai_hub": null
    },
    {
      "slug": "electrician",
      "title": "Electrician",
      "soc": "47-2111",
      "ai_hub": null
    },
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    {
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      "soc": "15-1252",
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      "slug": "junior-ios-engineer",
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      "slug": "junior-java-developer",
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      "ai_hub": null
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      "ai_hub": null
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      "slug": "junior-visual-designer",
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      "ai_hub": null
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      "ai_hub": null
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      "slug": "junior-web-developer",
      "title": "Junior Web Developer",
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      "ai_hub": null
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      "slug": "knowledge-base-manager",
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      "soc": "11-9199",
      "ai_hub": null
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      "ai_hub": null
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    {
      "slug": "kotlin-multiplatform-developer",
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      "soc": "15-1252",
      "ai_hub": null
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    {
      "slug": "kyc-platform-engineer",
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      "soc": "15-1252",
      "ai_hub": null
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    {
      "slug": "l3-software-engineer",
      "title": "L3 Software Engineer",
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      "ai_hub": null
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    {
      "slug": "l4-software-engineer",
      "title": "L4 Software Engineer",
      "soc": "15-1252",
      "ai_hub": null
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    {
      "slug": "l5-software-engineer",
      "title": "L5 Software Engineer",
      "soc": "15-1252",
      "ai_hub": null
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    {
      "slug": "l6-software-engineer",
      "title": "L6 Software Engineer",
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      "ai_hub": null
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    {
      "slug": "l7-software-engineer",
      "title": "L7 Software Engineer",
      "soc": "15-1252",
      "ai_hub": null
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    {
      "slug": "lab-scientist-researcher",
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      "soc": "19-1029",
      "ai_hub": null
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    {
      "slug": "langchain-developer",
      "title": "LangChain Developer",
      "soc": "15-1252",
      "ai_hub": null
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    {
      "slug": "language-model-fine-tuning-specialist",
      "title": "Language Model Fine-Tuning Specialist",
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      "ai_hub": null
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    {
      "slug": "laravel-developer",
      "title": "Laravel Developer",
      "soc": "15-1252",
      "ai_hub": null
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    {
      "slug": "law-enforcement-officer",
      "title": "Law Enforcement Officer",
      "soc": "33-3051",
      "ai_hub": null
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      "slug": "lead-3d-engine-developer",
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      "ai_hub": null
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      "slug": "lead-5g-network-engineer",
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      "soc": "17-2072",
      "ai_hub": null
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    {
      "slug": "lead-a-b-testing-engineer",
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      "ai_hub": null
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    {
      "slug": "lead-academic-data-analyst",
      "title": "Lead Academic Data Analyst",
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      "ai_hub": null
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    {
      "slug": "lead-accessibility-specialist",
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    {
      "slug": "lead-accessibility-testing-engineer",
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      "ai_hub": null
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    {
      "slug": "lead-account-executive",
      "title": "Lead Account Executive",
      "soc": "41-3091",
      "ai_hub": null
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    {
      "slug": "lead-account-manager",
      "title": "Lead Account Manager",
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      "ai_hub": null
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    {
      "slug": "lead-actuary",
      "title": "Lead Actuary",
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      "soc": "13-1161",
      "ai_hub": null
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    {
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      "ai_hub": null
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    {
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      "soc": "15-1252",
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    {
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    {
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    {
      "slug": "lead-analytics-engineer",
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    {
      "slug": "lead-android-engineer",
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    {
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    {
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      "ai_hub": null
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      "slug": "lead-content-designer",
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      "ai_hub": null
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      "ai_hub": null
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      "ai_hub": null
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      "ai_hub": null
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      "title": "Lead Copywriter",
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      "ai_hub": null
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      "ai_hub": null
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      "ai_hub": null
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      "ai_hub": null
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      "title": "Lead Cryptographer",
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      "ai_hub": null
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      "ai_hub": null
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      "ai_hub": null
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      "ai_hub": null
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      "ai_hub": null
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      "ai_hub": null
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      "ai_hub": null
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      "ai_hub": null
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      "title": "Lead Data Protection Engineer",
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      "ai_hub": null
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      "ai_hub": null
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    {
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      "ai_hub": null
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      "ai_hub": null
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      "ai_hub": null
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      "ai_hub": null
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      "slug": "power-bi-analyst",
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      "slug": "principal-accessibility-specialist",
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      "title": "Principal Actuary",
      "soc": "15-2011",
      "ai_hub": null
    },
    {
      "slug": "principal-ai-agent-architect",
      "title": "Principal AI Agent Architect",
      "soc": "15-1252",
      "ai_hub": "ai-engineering-roles"
    },
    {
      "slug": "principal-ai-agent-engineer",
      "title": "Principal AI Agent Engineer",
      "soc": "15-1252",
      "ai_hub": "ai-engineering-roles"
    },
    {
      "slug": "principal-ai-compiler-engineer",
      "title": "Principal AI Compiler Engineer",
      "soc": "15-1252",
      "ai_hub": "ai-engineering-roles"
    },
    {
      "slug": "principal-ai-engineer",
      "title": "Principal AI Engineer",
      "soc": "15-1252",
      "ai_hub": "ai-engineering-roles"
    },
    {
      "slug": "principal-ai-infrastructure-engineer",
      "title": "Principal AI Infrastructure Engineer",
      "soc": "15-1252",
      "ai_hub": "ai-operations-roles"
    },
    {
      "slug": "principal-ai-platform-engineer",
      "title": "Principal AI Platform Engineer",
      "soc": "15-1252",
      "ai_hub": "ai-operations-roles"
    },
    {
      "slug": "principal-ai-research-scientist",
      "title": "Principal AI Research Scientist",
      "soc": "15-1221",
      "ai_hub": "ai-research-roles"
    },
    {
      "slug": "principal-ai-safety-engineer",
      "title": "Principal AI Safety Engineer",
      "soc": "15-1221",
      "ai_hub": "ai-security-roles"
    },
    {
      "slug": "principal-analytics-engineer",
      "title": "Principal Analytics Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-android-engineer",
      "title": "Principal Android Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-api-engineer",
      "title": "Principal API Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-application-security-engineer",
      "title": "Principal Application Security Engineer",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "principal-applied-scientist",
      "title": "Principal Applied Scientist",
      "soc": "15-2051",
      "ai_hub": null
    },
    {
      "slug": "principal-audio-engineer-software",
      "title": "Principal Audio Engineer (Software)",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-backend-engineer",
      "title": "Principal Backend Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-biostatistician",
      "title": "Principal Biostatistician",
      "soc": "15-2041",
      "ai_hub": null
    },
    {
      "slug": "principal-blue-team-analyst",
      "title": "Principal Blue Team Analyst",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "principal-brand-designer",
      "title": "Principal Brand Designer",
      "soc": "27-1024",
      "ai_hub": null
    },
    {
      "slug": "principal-build-release-engineer",
      "title": "Principal Build/Release Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-business-intelligence-analyst",
      "title": "Principal Business Intelligence Analyst",
      "soc": "15-2051",
      "ai_hub": null
    },
    {
      "slug": "principal-business-intelligence-engineer",
      "title": "Principal Business Intelligence Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-cloud-engineer",
      "title": "Principal Cloud Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-cloud-security-engineer",
      "title": "Principal Cloud Security Engineer",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "principal-codec-engineer",
      "title": "Principal Codec Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-compiler-engineer",
      "title": "Principal Compiler Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-compliance-analyst",
      "title": "Principal Compliance Analyst",
      "soc": "13-1041",
      "ai_hub": null
    },
    {
      "slug": "principal-computer-vision-engineer",
      "title": "Principal Computer Vision Engineer",
      "soc": "15-2051",
      "ai_hub": null
    },
    {
      "slug": "principal-content-designer",
      "title": "Principal Content Designer",
      "soc": "27-3042",
      "ai_hub": null
    },
    {
      "slug": "principal-conversational-ai-engineer",
      "title": "Principal Conversational AI Engineer",
      "soc": "15-1252",
      "ai_hub": "ai-design-roles"
    },
    {
      "slug": "principal-cryptographer",
      "title": "Principal Cryptographer",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "principal-cybersecurity-analyst",
      "title": "Principal Cybersecurity Analyst",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "principal-data-analyst",
      "title": "Principal Data Analyst",
      "soc": "15-2051",
      "ai_hub": null
    },
    {
      "slug": "principal-data-engineer",
      "title": "Principal Data Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-data-governance-analyst",
      "title": "Principal Data Governance Analyst",
      "soc": "15-1299",
      "ai_hub": null
    },
    {
      "slug": "principal-data-pipeline-engineer",
      "title": "Principal Data Pipeline Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-data-product-manager",
      "title": "Principal Data Product Manager",
      "soc": "13-1082",
      "ai_hub": null
    },
    {
      "slug": "principal-data-quality-engineer",
      "title": "Principal Data Quality Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-data-scientist",
      "title": "Principal Data Scientist",
      "soc": "15-2051",
      "ai_hub": null
    },
    {
      "slug": "principal-data-steward",
      "title": "Principal Data Steward",
      "soc": "15-1299",
      "ai_hub": null
    },
    {
      "slug": "principal-data-visualization-engineer",
      "title": "Principal Data Visualization Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-data-warehouse-engineer",
      "title": "Principal Data Warehouse Engineer",
      "soc": "15-1243",
      "ai_hub": null
    },
    {
      "slug": "principal-database-engineer",
      "title": "Principal Database Engineer",
      "soc": "15-1243",
      "ai_hub": null
    },
    {
      "slug": "principal-deep-learning-engineer",
      "title": "Principal Deep Learning Engineer",
      "soc": "15-2051",
      "ai_hub": null
    },
    {
      "slug": "principal-design-engineer",
      "title": "Principal Design Engineer",
      "soc": "15-1255",
      "ai_hub": null
    },
    {
      "slug": "principal-design-manager",
      "title": "Principal Design Manager",
      "soc": "27-1011",
      "ai_hub": null
    },
    {
      "slug": "principal-design-systems-engineer",
      "title": "Principal Design Systems Engineer",
      "soc": "15-1255",
      "ai_hub": null
    },
    {
      "slug": "principal-developer-tools-engineer",
      "title": "Principal Developer Tools Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-devops-engineer",
      "title": "Principal DevOps Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-distributed-systems-engineer",
      "title": "Principal Distributed Systems Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-embedded-systems-engineer",
      "title": "Principal Embedded Systems Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-engineer",
      "title": "Principal Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-etl-developer",
      "title": "Principal ETL Developer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-firmware-engineer",
      "title": "Principal Firmware Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-forensics-analyst",
      "title": "Principal Forensics Analyst",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "principal-frontend-engineer",
      "title": "Principal Frontend Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-full-stack-engineer",
      "title": "Principal Full-Stack Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-game-engine-engineer",
      "title": "Principal Game Engine Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-graphics-engineer",
      "title": "Principal Graphics Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-grc-analyst",
      "title": "Principal GRC Analyst",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "principal-identity-and-access-management-engineer",
      "title": "Principal Identity and Access Management Engineer",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "principal-incident-response-engineer",
      "title": "Principal Incident Response Engineer",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "principal-infrastructure-engineer",
      "title": "Principal Infrastructure Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-integration-engineer",
      "title": "Principal Integration Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-interaction-designer",
      "title": "Principal Interaction Designer",
      "soc": "15-1255",
      "ai_hub": null
    },
    {
      "slug": "principal-ios-engineer",
      "title": "Principal iOS Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-kernel-engineer",
      "title": "Principal Kernel Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-language-runtime-engineer",
      "title": "Principal Language Runtime Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-llm-engineer",
      "title": "Principal LLM Engineer",
      "soc": "15-2051",
      "ai_hub": "ai-engineering-roles"
    },
    {
      "slug": "principal-machine-learning-engineer",
      "title": "Principal Machine Learning Engineer",
      "soc": "15-2051",
      "ai_hub": null
    },
    {
      "slug": "principal-malware-analyst",
      "title": "Principal Malware Analyst",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "principal-microservices-engineer",
      "title": "Principal Microservices Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-ml-engineer",
      "title": "Principal ML Engineer",
      "soc": "15-2051",
      "ai_hub": "ai-engineering-roles"
    },
    {
      "slug": "principal-mlops-engineer",
      "title": "Principal MLOps Engineer",
      "soc": "15-1252",
      "ai_hub": "ai-operations-roles"
    },
    {
      "slug": "principal-mobile-engineer",
      "title": "Principal Mobile Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-motion-designer",
      "title": "Principal Motion Designer",
      "soc": "27-1014",
      "ai_hub": null
    },
    {
      "slug": "principal-network-security-engineer",
      "title": "Principal Network Security Engineer",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "principal-networking-engineer",
      "title": "Principal Networking Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-nlp-engineer",
      "title": "Principal NLP Engineer",
      "soc": "15-2051",
      "ai_hub": "ai-engineering-roles"
    },
    {
      "slug": "principal-operations-research-analyst",
      "title": "Principal Operations Research Analyst",
      "soc": "15-2031",
      "ai_hub": null
    },
    {
      "slug": "principal-penetration-tester",
      "title": "Principal Penetration Tester",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "principal-performance-engineer",
      "title": "Principal Performance Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-platform-engineer",
      "title": "Principal Platform Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-privacy-engineer",
      "title": "Principal Privacy Engineer",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "principal-product-designer",
      "title": "Principal Product Designer",
      "soc": "15-1255",
      "ai_hub": null
    },
    {
      "slug": "principal-prompt-engineer",
      "title": "Principal Prompt Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-protocol-engineer",
      "title": "Principal Protocol Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-quantitative-analyst",
      "title": "Principal Quantitative Analyst",
      "soc": "13-2054",
      "ai_hub": null
    },
    {
      "slug": "principal-quantitative-developer",
      "title": "Principal Quantitative Developer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-quantitative-researcher",
      "title": "Principal Quantitative Researcher",
      "soc": "15-2051",
      "ai_hub": null
    },
    {
      "slug": "principal-real-time-systems-engineer",
      "title": "Principal Real-Time Systems Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-red-team-operator",
      "title": "Principal Red Team Operator",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "principal-research-engineer",
      "title": "Principal Research Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-sdk-engineer",
      "title": "Principal SDK Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-search-engineer",
      "title": "Principal Search Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-security-consultant",
      "title": "Principal Security Consultant",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "principal-security-engineer",
      "title": "Principal Security Engineer",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "principal-security-operations-manager",
      "title": "Principal Security Operations Manager",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "principal-site-reliability-engineer",
      "title": "Principal Site Reliability Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-soc-analyst",
      "title": "Principal SOC Analyst",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "principal-software-engineer",
      "title": "Principal Software Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-statistician",
      "title": "Principal Statistician",
      "soc": "15-2041",
      "ai_hub": null
    },
    {
      "slug": "principal-streaming-data-engineer",
      "title": "Principal Streaming Data Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-systems-engineer",
      "title": "Principal Systems Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-test-automation-engineer",
      "title": "Principal Test Automation Engineer",
      "soc": "15-1253",
      "ai_hub": null
    },
    {
      "slug": "principal-threat-intelligence-analyst",
      "title": "Principal Threat Intelligence Analyst",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "principal-ui-designer",
      "title": "Principal UI Designer",
      "soc": "15-1255",
      "ai_hub": null
    },
    {
      "slug": "principal-ux-designer",
      "title": "Principal UX Designer",
      "soc": "15-1255",
      "ai_hub": null
    },
    {
      "slug": "principal-ux-researcher",
      "title": "Principal UX Researcher",
      "soc": "15-1255",
      "ai_hub": null
    },
    {
      "slug": "principal-video-engineer",
      "title": "Principal Video Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "principal-visual-designer",
      "title": "Principal Visual Designer",
      "soc": "15-1255",
      "ai_hub": null
    },
    {
      "slug": "principal-vulnerability-researcher",
      "title": "Principal Vulnerability Researcher",
      "soc": "15-1212",
      "ai_hub": null
    },
    {
      "slug": "privacy-counsel",
      "title": "Privacy Counsel",
      "soc": "23-1011",
      "ai_hub": null
    },
    {
      "slug": "privacy-data-counsel",
      "title": "Privacy / Data Counsel",
      "soc": "23-1011",
      "ai_hub": null
    },
    {
      "slug": "procurement-software-engineer",
      "title": "Procurement Software Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "procurement-specialist",
      "title": "Procurement Specialist",
      "soc": "13-1020",
      "ai_hub": null
    },
    {
      "slug": "product-design-manager",
      "title": "Product Design Manager",
      "soc": "11-3021",
      "ai_hub": null
    },
    {
      "slug": "product-designer",
      "title": "Product Designer",
      "soc": "15-1255",
      "ai_hub": null
    },
    {
      "slug": "product-management-intern",
      "title": "Product Management Intern",
      "soc": "13-1082",
      "ai_hub": null
    },
    {
      "slug": "product-manager",
      "title": "Product Manager",
      "soc": "11-2021",
      "ai_hub": null
    },
    {
      "slug": "production-engineer",
      "title": "Production Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "program-manager",
      "title": "Program Manager",
      "soc": "13-1082",
      "ai_hub": null
    },
    {
      "slug": "programmer",
      "title": "Programmer",
      "soc": "15-1251",
      "ai_hub": null
    },
    {
      "slug": "programmer-analyst",
      "title": "Programmer Analyst",
      "soc": "15-1251",
      "ai_hub": null
    },
    {
      "slug": "project-manager",
      "title": "Project Manager",
      "soc": "13-1082",
      "ai_hub": null
    },
    {
      "slug": "prompt-architect",
      "title": "Prompt Architect",
      "soc": "15-1252",
      "ai_hub": "ai-design-roles"
    },
    {
      "slug": "prompt-engineer",
      "title": "Prompt Engineer",
      "soc": "15-1252",
      "ai_hub": "ai-product-roles"
    },
    {
      "slug": "prompt-engineering-manager",
      "title": "Prompt Engineering Manager",
      "soc": "11-3021",
      "ai_hub": "ai-product-roles"
    },
    {
      "slug": "prompt-operations-engineer",
      "title": "Prompt Operations Engineer",
      "soc": "15-1252",
      "ai_hub": "ai-engineering-roles"
    },
    {
      "slug": "prompt-operations-manager",
      "title": "Prompt Operations Manager",
      "soc": "11-3021",
      "ai_hub": "ai-engineering-roles"
    },
    {
      "slug": "property-manager",
      "title": "Property Manager",
      "soc": "11-9141",
      "ai_hub": null
    },
    {
      "slug": "proposal-writer",
      "title": "Proposal Writer",
      "soc": "27-3043",
      "ai_hub": null
    },
    {
      "slug": "proptech-ai-engineer",
      "title": "PropTech AI Engineer",
      "soc": "15-1252",
      "ai_hub": "ai-consumer-commerce-roles"
    },
    {
      "slug": "proptech-engineer",
      "title": "PropTech Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "protein-folding-researcher",
      "title": "Protein Folding Researcher",
      "soc": "19-1021",
      "ai_hub": null
    },
    {
      "slug": "prototyping-engineer",
      "title": "Prototyping Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "public-health-officer",
      "title": "Public Health Officer",
      "soc": "21-1091",
      "ai_hub": null
    },
    {
      "slug": "push-notification-engineer",
      "title": "Push Notification Engineer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "python-developer",
      "title": "Python Developer",
      "soc": "15-1252",
      "ai_hub": null
    },
    {
      "slug": "qa-analyst",
      "title": "QA Analyst",
      "soc": "15-1253",
      "ai_hub": null
    },
    {
      "slug": "qa-lead",
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    },
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    },
    {
      "slug": "vp-of-data-science",
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    },
    {
      "slug": "vp-of-database-engineering",
      "title": "VP of Database Engineering",
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    },
    {
      "slug": "vp-of-demand-generation",
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    },
    {
      "slug": "vp-of-design",
      "title": "VP of Design",
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    },
    {
      "slug": "vp-of-developer-experience",
      "title": "VP of Developer Experience",
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    },
    {
      "slug": "vp-of-digital",
      "title": "VP of Digital",
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    },
    {
      "slug": "vp-of-digital-marketing",
      "title": "VP of Digital Marketing",
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    },
    {
      "slug": "vp-of-diversity",
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    },
    {
      "slug": "vp-of-engineering",
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    },
    {
      "slug": "vp-of-ethics",
      "title": "VP of Ethics",
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    },
    {
      "slug": "vp-of-experience",
      "title": "VP of Experience",
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    },
    {
      "slug": "vp-of-field-engineering",
      "title": "VP of Field Engineering",
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    },
    {
      "slug": "vp-of-finance",
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    },
    {
      "slug": "vp-of-growth",
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    },
    {
      "slug": "vp-of-hr",
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    },
    {
      "slug": "vp-of-information-security",
      "title": "VP of Information Security",
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    },
    {
      "slug": "vp-of-information-technology",
      "title": "VP of Information Technology",
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    },
    {
      "slug": "vp-of-infrastructure",
      "title": "VP of Infrastructure",
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    {
      "slug": "vp-of-innovation",
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    {
      "slug": "vp-of-it",
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    },
    {
      "slug": "vp-of-learning-and-development",
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    },
    {
      "slug": "vp-of-legal",
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    {
      "slug": "vp-of-machine-learning",
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    },
    {
      "slug": "vp-of-marketing",
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    },
    {
      "slug": "vp-of-mobile",
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    },
    {
      "slug": "vp-of-network-engineering",
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    {
      "slug": "vp-of-operations",
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    },
    {
      "slug": "vp-of-partner-engineering",
      "title": "VP of Partner Engineering",
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    },
    {
      "slug": "vp-of-people",
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    },
    {
      "slug": "vp-of-platform-engineering",
      "title": "VP of Platform Engineering",
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    },
    {
      "slug": "vp-of-privacy",
      "title": "VP of Privacy",
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    },
    {
      "slug": "vp-of-procurement",
      "title": "VP of Procurement",
      "soc": "11-3061",
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    },
    {
      "slug": "vp-of-product",
      "title": "VP of Product",
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    },
    {
      "slug": "vp-of-product-design",
      "title": "VP of Product Design",
      "soc": "27-1011",
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    },
    {
      "slug": "vp-of-professional-services",
      "title": "VP of Professional Services",
      "soc": "11-1021",
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    },
    {
      "slug": "vp-of-quality",
      "title": "VP of Quality",
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    },
    {
      "slug": "vp-of-real-estate",
      "title": "VP of Real Estate",
      "soc": "11-9141",
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    },
    {
      "slug": "vp-of-reliability-engineering",
      "title": "VP of Reliability Engineering",
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    },
    {
      "slug": "vp-of-research",
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      "soc": "11-9121",
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    },
    {
      "slug": "vp-of-research-and-development",
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    },
    {
      "slug": "vp-of-revenue",
      "title": "VP of Revenue",
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    },
    {
      "slug": "vp-of-risk",
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    },
    {
      "slug": "vp-of-sales",
      "title": "VP of Sales",
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    },
    {
      "slug": "vp-of-security",
      "title": "VP of Security",
      "soc": "11-3021",
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    },
    {
      "slug": "vp-of-security-engineering",
      "title": "VP of Security Engineering",
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    },
    {
      "slug": "vp-of-site-reliability-engineering",
      "title": "VP of Site Reliability Engineering",
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    },
    {
      "slug": "vp-of-solutions-engineering",
      "title": "VP of Solutions Engineering",
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    },
    {
      "slug": "vp-of-strategy",
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      "soc": "11-9199",
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    },
    {
      "slug": "vp-of-supply-chain",
      "title": "VP of Supply Chain",
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    },
    {
      "slug": "vp-of-support-engineering",
      "title": "VP of Support Engineering",
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    },
    {
      "slug": "vp-of-sustainability",
      "title": "VP of Sustainability",
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    },
    {
      "slug": "vp-of-talent",
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    },
    {
      "slug": "vp-of-talent-acquisition",
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    },
    {
      "slug": "vp-of-technical-support",
      "title": "VP of Technical Support",
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    },
    {
      "slug": "vp-of-transformation",
      "title": "VP of Transformation",
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    },
    {
      "slug": "vp-of-trust",
      "title": "VP of Trust",
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    },
    {
      "slug": "vp-of-trust-and-safety",
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      "slug": "water-resource-specialist",
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    },
    {
      "slug": "wearable-tech-engineer",
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    {
      "slug": "web-designer",
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      "slug": "web-developer",
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      "slug": "webmaster",
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      "slug": "webrtc-engineer",
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      "slug": "websocket-engineer",
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      "slug": "welder",
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    {
      "slug": "wind-turbine-technician",
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      "soc": "49-9081",
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    },
    {
      "slug": "windows-administrator",
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    },
    {
      "slug": "wire-transfer-systems-engineer",
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    {
      "slug": "woocommerce-developer",
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    {
      "slug": "wordpress-developer",
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      "slug": "workday-architect",
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    {
      "slug": "workday-developer",
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      "slug": "workflow-automation-architect",
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    },
    {
      "slug": "workforce-analytics-engineer",
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    },
    {
      "slug": "workforce-management-engineer",
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    },
    {
      "slug": "workplace-experience-manager",
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      "slug": "xamarin-developer",
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      "slug": "xero-integration-developer",
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    },
    {
      "slug": "zendesk-administrator",
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    },
    {
      "slug": "zendesk-developer",
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    },
    {
      "slug": "zero-trust-architect",
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    }
  ]
}