[
  {
    "title": "Ocupaciones militares",
    "code": "00",
    "slug": "00-ocupaciones-militares",
    "category": "0-ocupaciones-militares",
    "pay": null,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": null,
    "jobs_year": null,
    "outlook": -4.03,
    "outlook_desc": "Cae",
    "outlook_quality": "official_proxy",
    "education": null,
    "education_year": null,
    "exposure": 3.55,
    "exposure_confidence": 8.16,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 3,
    "children_4d": [
      "0011",
      "0012",
      "0020"
    ],
    "url": ""
  },
  {
    "title": "Miembros del poder ejecutivo y de los cuerpos legislativos; directivos de la Administraci\u00f3n P\u00fablica y organizaciones de inter\u00e9s social; directores ejecutivos",
    "code": "11",
    "slug": "11-miembros-del-poder-ejecutivo-y-de-los-cuerpos-legislativos-directivos-de-la-administracion-publica-y-organizaciones-de-interes-social-directores-ejecutivos",
    "category": "1-directores-y-gerentes",
    "pay": 74549.6,
    "pay_year": 2018,
    "pay_quality": "official_low_sample",
    "jobs": 44856,
    "jobs_year": 2023,
    "outlook": 2.2,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Grados universitarios de m\u00e1s de 240 cr\u00e9ditos ECTS, licenciados y equivalentes",
    "education_year": 2023,
    "exposure": 4.76,
    "exposure_confidence": 8.76,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 4,
    "children_4d": [
      "1111",
      "1112",
      "1113",
      "1120"
    ],
    "url": ""
  },
  {
    "title": "Directores de departamentos administrativos y comerciales",
    "code": "12",
    "slug": "12-directores-de-departamentos-administrativos-y-comerciales",
    "category": "1-directores-y-gerentes",
    "pay": 54362.5,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 260019,
    "jobs_year": 2023,
    "outlook": 1.33,
    "outlook_desc": "Estable",
    "outlook_quality": "official_proxy",
    "education": "Grados universitarios de m\u00e1s de 240 cr\u00e9ditos ECTS, licenciados y equivalentes",
    "education_year": 2023,
    "exposure": 6.22,
    "exposure_confidence": 8.15,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 6,
    "children_4d": [
      "1211",
      "1212",
      "1219",
      "1221",
      "1222",
      "1223"
    ],
    "url": ""
  },
  {
    "title": "Directores de producci\u00f3n y operaciones",
    "code": "13",
    "slug": "13-directores-de-produccion-y-operaciones",
    "category": "1-directores-y-gerentes",
    "pay": 55551.93,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 185998,
    "jobs_year": 2023,
    "outlook": -3.58,
    "outlook_desc": "Cae",
    "outlook_quality": "official_proxy",
    "education": "Grados universitarios de m\u00e1s de 240 cr\u00e9ditos ECTS, licenciados y equivalentes",
    "education_year": 2023,
    "exposure": 5.71,
    "exposure_confidence": 8.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 14,
    "children_4d": [
      "1311",
      "1312",
      "1313",
      "1314",
      "1315",
      "1316",
      "1321",
      "1322",
      "1323",
      "1324",
      "1325",
      "1326",
      "1327",
      "1329"
    ],
    "url": ""
  },
  {
    "title": "Directores y gerentes de empresas de alojamiento, restauraci\u00f3n y comercio",
    "code": "14",
    "slug": "14-directores-y-gerentes-de-empresas-de-alojamiento-restauracion-y-comercio",
    "category": "1-directores-y-gerentes",
    "pay": 41926.71,
    "pay_year": 2018,
    "pay_quality": "official_low_sample",
    "jobs": 138148,
    "jobs_year": 2023,
    "outlook": -0.92,
    "outlook_desc": "Estable",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 4.12,
    "exposure_confidence": 8.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 7,
    "children_4d": [
      "1411",
      "1419",
      "1421",
      "1422",
      "1429",
      "1431",
      "1432"
    ],
    "url": ""
  },
  {
    "title": "Directores y gerentes de otras empresas de servicios no clasificados bajo otros ep\u00edgrafes",
    "code": "15",
    "slug": "15-directores-y-gerentes-de-otras-empresas-de-servicios-no-clasificados-bajo-otros-epigrafes",
    "category": "1-directores-y-gerentes",
    "pay": 35069.77,
    "pay_year": 2018,
    "pay_quality": "official_low_sample",
    "jobs": 105734,
    "jobs_year": 2023,
    "outlook": -2.08,
    "outlook_desc": "Cae",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 4.93,
    "exposure_confidence": 8.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 2,
    "children_4d": [
      "1501",
      "1509"
    ],
    "url": ""
  },
  {
    "title": "Profesionales de la salud",
    "code": "21",
    "slug": "21-profesionales-de-la-salud",
    "category": "2-tecnicos-y-profesionales-cientificos-e-intelectuales",
    "pay": 39713.11,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 788808,
    "jobs_year": 2023,
    "outlook": 6.67,
    "outlook_desc": "Sube con fuerza",
    "outlook_quality": "official_proxy",
    "education": "Grados universitarios de hasta 240 cr\u00e9ditos ECTS, diplomados universitarios y equivalentes",
    "education_year": 2023,
    "exposure": 2.88,
    "exposure_confidence": 8.75,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 16,
    "children_4d": [
      "2111",
      "2112",
      "2121",
      "2122",
      "2123",
      "2130",
      "2140",
      "2151",
      "2152",
      "2153",
      "2154",
      "2155",
      "2156",
      "2157",
      "2158",
      "2159"
    ],
    "url": ""
  },
  {
    "title": "Profesionales de la ense\u00f1anza infantil, primaria, secundaria y postsecundaria",
    "code": "22",
    "slug": "22-profesionales-de-la-ensenanza-infantil-primaria-secundaria-y-postsecundaria",
    "category": "2-tecnicos-y-profesionales-cientificos-e-intelectuales",
    "pay": 27498.06,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 983857,
    "jobs_year": 2023,
    "outlook": -0.46,
    "outlook_desc": "Estable",
    "outlook_quality": "official_proxy",
    "education": "Grados universitarios de hasta 240 cr\u00e9ditos ECTS, diplomados universitarios y equivalentes",
    "education_year": 2023,
    "exposure": 3.84,
    "exposure_confidence": 8.82,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 6,
    "children_4d": [
      "2210",
      "2220",
      "2230",
      "2240",
      "2251",
      "2252"
    ],
    "url": ""
  },
  {
    "title": "Otros profesionales de la ense\u00f1anza",
    "code": "23",
    "slug": "23-otros-profesionales-de-la-ensenanza",
    "category": "2-tecnicos-y-profesionales-cientificos-e-intelectuales",
    "pay": 15286.41,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 260120,
    "jobs_year": 2023,
    "outlook": 1.61,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Grados universitarios de m\u00e1s de 240 cr\u00e9ditos ECTS, licenciados y equivalentes",
    "education_year": 2023,
    "exposure": 5.42,
    "exposure_confidence": 8.15,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 9,
    "children_4d": [
      "2311",
      "2312",
      "2321",
      "2322",
      "2323",
      "2324",
      "2325",
      "2326",
      "2329"
    ],
    "url": ""
  },
  {
    "title": "Profesionales de la ciencias f\u00edsicas, qu\u00edmicas, matem\u00e1ticas y de las ingenier\u00edas",
    "code": "24",
    "slug": "24-profesionales-de-la-ciencias-fisicas-quimicas-matematicas-y-de-las-ingenierias",
    "category": "2-tecnicos-y-profesionales-cientificos-e-intelectuales",
    "pay": 38628.53,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 463755,
    "jobs_year": 2023,
    "outlook": -6.33,
    "outlook_desc": "Cae con fuerza",
    "outlook_quality": "official_proxy",
    "education": "Grados universitarios de m\u00e1s de 240 cr\u00e9ditos ECTS, licenciados y equivalentes",
    "education_year": 2023,
    "exposure": 6.39,
    "exposure_confidence": 8.07,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 42,
    "children_4d": [
      "2411",
      "2412",
      "2413",
      "2414",
      "2415",
      "2416",
      "2421",
      "2422",
      "2423",
      "2424",
      "2425",
      "2426",
      "2427",
      "2431",
      "2432",
      "2433",
      "2434",
      "2435",
      "2436",
      "2437",
      "2439",
      "2441",
      "2442",
      "2443",
      "2451",
      "2452",
      "2453",
      "2454",
      "2461",
      "2462",
      "2463",
      "2464",
      "2465",
      "2466",
      "2469",
      "2471",
      "2472",
      "2473",
      "2481",
      "2482",
      "2483",
      "2484"
    ],
    "url": ""
  },
  {
    "title": "Profesionales en derecho",
    "code": "25",
    "slug": "25-profesionales-en-derecho",
    "category": "2-tecnicos-y-profesionales-cientificos-e-intelectuales",
    "pay": 40679.95,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 188636,
    "jobs_year": 2023,
    "outlook": 1.93,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Grados universitarios de m\u00e1s de 240 cr\u00e9ditos ECTS, licenciados y equivalentes",
    "education_year": 2023,
    "exposure": 7.26,
    "exposure_confidence": 9.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 6,
    "children_4d": [
      "2511",
      "2512",
      "2513",
      "2591",
      "2592",
      "2599"
    ],
    "url": ""
  },
  {
    "title": "Especialistas en organizaci\u00f3n de la Administraci\u00f3n P\u00fablica y de las empresas y en la comercializaci\u00f3n",
    "code": "26",
    "slug": "26-especialistas-en-organizacion-de-la-administracion-publica-y-de-las-empresas-y-en-la-comercializacion",
    "category": "2-tecnicos-y-profesionales-cientificos-e-intelectuales",
    "pay": 40569.83,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 460257,
    "jobs_year": 2023,
    "outlook": 3.87,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Grados universitarios de m\u00e1s de 240 cr\u00e9ditos ECTS, licenciados y equivalentes",
    "education_year": 2023,
    "exposure": 7.43,
    "exposure_confidence": 8.65,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 13,
    "children_4d": [
      "2611",
      "2612",
      "2613",
      "2621",
      "2622",
      "2623",
      "2624",
      "2625",
      "2630",
      "2640",
      "2651",
      "2652",
      "2653"
    ],
    "url": ""
  },
  {
    "title": "Profesionales de las tecnolog\u00edas de la informaci\u00f3n",
    "code": "27",
    "slug": "27-profesionales-de-las-tecnologias-de-la-informacion",
    "category": "2-tecnicos-y-profesionales-cientificos-e-intelectuales",
    "pay": 39318.16,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 218852,
    "jobs_year": 2023,
    "outlook": 4.41,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Grados universitarios de m\u00e1s de 240 cr\u00e9ditos ECTS, licenciados y equivalentes",
    "education_year": 2023,
    "exposure": 8.53,
    "exposure_confidence": 9.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 8,
    "children_4d": [
      "2711",
      "2712",
      "2713",
      "2719",
      "2721",
      "2722",
      "2723",
      "2729"
    ],
    "url": ""
  },
  {
    "title": "Profesionales en ciencias sociales",
    "code": "28",
    "slug": "28-profesionales-en-ciencias-sociales",
    "category": "2-tecnicos-y-profesionales-cientificos-e-intelectuales",
    "pay": 26024.71,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 213696,
    "jobs_year": 2023,
    "outlook": 5.69,
    "outlook_desc": "Sube con fuerza",
    "outlook_quality": "official_proxy",
    "education": "Grados universitarios de hasta 240 cr\u00e9ditos ECTS, diplomados universitarios y equivalentes",
    "education_year": 2023,
    "exposure": 3.59,
    "exposure_confidence": 8.2,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 7,
    "children_4d": [
      "2810",
      "2821",
      "2822",
      "2823",
      "2824",
      "2825",
      "2830"
    ],
    "url": ""
  },
  {
    "title": "Profesionales de la cultura y el espect\u00e1culo",
    "code": "29",
    "slug": "29-profesionales-de-la-cultura-y-el-espectaculo",
    "category": "2-tecnicos-y-profesionales-cientificos-e-intelectuales",
    "pay": 32542.19,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 179980,
    "jobs_year": 2023,
    "outlook": 2.44,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Grados universitarios de m\u00e1s de 240 cr\u00e9ditos ECTS, licenciados y equivalentes",
    "education_year": 2023,
    "exposure": 4.63,
    "exposure_confidence": 8.3,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 13,
    "children_4d": [
      "2911",
      "2912",
      "2921",
      "2922",
      "2923",
      "2931",
      "2932",
      "2933",
      "2934",
      "2935",
      "2936",
      "2937",
      "2939"
    ],
    "url": ""
  },
  {
    "title": "T\u00e9cnicos de las ciencias y de las ingenier\u00edas",
    "code": "31",
    "slug": "31-tecnicos-de-las-ciencias-y-de-las-ingenierias",
    "category": "3-tecnicos-profesionales-de-apoyo",
    "pay": 31872.85,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 323422,
    "jobs_year": 2023,
    "outlook": 3.16,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Ense\u00f1anzas de formaci\u00f3n profesional, artes pl\u00e1sticas y dise\u00f1o y deportivas de grado superior y equivalentes",
    "education_year": 2023,
    "exposure": 4.83,
    "exposure_confidence": 8.15,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 25,
    "children_4d": [
      "3110",
      "3121",
      "3122",
      "3123",
      "3124",
      "3125",
      "3126",
      "3127",
      "3128",
      "3129",
      "3131",
      "3132",
      "3133",
      "3134",
      "3135",
      "3139",
      "3141",
      "3142",
      "3143",
      "3151",
      "3152",
      "3153",
      "3154",
      "3155",
      "3160"
    ],
    "url": ""
  },
  {
    "title": "Supervisores en ingenier\u00eda de minas, de industrias manufactureras y de la construcci\u00f3n",
    "code": "32",
    "slug": "32-supervisores-en-ingenieria-de-minas-de-industrias-manufactureras-y-de-la-construccion",
    "category": "3-tecnicos-profesionales-de-apoyo",
    "pay": 38150.32,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 84435,
    "jobs_year": 2023,
    "outlook": 6.1,
    "outlook_desc": "Sube con fuerza",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 3.29,
    "exposure_confidence": 8.6,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 8,
    "children_4d": [
      "3201",
      "3202",
      "3203",
      "3204",
      "3205",
      "3206",
      "3207",
      "3209"
    ],
    "url": ""
  },
  {
    "title": "T\u00e9cnicos sanitarios y profesionales de las terapias alternativas",
    "code": "33",
    "slug": "33-tecnicos-sanitarios-y-profesionales-de-las-terapias-alternativas",
    "category": "3-tecnicos-profesionales-de-apoyo",
    "pay": 22335.25,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 146688,
    "jobs_year": 2023,
    "outlook": 7.36,
    "outlook_desc": "Sube con fuerza",
    "outlook_quality": "official_proxy",
    "education": "Ense\u00f1anzas de formaci\u00f3n profesional, artes pl\u00e1sticas y dise\u00f1o y deportivas de grado superior y equivalentes",
    "education_year": 2023,
    "exposure": 3.49,
    "exposure_confidence": 8.29,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 17,
    "children_4d": [
      "3311",
      "3312",
      "3313",
      "3314",
      "3315",
      "3316",
      "3317",
      "3321",
      "3322",
      "3323",
      "3324",
      "3325",
      "3326",
      "3327",
      "3329",
      "3331",
      "3339"
    ],
    "url": ""
  },
  {
    "title": "Profesionales de apoyo en finanzas y matem\u00e1ticas",
    "code": "34",
    "slug": "34-profesionales-de-apoyo-en-finanzas-y-matematicas",
    "category": "3-tecnicos-profesionales-de-apoyo",
    "pay": 43010.73,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 21132,
    "jobs_year": 2023,
    "outlook": 4.36,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Grados universitarios de m\u00e1s de 240 cr\u00e9ditos ECTS, licenciados y equivalentes",
    "education_year": 2023,
    "exposure": 8.4,
    "exposure_confidence": 8.91,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 5,
    "children_4d": [
      "3401",
      "3402",
      "3403",
      "3404",
      "3405"
    ],
    "url": ""
  },
  {
    "title": "Representantes, agentes comerciales y afines",
    "code": "35",
    "slug": "35-representantes-agentes-comerciales-y-afines",
    "category": "3-tecnicos-profesionales-de-apoyo",
    "pay": 33389.09,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 554643,
    "jobs_year": 2023,
    "outlook": 0.37,
    "outlook_desc": "Estable",
    "outlook_quality": "official_proxy",
    "education": "Segunda etapa de educaci\u00f3n secundaria, con orientaci\u00f3n general",
    "education_year": 2023,
    "exposure": 5.95,
    "exposure_confidence": 8.03,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 10,
    "children_4d": [
      "3510",
      "3521",
      "3522",
      "3523",
      "3531",
      "3532",
      "3533",
      "3534",
      "3535",
      "3539"
    ],
    "url": ""
  },
  {
    "title": "Profesionales de apoyo a la gesti\u00f3n administrativa; t\u00e9cnicos de las fuerzas y cuerpos de seguridad",
    "code": "36",
    "slug": "36-profesionales-de-apoyo-a-la-gestion-administrativa-tecnicos-de-las-fuerzas-y-cuerpos-de-seguridad",
    "category": "3-tecnicos-profesionales-de-apoyo",
    "pay": 28876.54,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 338239,
    "jobs_year": 2023,
    "outlook": 0.89,
    "outlook_desc": "Estable",
    "outlook_quality": "official_proxy",
    "education": "Ense\u00f1anzas de formaci\u00f3n profesional, artes pl\u00e1sticas y dise\u00f1o y deportivas de grado superior y equivalentes",
    "education_year": 2023,
    "exposure": 7.84,
    "exposure_confidence": 8.91,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 10,
    "children_4d": [
      "3611",
      "3612",
      "3613",
      "3614",
      "3621",
      "3622",
      "3623",
      "3629",
      "3631",
      "3632"
    ],
    "url": ""
  },
  {
    "title": "Profesionales de apoyo de servicios jur\u00eddicos, sociales, culturales, deportivos y afines",
    "code": "37",
    "slug": "37-profesionales-de-apoyo-de-servicios-juridicos-sociales-culturales-deportivos-y-afines",
    "category": "3-tecnicos-profesionales-de-apoyo",
    "pay": 16189.89,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 374310,
    "jobs_year": 2023,
    "outlook": 3.72,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Grados universitarios de hasta 240 cr\u00e9ditos ECTS, diplomados universitarios y equivalentes",
    "education_year": 2023,
    "exposure": 2.39,
    "exposure_confidence": 8.65,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 15,
    "children_4d": [
      "3711",
      "3712",
      "3713",
      "3714",
      "3715",
      "3716",
      "3721",
      "3722",
      "3723",
      "3724",
      "3731",
      "3732",
      "3733",
      "3734",
      "3739"
    ],
    "url": ""
  },
  {
    "title": "T\u00e9cnicos de las tecnolog\u00edas de la informaci\u00f3n y las comunicaciones (TIC)",
    "code": "38",
    "slug": "38-tecnicos-de-las-tecnologias-de-la-informacion-y-las-comunicaciones-tic",
    "category": "3-tecnicos-profesionales-de-apoyo",
    "pay": 28349.09,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 240847,
    "jobs_year": 2023,
    "outlook": -0.37,
    "outlook_desc": "Estable",
    "outlook_quality": "official_proxy",
    "education": "Ense\u00f1anzas de formaci\u00f3n profesional, artes pl\u00e1sticas y dise\u00f1o y deportivas de grado superior y equivalentes",
    "education_year": 2023,
    "exposure": 6.75,
    "exposure_confidence": 8.49,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 8,
    "children_4d": [
      "3811",
      "3812",
      "3813",
      "3814",
      "3820",
      "3831",
      "3832",
      "3833"
    ],
    "url": ""
  },
  {
    "title": "Empleados en servicios contables, financieros, y de servicios de apoyo a la producci\u00f3n y al transporte",
    "code": "41",
    "slug": "41-empleados-en-servicios-contables-financieros-y-de-servicios-de-apoyo-a-la-produccion-y-al-transporte",
    "category": "4-empleados-contables-adminstrativos-y-otros-empleados-de-oficina",
    "pay": 27066.55,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 404662,
    "jobs_year": 2023,
    "outlook": -1.58,
    "outlook_desc": "Cae",
    "outlook_quality": "official_proxy",
    "education": "Grados universitarios de m\u00e1s de 240 cr\u00e9ditos ECTS, licenciados y equivalentes",
    "education_year": 2023,
    "exposure": 7.59,
    "exposure_confidence": 8.46,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 6,
    "children_4d": [
      "4111",
      "4112",
      "4113",
      "4121",
      "4122",
      "4123"
    ],
    "url": ""
  },
  {
    "title": "Empleados de bibliotecas, servicios de correos y afines",
    "code": "42",
    "slug": "42-empleados-de-bibliotecas-servicios-de-correos-y-afines",
    "category": "4-empleados-contables-adminstrativos-y-otros-empleados-de-oficina",
    "pay": 22338.31,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 75759,
    "jobs_year": 2023,
    "outlook": -21.21,
    "outlook_desc": "Cae con fuerza",
    "outlook_quality": "official_proxy",
    "education": "Ense\u00f1anzas de formaci\u00f3n profesional, artes pl\u00e1sticas y dise\u00f1o y deportivas de grado superior y equivalentes",
    "education_year": 2023,
    "exposure": 3.52,
    "exposure_confidence": 8.12,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 4,
    "children_4d": [
      "4210",
      "4221",
      "4222",
      "4223"
    ],
    "url": ""
  },
  {
    "title": "Otros empleados administrativos sin tareas de atenci\u00f3n al p\u00fablico",
    "code": "43",
    "slug": "43-otros-empleados-administrativos-sin-tareas-de-atencion-al-publico",
    "category": "4-empleados-contables-adminstrativos-y-otros-empleados-de-oficina",
    "pay": 20194.82,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 612657,
    "jobs_year": 2023,
    "outlook": 1.73,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Ense\u00f1anzas de formaci\u00f3n profesional, artes pl\u00e1sticas y dise\u00f1o y deportivas de grado superior y equivalentes",
    "education_year": 2023,
    "exposure": 9.1,
    "exposure_confidence": 9.1,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 2,
    "children_4d": [
      "4301",
      "4309"
    ],
    "url": ""
  },
  {
    "title": "Empleados de agencias de viajes, recepcionistas y telefonistas; empleados de ventanilla y afines (excepto taquilleros)",
    "code": "44",
    "slug": "44-empleados-de-agencias-de-viajes-recepcionistas-y-telefonistas-empleados-de-ventanilla-y-afines-excepto-taquilleros",
    "category": "4-empleados-contables-adminstrativos-y-otros-empleados-de-oficina",
    "pay": 19080.11,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 287771,
    "jobs_year": 2023,
    "outlook": -1.36,
    "outlook_desc": "Estable",
    "outlook_quality": "official_proxy",
    "education": "Grados universitarios de hasta 240 cr\u00e9ditos ECTS, diplomados universitarios y equivalentes",
    "education_year": 2023,
    "exposure": 7.35,
    "exposure_confidence": 8.48,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 13,
    "children_4d": [
      "4411",
      "4412",
      "4421",
      "4422",
      "4423",
      "4424",
      "4430",
      "4441",
      "4442",
      "4443",
      "4444",
      "4445",
      "4446"
    ],
    "url": ""
  },
  {
    "title": "Empleados administrativos con tareas de atenci\u00f3n al p\u00fablico no clasificados bajo otros ep\u00edgrafes",
    "code": "45",
    "slug": "45-empleados-administrativos-con-tareas-de-atencion-al-publico-no-clasificados-bajo-otros-epigrafes",
    "category": "4-empleados-contables-adminstrativos-y-otros-empleados-de-oficina",
    "pay": 19378.5,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 550220,
    "jobs_year": 2023,
    "outlook": 2.01,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Ense\u00f1anzas de formaci\u00f3n profesional, artes pl\u00e1sticas y dise\u00f1o y deportivas de grado superior y equivalentes",
    "education_year": 2023,
    "exposure": 8.0,
    "exposure_confidence": 9.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 1,
    "children_4d": [
      "4500"
    ],
    "url": ""
  },
  {
    "title": "Camareros y cocineros propietarios",
    "code": "50",
    "slug": "50-camareros-y-cocineros-propietarios",
    "category": "5-trabajadores-de-los-servicios-de-restauracion-personales-proteccion-y-vendedores",
    "pay": null,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 288175,
    "jobs_year": 2023,
    "outlook": -8.24,
    "outlook_desc": "Cae con fuerza",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 1.0,
    "exposure_confidence": 9.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 1,
    "children_4d": [
      "5000"
    ],
    "url": ""
  },
  {
    "title": "Trabajadores asalariados de los servicios de restauraci\u00f3n",
    "code": "51",
    "slug": "51-trabajadores-asalariados-de-los-servicios-de-restauracion",
    "category": "5-trabajadores-de-los-servicios-de-restauracion-personales-proteccion-y-vendedores",
    "pay": 13907.89,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 869975,
    "jobs_year": 2023,
    "outlook": -1.26,
    "outlook_desc": "Estable",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 1.16,
    "exposure_confidence": 9.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 2,
    "children_4d": [
      "5110",
      "5120"
    ],
    "url": ""
  },
  {
    "title": "Dependientes en tiendas y almacenes",
    "code": "52",
    "slug": "52-dependientes-en-tiendas-y-almacenes",
    "category": "5-trabajadores-de-los-servicios-de-restauracion-personales-proteccion-y-vendedores",
    "pay": 16668.61,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 976858,
    "jobs_year": 2023,
    "outlook": -0.84,
    "outlook_desc": "Estable",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 3.02,
    "exposure_confidence": 8.98,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 2,
    "children_4d": [
      "5210",
      "5220"
    ],
    "url": ""
  },
  {
    "title": "Comerciantes propietarios de tiendas",
    "code": "53",
    "slug": "53-comerciantes-propietarios-de-tiendas",
    "category": "5-trabajadores-de-los-servicios-de-restauracion-personales-proteccion-y-vendedores",
    "pay": null,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 343407,
    "jobs_year": 2023,
    "outlook": -20.83,
    "outlook_desc": "Cae con fuerza",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 4.0,
    "exposure_confidence": 8.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 1,
    "children_4d": [
      "5300"
    ],
    "url": ""
  },
  {
    "title": "Vendedores (excepto en tiendas y almacenes)",
    "code": "54",
    "slug": "54-vendedores-excepto-en-tiendas-y-almacenes",
    "category": "5-trabajadores-de-los-servicios-de-restauracion-personales-proteccion-y-vendedores",
    "pay": 16391.48,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 164327,
    "jobs_year": 2023,
    "outlook": -4.18,
    "outlook_desc": "Cae",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 3.01,
    "exposure_confidence": 8.66,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 8,
    "children_4d": [
      "5411",
      "5412",
      "5420",
      "5430",
      "5491",
      "5492",
      "5493",
      "5499"
    ],
    "url": ""
  },
  {
    "title": "Cajeros y taquilleros (excepto bancos)",
    "code": "55",
    "slug": "55-cajeros-y-taquilleros-excepto-bancos",
    "category": "5-trabajadores-de-los-servicios-de-restauracion-personales-proteccion-y-vendedores",
    "pay": 16784.98,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 116861,
    "jobs_year": 2023,
    "outlook": 6.09,
    "outlook_desc": "Sube con fuerza",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 5.0,
    "exposure_confidence": 8.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 1,
    "children_4d": [
      "5500"
    ],
    "url": ""
  },
  {
    "title": "Trabajadores de los cuidados a las personas en servicios de salud",
    "code": "56",
    "slug": "56-trabajadores-de-los-cuidados-a-las-personas-en-servicios-de-salud",
    "category": "5-trabajadores-de-los-servicios-de-restauracion-personales-proteccion-y-vendedores",
    "pay": 18197.58,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 512777,
    "jobs_year": 2023,
    "outlook": 4.31,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Segunda etapa de educaci\u00f3n secundaria con orientaci\u00f3n profesional; Educaci\u00f3n postsecundaria no superior",
    "education_year": 2023,
    "exposure": 1.22,
    "exposure_confidence": 9.41,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 5,
    "children_4d": [
      "5611",
      "5612",
      "5621",
      "5622",
      "5629"
    ],
    "url": ""
  },
  {
    "title": "Otros trabajadores de los cuidados a las personas",
    "code": "57",
    "slug": "57-otros-trabajadores-de-los-cuidados-a-las-personas",
    "category": "5-trabajadores-de-los-servicios-de-restauracion-personales-proteccion-y-vendedores",
    "pay": 9124.24,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 191803,
    "jobs_year": 2023,
    "outlook": 4.26,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 1.0,
    "exposure_confidence": 9.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 3,
    "children_4d": [
      "5710",
      "5721",
      "5722"
    ],
    "url": ""
  },
  {
    "title": "Trabajadores de los servicios personales",
    "code": "58",
    "slug": "58-trabajadores-de-los-servicios-personales",
    "category": "5-trabajadores-de-los-servicios-de-restauracion-personales-proteccion-y-vendedores",
    "pay": 17640.66,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 422242,
    "jobs_year": 2023,
    "outlook": -3.08,
    "outlook_desc": "Cae",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 1.88,
    "exposure_confidence": 8.9,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 17,
    "children_4d": [
      "5811",
      "5812",
      "5821",
      "5822",
      "5823",
      "5824",
      "5825",
      "5831",
      "5832",
      "5833",
      "5840",
      "5891",
      "5892",
      "5893",
      "5894",
      "5895",
      "5899"
    ],
    "url": ""
  },
  {
    "title": "Trabajadores de los servicios de protecci\u00f3n y seguridad",
    "code": "59",
    "slug": "59-trabajadores-de-los-servicios-de-proteccion-y-seguridad",
    "category": "5-trabajadores-de-los-servicios-de-restauracion-personales-proteccion-y-vendedores",
    "pay": 28467.92,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 463767,
    "jobs_year": 2023,
    "outlook": 4.33,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Segunda etapa de educaci\u00f3n secundaria, con orientaci\u00f3n general",
    "education_year": 2023,
    "exposure": 2.13,
    "exposure_confidence": 8.92,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 12,
    "children_4d": [
      "5910",
      "5921",
      "5922",
      "5923",
      "5931",
      "5932",
      "5941",
      "5942",
      "5991",
      "5992",
      "5993",
      "5999"
    ],
    "url": ""
  },
  {
    "title": "Trabajadores cualificados en actividades agr\u00edcolas",
    "code": "61",
    "slug": "61-trabajadores-cualificados-en-actividades-agricolas",
    "category": "6-trabajadores-cualificados-en-el-sector-agricola-ganadero-forestal-y-pesquero",
    "pay": 19311.92,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 260928,
    "jobs_year": 2023,
    "outlook": -2.11,
    "outlook_desc": "Cae",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 2.0,
    "exposure_confidence": 9.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 2,
    "children_4d": [
      "6110",
      "6120"
    ],
    "url": ""
  },
  {
    "title": "Trabajadores cualificados en actividades ganaderas, (incluidas av\u00edcolas, ap\u00edcolas y similares)",
    "code": "62",
    "slug": "62-trabajadores-cualificados-en-actividades-ganaderas-incluidas-avicolas-apicolas-y-similares",
    "category": "6-trabajadores-cualificados-en-el-sector-agricola-ganadero-forestal-y-pesquero",
    "pay": null,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 80731,
    "jobs_year": 2023,
    "outlook": -5.01,
    "outlook_desc": "Cae con fuerza",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 2.0,
    "exposure_confidence": 9.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 6,
    "children_4d": [
      "6201",
      "6202",
      "6203",
      "6204",
      "6205",
      "6209"
    ],
    "url": ""
  },
  {
    "title": "Trabajadores cualificados en actividades agropecuarias mixtas",
    "code": "63",
    "slug": "63-trabajadores-cualificados-en-actividades-agropecuarias-mixtas",
    "category": "6-trabajadores-cualificados-en-el-sector-agricola-ganadero-forestal-y-pesquero",
    "pay": null,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 22749,
    "jobs_year": 2023,
    "outlook": 1.34,
    "outlook_desc": "Estable",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 2.0,
    "exposure_confidence": 9.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 1,
    "children_4d": [
      "6300"
    ],
    "url": ""
  },
  {
    "title": "Trabajadores cualificados en actividades forestales, pesqueras y cineg\u00e9ticas",
    "code": "64",
    "slug": "64-trabajadores-cualificados-en-actividades-forestales-pesqueras-y-cinegeticas",
    "category": "6-trabajadores-cualificados-en-el-sector-agricola-ganadero-forestal-y-pesquero",
    "pay": null,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 37402,
    "jobs_year": 2023,
    "outlook": -1.28,
    "outlook_desc": "Estable",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 1.2,
    "exposure_confidence": 9.06,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 5,
    "children_4d": [
      "6410",
      "6421",
      "6422",
      "6423",
      "6430"
    ],
    "url": ""
  },
  {
    "title": "Trabajadores en obras estructurales de construcci\u00f3n y afines",
    "code": "71",
    "slug": "71-trabajadores-en-obras-estructurales-de-construccion-y-afines",
    "category": "7-artesanos-y-trabajadores-cualificados-de-las-industrias-manufactureras-y-la-construccion-excepto-operadores-de-instalaciones-y-maquinaria",
    "pay": 21087.17,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 603737,
    "jobs_year": 2023,
    "outlook": -0.12,
    "outlook_desc": "Estable",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 1.04,
    "exposure_confidence": 9.04,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 10,
    "children_4d": [
      "7111",
      "7112",
      "7121",
      "7122",
      "7131",
      "7132",
      "7191",
      "7192",
      "7193",
      "7199"
    ],
    "url": ""
  },
  {
    "title": "Trabajadores de acabado de construcciones e instalaciones (excepto electricistas), pintores y afines",
    "code": "72",
    "slug": "72-trabajadores-de-acabado-de-construcciones-e-instalaciones-excepto-electricistas-pintores-y-afines",
    "category": "7-artesanos-y-trabajadores-cualificados-de-las-industrias-manufactureras-y-la-construccion-excepto-operadores-de-instalaciones-y-maquinaria",
    "pay": 20141.43,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 231225,
    "jobs_year": 2023,
    "outlook": -1.53,
    "outlook_desc": "Cae",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 1.0,
    "exposure_confidence": 9.62,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 14,
    "children_4d": [
      "7211",
      "7212",
      "7221",
      "7222",
      "7223",
      "7231",
      "7232",
      "7240",
      "7250",
      "7291",
      "7292",
      "7293",
      "7294",
      "7295"
    ],
    "url": ""
  },
  {
    "title": "Soldadores, chapistas, montadores de estructuras met\u00e1licas, herreros, elaboradores de herramientas y afines",
    "code": "73",
    "slug": "73-soldadores-chapistas-montadores-de-estructuras-metalicas-herreros-elaboradores-de-herramientas-y-afines",
    "category": "7-artesanos-y-trabajadores-cualificados-de-las-industrias-manufactureras-y-la-construccion-excepto-operadores-de-instalaciones-y-maquinaria",
    "pay": 25656.9,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 225019,
    "jobs_year": 2023,
    "outlook": 4.41,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 1.24,
    "exposure_confidence": 9.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 9,
    "children_4d": [
      "7311",
      "7312",
      "7313",
      "7314",
      "7315",
      "7321",
      "7322",
      "7323",
      "7324"
    ],
    "url": ""
  },
  {
    "title": "Mec\u00e1nicos y ajustadores de maquinaria",
    "code": "74",
    "slug": "74-mecanicos-y-ajustadores-de-maquinaria",
    "category": "7-artesanos-y-trabajadores-cualificados-de-las-industrias-manufactureras-y-la-construccion-excepto-operadores-de-instalaciones-y-maquinaria",
    "pay": 26087.24,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 292556,
    "jobs_year": 2023,
    "outlook": 4.05,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 1.93,
    "exposure_confidence": 9.02,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 5,
    "children_4d": [
      "7401",
      "7402",
      "7403",
      "7404",
      "7405"
    ],
    "url": ""
  },
  {
    "title": "Trabajadores especializados en electricidad y electrotecnolog\u00eda",
    "code": "75",
    "slug": "75-trabajadores-especializados-en-electricidad-y-electrotecnologia",
    "category": "7-artesanos-y-trabajadores-cualificados-de-las-industrias-manufactureras-y-la-construccion-excepto-operadores-de-instalaciones-y-maquinaria",
    "pay": 25074.09,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 277163,
    "jobs_year": 2023,
    "outlook": 2.64,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Ense\u00f1anzas de formaci\u00f3n profesional, artes pl\u00e1sticas y dise\u00f1o y deportivas de grado superior y equivalentes",
    "education_year": 2023,
    "exposure": 1.89,
    "exposure_confidence": 9.11,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 6,
    "children_4d": [
      "7510",
      "7521",
      "7522",
      "7531",
      "7532",
      "7533"
    ],
    "url": ""
  },
  {
    "title": "Mec\u00e1nicos de precisi\u00f3n en metales, ceramistas, vidrieros, artesanos y trabajadores de artes gr\u00e1ficas",
    "code": "76",
    "slug": "76-mecanicos-de-precision-en-metales-ceramistas-vidrieros-artesanos-y-trabajadores-de-artes-graficas",
    "category": "7-artesanos-y-trabajadores-cualificados-de-las-industrias-manufactureras-y-la-construccion-excepto-operadores-de-instalaciones-y-maquinaria",
    "pay": 22249.26,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 66344,
    "jobs_year": 2023,
    "outlook": 1.59,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 1.9,
    "exposure_confidence": 8.86,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 12,
    "children_4d": [
      "7611",
      "7612",
      "7613",
      "7614",
      "7615",
      "7616",
      "7617",
      "7618",
      "7619",
      "7621",
      "7622",
      "7623"
    ],
    "url": ""
  },
  {
    "title": "Trabajadores de la industria de la alimentaci\u00f3n, bebidas y tabaco",
    "code": "77",
    "slug": "77-trabajadores-de-la-industria-de-la-alimentacion-bebidas-y-tabaco",
    "category": "7-artesanos-y-trabajadores-cualificados-de-las-industrias-manufactureras-y-la-construccion-excepto-operadores-de-instalaciones-y-maquinaria",
    "pay": 21581.28,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 194663,
    "jobs_year": 2023,
    "outlook": 1.92,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 1.07,
    "exposure_confidence": 9.32,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 9,
    "children_4d": [
      "7701",
      "7702",
      "7703",
      "7704",
      "7705",
      "7706",
      "7707",
      "7708",
      "7709"
    ],
    "url": ""
  },
  {
    "title": "Trabajadores de la madera, textil, confecci\u00f3n, piel, cuero, calzado y otros operarios en oficios",
    "code": "78",
    "slug": "78-trabajadores-de-la-madera-textil-confeccion-piel-cuero-calzado-y-otros-operarios-en-oficios",
    "category": "7-artesanos-y-trabajadores-cualificados-de-las-industrias-manufactureras-y-la-construccion-excepto-operadores-de-instalaciones-y-maquinaria",
    "pay": 17961.77,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 140020,
    "jobs_year": 2023,
    "outlook": -2.72,
    "outlook_desc": "Cae",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 1.05,
    "exposure_confidence": 9.04,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 15,
    "children_4d": [
      "7811",
      "7812",
      "7820",
      "7831",
      "7832",
      "7833",
      "7834",
      "7835",
      "7836",
      "7837",
      "7891",
      "7892",
      "7893",
      "7894",
      "7899"
    ],
    "url": ""
  },
  {
    "title": "Operadores de instalaciones y maquinaria fijas",
    "code": "81",
    "slug": "81-operadores-de-instalaciones-y-maquinaria-fijas",
    "category": "8-operadores-de-instalaciones-y-maquinaria-y-montadores",
    "pay": 26032.43,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 286699,
    "jobs_year": 2023,
    "outlook": 5.44,
    "outlook_desc": "Sube con fuerza",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 1.78,
    "exposure_confidence": 8.86,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 27,
    "children_4d": [
      "8111",
      "8112",
      "8113",
      "8114",
      "8121",
      "8122",
      "8131",
      "8132",
      "8133",
      "8141",
      "8142",
      "8143",
      "8144",
      "8145",
      "8151",
      "8152",
      "8153",
      "8154",
      "8155",
      "8156",
      "8159",
      "8160",
      "8170",
      "8191",
      "8192",
      "8193",
      "8199"
    ],
    "url": ""
  },
  {
    "title": "Montadores y ensambladores en f\u00e1bricas",
    "code": "82",
    "slug": "82-montadores-y-ensambladores-en-fabricas",
    "category": "8-operadores-de-instalaciones-y-maquinaria-y-montadores",
    "pay": 26203.33,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 63005,
    "jobs_year": 2023,
    "outlook": 4.65,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 2.0,
    "exposure_confidence": 9.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 3,
    "children_4d": [
      "8201",
      "8202",
      "8209"
    ],
    "url": ""
  },
  {
    "title": "Maquinistas de locomotoras, operadores de maquinaria agr\u00edcola y de equipos pesados m\u00f3viles, y marineros",
    "code": "83",
    "slug": "83-maquinistas-de-locomotoras-operadores-de-maquinaria-agricola-y-de-equipos-pesados-moviles-y-marineros",
    "category": "8-operadores-de-instalaciones-y-maquinaria-y-montadores",
    "pay": 27093.21,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 128680,
    "jobs_year": 2023,
    "outlook": 0.74,
    "outlook_desc": "Estable",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 1.95,
    "exposure_confidence": 8.77,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 8,
    "children_4d": [
      "8311",
      "8312",
      "8321",
      "8322",
      "8331",
      "8332",
      "8333",
      "8340"
    ],
    "url": ""
  },
  {
    "title": "Conductores de veh\u00edculos para el transporte urbano o por carretera",
    "code": "84",
    "slug": "84-conductores-de-vehiculos-para-el-transporte-urbano-o-por-carretera",
    "category": "8-operadores-de-instalaciones-y-maquinaria-y-montadores",
    "pay": 20133.15,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 714511,
    "jobs_year": 2023,
    "outlook": 2.41,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 2.05,
    "exposure_confidence": 8.58,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 6,
    "children_4d": [
      "8411",
      "8412",
      "8420",
      "8431",
      "8432",
      "8440"
    ],
    "url": ""
  },
  {
    "title": "Empleados dom\u00e9sticos",
    "code": "91",
    "slug": "91-empleados-domesticos",
    "category": "9-ocupaciones-elementales",
    "pay": null,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 331053,
    "jobs_year": 2023,
    "outlook": 25.45,
    "outlook_desc": "Sube con fuerza",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 0.0,
    "exposure_confidence": 10.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 1,
    "children_4d": [
      "9100"
    ],
    "url": ""
  },
  {
    "title": "Otro personal de limpieza",
    "code": "92",
    "slug": "92-otro-personal-de-limpieza",
    "category": "9-ocupaciones-elementales",
    "pay": 12041.78,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 700640,
    "jobs_year": 2023,
    "outlook": 2.36,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 1.0,
    "exposure_confidence": 10.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 5,
    "children_4d": [
      "9210",
      "9221",
      "9222",
      "9223",
      "9229"
    ],
    "url": ""
  },
  {
    "title": "Ayudantes de preparaci\u00f3n de alimentos",
    "code": "93",
    "slug": "93-ayudantes-de-preparacion-de-alimentos",
    "category": "9-ocupaciones-elementales",
    "pay": 12690.05,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 118024,
    "jobs_year": 2023,
    "outlook": 0.41,
    "outlook_desc": "Estable",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 1.07,
    "exposure_confidence": 9.93,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 2,
    "children_4d": [
      "9310",
      "9320"
    ],
    "url": ""
  },
  {
    "title": "Recogedores de residuos urbanos, vendedores callejeros y otras ocupaciones elementales en servicios",
    "code": "94",
    "slug": "94-recogedores-de-residuos-urbanos-vendedores-callejeros-y-otras-ocupaciones-elementales-en-servicios",
    "category": "9-ocupaciones-elementales",
    "pay": 19464.49,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 179236,
    "jobs_year": 2023,
    "outlook": 8.58,
    "outlook_desc": "Sube con fuerza",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 0.99,
    "exposure_confidence": 9.24,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 10,
    "children_4d": [
      "9410",
      "9420",
      "9431",
      "9432",
      "9433",
      "9434",
      "9441",
      "9442",
      "9443",
      "9490"
    ],
    "url": ""
  },
  {
    "title": "Peones agrarios, forestales y de la pesca",
    "code": "95",
    "slug": "95-peones-agrarios-forestales-y-de-la-pesca",
    "category": "9-ocupaciones-elementales",
    "pay": 16104.02,
    "pay_year": 2018,
    "pay_quality": "official_low_sample",
    "jobs": 413799,
    "jobs_year": 2023,
    "outlook": -3.54,
    "outlook_desc": "Cae",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 0.23,
    "exposure_confidence": 9.99,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 7,
    "children_4d": [
      "9511",
      "9512",
      "9520",
      "9530",
      "9541",
      "9542",
      "9543"
    ],
    "url": ""
  },
  {
    "title": "Peones de la construcci\u00f3n y de la miner\u00eda",
    "code": "96",
    "slug": "96-peones-de-la-construccion-y-de-la-mineria",
    "category": "9-ocupaciones-elementales",
    "pay": 18420.68,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 108168,
    "jobs_year": 2023,
    "outlook": 1.73,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 0.38,
    "exposure_confidence": 10.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 3,
    "children_4d": [
      "9601",
      "9602",
      "9603"
    ],
    "url": ""
  },
  {
    "title": "Peones de las industrias manufactureras",
    "code": "97",
    "slug": "97-peones-de-las-industrias-manufactureras",
    "category": "9-ocupaciones-elementales",
    "pay": 19507.51,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 391936,
    "jobs_year": 2023,
    "outlook": 4.18,
    "outlook_desc": "Sube",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 1.0,
    "exposure_confidence": 9.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 1,
    "children_4d": [
      "9700"
    ],
    "url": ""
  },
  {
    "title": "Peones del transporte, descargadores y reponedores",
    "code": "98",
    "slug": "98-peones-del-transporte-descargadores-y-reponedores",
    "category": "9-ocupaciones-elementales",
    "pay": 17024.17,
    "pay_year": 2018,
    "pay_quality": "official_but_old",
    "jobs": 254824,
    "jobs_year": 2023,
    "outlook": 10.16,
    "outlook_desc": "Sube con fuerza",
    "outlook_quality": "official_proxy",
    "education": "Primera etapa de Educaci\u00f3n Secundaria y similar",
    "education_year": 2023,
    "exposure": 1.0,
    "exposure_confidence": 9.0,
    "exposure_quality": "llm_derived_from_4d",
    "exposure_model": "google/gemini-3.1-pro-preview",
    "children_4d_count": 3,
    "children_4d": [
      "9811",
      "9812",
      "9820"
    ],
    "url": ""
  }
]
