{
  "version": "V5-empirical-mobility-sidecar",
  "generated_at": "2026-07-16T00:14:18.197Z",
  "live_version": "V7",
  "live_release_date": "2026-06-11",
  "method": "hybrid transition mobility score combining observed priors, destination quality, wage preservation, and training ease",
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      "ssoc": "13462",
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      "ssoc": "12192",
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        "to_title": "Chief operating officer/General Manager",
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        "to_title": "Regional sales manager",
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      "ssoc": "13493",
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        "to_title": "Pre-school education manager",
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      "ssoc": "13303",
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      "ssoc": "12131",
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      "ssoc": "12191",
      "title": "Premises and facilities maintenance manager (excluding building security manager)",
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        "to_ssoc": "14110",
        "to_title": "Hotel operations/Lodging services manager",
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        "to_title": "Sports centre manager",
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        "to_title": "Regional sales manager",
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        "to_title": "Pre-school education manager",
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        "to_title": "Wellness centre manager (e.g. hair/beauty/slimming/spa/manicure/massage)",
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        "to_title": "Minister of religion",
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        "to_title": "Foreign exchange dealer",
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        "to_title": "Urologist",
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        "to_title": "Minister of religion",
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        "to_title": "Marine superintendent",
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      "best_transition": {
        "to_ssoc": "25241",
        "to_title": "Cyber risk specialist",
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        "to_title": "Foreign exchange broker",
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        "to_title": "Minister of religion",
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      "title": "Counsellor (family)",
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      "training_ease_score": 0,
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        "to_title": "Career coach (counselling)",
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      "ssoc": "21331",
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        "to_title": "Marine superintendent",
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        "to_title": "Urologist",
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        "to_title": "Minister of religion",
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        "to_title": "Marine superintendent",
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        "to_title": "Environmental officer (public health)",
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      "ssoc": "21341",
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        "to_title": "Marine superintendent",
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        "to_title": "Financial product structurer",
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        "to_title": "Minister of religion",
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      "ssoc": "24141",
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      "from_risk_band": "moderate",
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        "to_ssoc": "13301",
        "to_title": "Chief information officer/Chief technology officer/Chief security officer",
        "composite": 0.6549,
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        "to_title": "Instrumentation engineer",
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      "training_ease_score": 0.1,
      "empirical_mobility_score": 0.5578,
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        "to_ssoc": "21610",
        "to_title": "Building architect",
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      "ssoc": "24362",
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      "training_ease_score": 0,
      "empirical_mobility_score": 0.5674,
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        "to_ssoc": "24361",
        "to_title": "Trade broker",
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        "empirical_priority": 0.5774
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      "ssoc": "24353",
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      "training_ease_score": 0,
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        "to_title": "Commodities trader (excluding oil and bunker)",
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      "ssoc": "26322",
      "title": "Social science researcher",
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      "empirical_mobility_score": 0.5912,
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        "to_ssoc": "26343",
        "to_title": "Industrial and organisational psychologist",
        "composite": 0.6463,
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        "destination_quality": 0.5241,
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        "empirical_priority": 0.6213
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      "ssoc": "26351",
      "title": "Social worker (general)",
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      "empirical_mobility_score": 0.5965,
      "best_transition": {
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        "to_title": "Minister of religion",
        "composite": 0.6502,
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        "empirical_priority": 0.6229
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      "ssoc": "25121",
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      "training_ease_score": 0,
      "empirical_mobility_score": 0.5659,
      "best_transition": {
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        "to_title": "Chief information officer/Chief technology officer/Chief security officer",
        "composite": 0.6427,
        "observed_transition_rate": null,
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        "training_ease": 0.3,
        "empirical_priority": 0.5856
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      "ssoc": "22662",
      "title": "Speech therapist",
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      "empirical_mobility_score": 0.5776,
      "best_transition": {
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        "to_title": "Audiologist",
        "composite": 0.6909,
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        "empirical_priority": 0.5789
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      "ssoc": "21231",
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      "empirical_transition_rate": 0.6622,
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      "training_ease_score": 0.2,
      "empirical_mobility_score": 0.6613,
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        "to_title": "Marine superintendent",
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      "destination_quality_score": 0.5477,
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        "composite": 0.6982,
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        "destination_quality": 0.5952,
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        "empirical_priority": 0.6509
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      "destination_quality_score": 0.4983,
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      "empirical_mobility_score": 0.5853,
      "best_transition": {
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        "empirical_priority": 0.5895
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      "training_ease_score": 0,
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        "to_title": "Financial product structurer",
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      "empirical_mobility_score": 0.565,
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        "to_title": "Flying instructor (except air force)",
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        "empirical_priority": 0.6032
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      "empirical_mobility_score": 0.6457,
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        "to_title": "Minister of religion",
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        "destination_quality": 0.6523,
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        "empirical_priority": 0.6746
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      "empirical_transition_rate": 0.6622,
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      "empirical_mobility_score": 0.5787,
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        "to_title": "University lecturer",
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        "empirical_priority": 0.6001
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        "to_title": "Marine superintendent",
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        "empirical_priority": 0.6193
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      "empirical_transition_rate": 0.6622,
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      "wage_preservation_score": 0.9728,
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      "empirical_mobility_score": 0.5809,
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        "to_title": "Commodities trader (excluding oil and bunker)",
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        "empirical_priority": 0.5773
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      "empirical_transition_rate": 0.6622,
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      "training_ease_score": 0,
      "empirical_mobility_score": 0.5557,
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        "to_title": "Environmental officer (public health)",
        "composite": 0.6357,
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        "destination_quality": 0.4374,
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        "empirical_priority": 0.55
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      "empirical_transition_rate": 0.6622,
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      "empirical_mobility_score": 0.5973,
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        "to_title": "Management consultant",
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        "observed_transition_rate": 0.6622,
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        "empirical_priority": 0.5979
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      "title": "Translator",
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      "status": "observed_enriched",
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      "empirical_transition_rate": 0.6622,
      "observed_signal_strength": 0.6622,
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      "empirical_mobility_score": 0.6012,
      "best_transition": {
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        "to_title": "Minister of religion",
        "composite": 0.6645,
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        "destination_quality": 0.551,
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      "ssoc": "24134",
      "title": "Treasury manager",
      "from_risk_band": "moderate",
      "status": "observed_enriched",
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      "empirical_transition_rate": 0.6622,
      "observed_signal_strength": 0.6622,
      "destination_quality_score": 0.5085,
      "wage_preservation_score": 1,
      "training_ease_score": 0,
      "empirical_mobility_score": 0.5912,
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        "to_title": "Foreign exchange dealer",
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        "to_title": "Marine superintendent",
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      "ssoc": "34210",
      "title": "Athlete/Sportsman",
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        "to_title": "Photographer",
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      "ssoc": "31143",
      "title": "Audio and video equipment technician",
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      "training_ease_score": 0,
      "empirical_mobility_score": 0.5608,
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        "to_ssoc": "31142",
        "to_title": "Semi-conductor technician",
        "composite": 0.6856,
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      "ssoc": "33132",
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        "to_ssoc": "13292",
        "to_title": "Quality control/assurance manager",
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      "best_transition": {
        "to_ssoc": "31172",
        "to_title": "Production engineering technician",
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      "ssoc": "31212",
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        "to_ssoc": "31213",
        "to_title": "Marine surveyor (ship and nautical)",
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        "to_ssoc": "31121",
        "to_title": "Civil engineering technician",
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      "ssoc": "33221",
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      "best_transition": {
        "to_ssoc": "33222",
        "to_title": "After sales adviser/Client account service executive",
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      "ssoc": "33231",
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        "to_ssoc": "33393",
        "to_title": "International market agent/representative (e.g. junket operator)",
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      "ssoc": "34341",
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      "empirical_mobility_score": 0.5101,
      "best_transition": {
        "to_ssoc": "14324",
        "to_title": "Wellness centre manager (e.g. hair/beauty/slimming/spa/manicure/massage)",
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        "observed_transition_rate": null,
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        "empirical_priority": 0.5241
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      "ssoc": "31161",
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      "training_ease_score": 0,
      "empirical_mobility_score": 0.553,
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        "to_ssoc": "31163",
        "to_title": "Chemical engineering technician (petrochemicals)",
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        "empirical_priority": 0.5552
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      "training_ease_score": 0,
      "empirical_mobility_score": 0.5289,
      "best_transition": {
        "to_ssoc": "31571",
        "to_title": "Air transport service supervisor",
        "composite": 0.6498,
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      "ssoc": "31111",
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      "training_ease_score": 0,
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        "to_title": "Air transport service supervisor",
        "composite": 0.6487,
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      "training_ease_score": 0,
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      "best_transition": {
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        "to_title": "Electrical engineering technician",
        "composite": 0.6437,
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      "empirical_mobility_score": 0.5608,
      "best_transition": {
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        "to_title": "Mechanical draughtsman",
        "composite": 0.6704,
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      "ssoc": "33311",
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      "empirical_transition_rate": 0.5813,
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      "empirical_mobility_score": 0.6551,
      "best_transition": {
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        "to_title": "International market agent/representative (e.g. junket operator)",
        "composite": 0.7686,
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        "empirical_priority": 0.6762
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      "ssoc": "31412",
      "title": "Clinical research coordinator",
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      "destination_quality_score": 0.4885,
      "wage_preservation_score": 0.9247,
      "training_ease_score": 0.2,
      "empirical_mobility_score": 0.5685,
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        "to_title": "Air transport service supervisor",
        "composite": 0.6153,
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      "ssoc": "32530",
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      "training_ease_score": 0,
      "empirical_mobility_score": 0.557,
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        "to_ssoc": "32200",
        "to_title": "Enrolled/Assistant nurse (excluding registered nurse)",
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      "ssoc": "35110",
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      "training_ease_score": 0,
      "empirical_mobility_score": 0.5238,
      "best_transition": {
        "to_ssoc": "35123",
        "to_title": "IT support technician (including IT user helpdesk technician)",
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      "ssoc": "33493",
      "title": "Crewing executive (ship)",
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      "observed_transition_coverage": 1,
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      "empirical_mobility_score": 0.5547,
      "best_transition": {
        "to_ssoc": "33393",
        "to_title": "International market agent/representative (e.g. junket operator)",
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      "ssoc": "32143",
      "title": "Dental technician",
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      "empirical_mobility_score": 0.5795,
      "best_transition": {
        "to_ssoc": "32111",
        "to_title": "Sonographer",
        "composite": 0.6293,
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      "title": "Electrical engineering technician",
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      "empirical_transition_rate": 0.5813,
      "observed_signal_strength": 0.5813,
      "destination_quality_score": 0.4599,
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      "training_ease_score": 0,
      "empirical_mobility_score": 0.5507,
      "best_transition": {
        "to_ssoc": "31132",
        "to_title": "Lift technician",
        "composite": 0.6694,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4886,
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        "training_ease": 0,
        "empirical_priority": 0.5542
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      "research_keys": [
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      "ssoc": "31182",
      "title": "Electrical/Electronics draughtsman",
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      "heuristic_transition_score": 0.661,
      "empirical_transition_rate": 0.5813,
      "observed_signal_strength": 0.5813,
      "destination_quality_score": 0.4788,
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      "training_ease_score": 0,
      "empirical_mobility_score": 0.5594,
      "best_transition": {
        "to_ssoc": "31181",
        "to_title": "Mechanical draughtsman",
        "composite": 0.6691,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.4884,
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        "empirical_priority": 0.5541
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      "research_keys": [
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      "title": "Electronics engineering technician",
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      "destination_quality_score": 0.4854,
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      "training_ease_score": 0,
      "empirical_mobility_score": 0.5542,
      "best_transition": {
        "to_ssoc": "31142",
        "to_title": "Semi-conductor technician",
        "composite": 0.6861,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5089,
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        "training_ease": 0,
        "empirical_priority": 0.5631
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      "research_keys": [
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    {
      "ssoc": "33330",
      "title": "Employment agent/Labour contractor",
      "from_risk_band": "high",
      "status": "observed_enriched",
      "observed_transition_coverage": 1,
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      "empirical_transition_rate": 0.5813,
      "observed_signal_strength": 0.5813,
      "destination_quality_score": 0.5807,
      "wage_preservation_score": 0.9468,
      "training_ease_score": 0.3,
      "empirical_mobility_score": 0.6238,
      "best_transition": {
        "to_ssoc": "33393",
        "to_title": "International market agent/representative (e.g. junket operator)",
        "composite": 0.6891,
        "observed_transition_rate": 0.5813,
        "destination_quality": 0.5914,
        "wage_preservation": 1,
        "training_ease": 0.3,
        "empirical_priority": 0.6316
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      "method": "hybrid_transition_mobility_v2",
      "research_keys": [
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    {
      "ssoc": "32200",
      "title": "Enrolled/Assistant nurse (excluding registered nurse)",
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      "status": "observed_enriched",
      "observed_transition_coverage": 1,
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      "empirical_transition_rate": 0.5813,
      "observed_signal_strength": 0.5813,
      "destination_quality_score": 0.4119,
      "wage_preservation_score": 1,
      "training_ease_score": 0,
      "empirical_mobility_score": 0.5284,
      "best_transition": {
        "to_ssoc": "32111",
        "to_title": "Sonographer",
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      "ssoc": "32571",
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      "ssoc": "33320",
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      "ssoc": "36203",
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        "to_title": "Pre-school education manager",
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      "ssoc": "34321",
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      "ssoc": "35121",
      "title": "IT Infrastructure technician",
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        "to_title": "Civil engineering technician",
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      "ssoc": "31602",
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        "to_title": "Premises and facilities maintenance officer",
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      "title": "Library officer",
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        "to_title": "Photographer",
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      "title": "Lift technician",
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        "to_title": "Electrical engineering technician",
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      "ssoc": "31595",
      "title": "Load control officer (aircraft)",
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        "to_ssoc": "31597",
        "to_title": "Road transport operations officer",
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      "research_keys": [
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      "ssoc": "33461",
      "title": "Logistics/Production planner",
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        "to_ssoc": "13230",
        "to_title": "Construction manager",
        "composite": 0.6358,
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      "research_keys": [
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      "ssoc": "31153",
      "title": "Machining/Tooling technician",
      "from_risk_band": "low",
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        "to_title": "Enrolled/Assistant nurse (excluding registered nurse)",
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        "to_title": "Chef",
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      "ssoc": "43122",
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      "ssoc": "43232",
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      "ssoc": "42243",
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        "to_title": "Wellness centre manager (e.g. hair/beauty/slimming/spa/manicure/massage)",
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      "ssoc": "42113",
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        "to_title": "Bill collector",
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      "ssoc": "41101",
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        "to_title": "Travel consultant/Reservation executive",
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        "to_title": "Transport/Technical operations manager (except port/shipping operations)",
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        "to_title": "Wellness centre manager (e.g. hair/beauty/slimming/spa/manicure/massage)",
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      "ssoc": "43231",
      "title": "Shipping clerk",
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        "destination_quality": 0.4873,
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      "research_keys": [
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      "ssoc": "43141",
      "title": "Statistical clerk",
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      "ssoc": "43211",
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      "ssoc": "43212",
      "title": "Storekeeper",
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      "ssoc": "42230",
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        "to_title": "Travel consultant/Reservation executive",
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      "ssoc": "42210",
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        "to_title": "Money changer",
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      "ssoc": "41310",
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      "ssoc": "51132",
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        "to_title": "Rail station service assistant",
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      "ssoc": "54123",
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      "ssoc": "51322",
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      "ssoc": "51321",
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      "ssoc": "51421",
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      "ssoc": "51702",
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      "ssoc": "51112",
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      "ssoc": "52301",
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        "to_title": "Wellness centre manager (e.g. hair/beauty/slimming/spa/manicure/massage)",
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      "ssoc": "51311",
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      "ssoc": "52302",
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      "ssoc": "51111",
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        "to_title": "House steward",
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      "ssoc": "53113",
      "title": "Child/After school care centre worker",
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      "best_transition": {
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        "to_title": "Nursing aide/assistant",
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      "ssoc": "51201",
      "title": "Cook (e.g. commis cook 2/3)",
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      "ssoc": "53203",
      "title": "Dental aide/assistant",
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      "ssoc": "51950",
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      "empirical_mobility_score": 0.5323,
      "best_transition": {
        "to_ssoc": "51942",
        "to_title": "Keeper/Trainer in zoological, bird and aquatic parks",
        "composite": 0.5859,
        "observed_transition_rate": 0.5019,
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      "ssoc": "53115",
      "title": "Educarer",
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      "training_ease_score": 0,
      "empirical_mobility_score": 0.505,
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        "to_title": "Child/After school care centre worker",
        "composite": 0.6836,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.5127,
        "wage_preservation": 0.7809,
        "training_ease": 0,
        "empirical_priority": 0.5124
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      "research_keys": [
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    {
      "ssoc": "52492",
      "title": "Food service counter attendant",
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      "status": "observed_enriched",
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      "empirical_mobility_score": 0.5701,
      "best_transition": {
        "to_ssoc": "52422",
        "to_title": "Salesperson (door-to-door)",
        "composite": 0.6695,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.577,
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        "empirical_priority": 0.6075
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      "research_keys": [
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    {
      "ssoc": "51411",
      "title": "Hair stylist/Hairdresser",
      "from_risk_band": "low",
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      "observed_transition_coverage": 1,
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      "empirical_transition_rate": 0.5019,
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      "destination_quality_score": 0.4717,
      "wage_preservation_score": 0.9773,
      "training_ease_score": 0,
      "empirical_mobility_score": 0.5341,
      "best_transition": {
        "to_ssoc": "51492",
        "to_title": "Slimming consultant",
        "composite": 0.6535,
        "observed_transition_rate": 0.5019,
        "destination_quality": 0.4816,
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        "training_ease": 0,
        "empirical_priority": 0.5328
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      "ssoc": "53120",
      "title": "Teacher aide",
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      "title": "Telemarketer",
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      "ssoc": "72391",
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        "to_ssoc": "72392",
        "to_title": "Industrial/Office machinery mechanic",
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      "research_keys": [
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      "ssoc": "73113",
      "title": "Medical device assembler/repairer",
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        "to_ssoc": "62212",
        "to_title": "Aquarium fish farm worker",
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      "research_keys": [
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      "ssoc": "72110",
      "title": "Metal moulder and coremaker",
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        "to_title": "Welder and flame cutter",
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      "ssoc": "75122",
      "title": "Pastry and confectionery maker",
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        "to_title": "Underwater diver",
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      "ssoc": "71261",
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      "ssoc": "73210",
      "title": "Pre-press trades worker",
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        "to_title": "Aquarium fish farm worker",
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      "ssoc": "71000",
      "title": "Supervisor/General foreman (building and related trades)",
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      "ssoc": "74002",
      "title": "Supervisor/General foreman (electrical and electronic trades, excluding lift)",
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      "ssoc": "75000",
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        "to_title": "Aquarium fish farm worker",
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      "ssoc": "72000",
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        "to_title": "Industrial/Office machinery mechanic",
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      "ssoc": "73000",
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      "best_transition": {
        "to_ssoc": "73111",
        "to_title": "Watch and clock assembler/repairer",
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      "ssoc": "75310",
      "title": "Tailor/Dressmaker",
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        "to_title": "Pastry and confectionery maker",
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      "ssoc": "72221",
      "title": "Tool and die maker",
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        "to_title": "Aquarium fish farm worker",
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      "ssoc": "75410",
      "title": "Underwater diver",
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        "to_title": "Aquarium fish farm worker",
        "composite": 0.5157,
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      "ssoc": "73111",
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      "best_transition": {
        "to_ssoc": "73000",
        "to_title": "Supervisor/General foreman (precision, handicraft, printing and related trades)",
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      "research_keys": [
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      "ssoc": "72120",
      "title": "Welder and flame cutter",
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      "empirical_mobility_score": 0.4882,
      "best_transition": {
        "to_ssoc": "72110",
        "to_title": "Metal moulder and coremaker",
        "composite": 0.5531,
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    {
      "ssoc": "83492",
      "title": "Airport mobile equipment operator",
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      "observed_transition_coverage": 1,
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      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6595,
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      "research_keys": [
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      "ssoc": "83224",
      "title": "Ambulance driver",
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        "composite": 0.6332,
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      "ssoc": "83311",
      "title": "Bus driver",
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      "training_ease_score": 0,
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      "research_keys": [
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    {
      "ssoc": "83222",
      "title": "Chauffeur",
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      "ssoc": "83323",
      "title": "Concrete mix truck driver",
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      "research_keys": [
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    {
      "ssoc": "83432",
      "title": "Crane operator (on-site)",
      "from_risk_band": "very_low",
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      "empirical_mobility_score": 0.5789,
      "best_transition": {
        "to_ssoc": "83421",
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      "research_keys": [
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    {
      "ssoc": "83431",
      "title": "Crane/Hoist operator (excluding port)",
      "from_risk_band": "very_low",
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      "observed_transition_coverage": 1,
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      "training_ease_score": 0.1,
      "empirical_mobility_score": 0.4964,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6114,
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        "training_ease": 0.3,
        "empirical_priority": 0.524
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      "method": "hybrid_transition_mobility_v2",
      "research_keys": [
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      "ssoc": "81602",
      "title": "Dairy and confectionery products machine operator",
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      "ssoc": "83502",
      "title": "Deckhand (including lighterman)",
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      "ssoc": "83212",
      "title": "Delivery man using motorised personal mobility aids/devices",
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      "ssoc": "82122",
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        "to_title": "Supervisor/General foreman of assemblers and quality checkers",
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      "ssoc": "83421",
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      "empirical_mobility_score": 0.5921,
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        "to_ssoc": "83431",
        "to_title": "Crane/Hoist operator (excluding port)",
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      "ssoc": "83441",
      "title": "Fork lift truck operator",
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      "ssoc": "83321",
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      "ssoc": "82110",
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      "ssoc": "82132",
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      "ssoc": "81220",
      "title": "Metal heat treating plant operator",
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        "to_title": "Stationary plant and machine supervisor/general foreman",
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        "empirical_priority": 0.5854
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      "ssoc": "81210",
      "title": "Metal melter, caster and rolling mill operator",
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      "ssoc": "81251",
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        "to_title": "Stationary plant and machine supervisor/general foreman",
        "composite": 0.6095,
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        "empirical_priority": 0.5857
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      "ssoc": "83000",
      "title": "Mobile machinery supervisor and general foreman",
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        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
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      "ssoc": "83211",
      "title": "Motorcycle delivery man",
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    {
      "ssoc": "81830",
      "title": "Packing/Bottling/Labelling machine operator",
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        "to_ssoc": "81841",
        "to_title": "Printing machine operator",
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      "ssoc": "83225",
      "title": "Parking valet",
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        "empirical_priority": 0.5993
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      "ssoc": "83501",
      "title": "Port limit helmsman/steersman/engine driver/tugmaster",
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        "to_ssoc": "83311",
        "to_title": "Bus driver",
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    {
      "ssoc": "81252",
      "title": "Precision grinding machine setter-operator",
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      "ssoc": "81841",
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      "empirical_mobility_score": 0.579,
      "best_transition": {
        "to_ssoc": "81220",
        "to_title": "Metal heat treating plant operator",
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      "research_keys": [
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    {
      "ssoc": "81501",
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        "to_title": "Stationary plant and machine supervisor/general foreman",
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      "ssoc": "81000",
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      "research_keys": [
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    {
      "ssoc": "82000",
      "title": "Supervisor/General foreman of assemblers and quality checkers",
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      "empirical_mobility_score": 0.4652,
      "best_transition": {
        "to_ssoc": "83431",
        "to_title": "Crane/Hoist operator (excluding port)",
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      "research_keys": [
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    {
      "ssoc": "83322",
      "title": "Trailer-truck driver (including prime mover driver)",
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      "training_ease_score": 0,
      "empirical_mobility_score": 0.567,
      "best_transition": {
        "to_ssoc": "83421",
        "to_title": "Excavating/Trench digging machine operator",
        "composite": 0.6445,
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        "empirical_priority": 0.6043
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      "research_keys": [
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      "ssoc": "92142",
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      "ssoc": "96291",
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      "ssoc": "91220",
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      "ssoc": "93336",
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        "to_title": "Sports and recreational attendant (e.g. golf marshal, golf caddie, fun fair attendant, bowling alley attendant, swimming",
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}
