{
  "dataset_version": "2026-08-24-r1",
  "generated": "2026-08-24",
  "research_cutoff": "2026-08-24",
  "forecast_horizon": 2051,
  "total_entries": 365,
  "unique_outlook_ids": 365,
  "historical_entries_carried_forward": 326,
  "emerging_entries": 39,
  "record_types": {
    "historical_carry_forward": 326,
    "emerging_capability": 39
  },
  "categories": {
    "Factory machinery and microfabrication": 49,
    "Timing, metrology, and inspection": 43,
    "Escapements, balances, and springs": 34,
    "General hand tools": 32,
    "Wheel, pinion, and gear production": 30,
    "Lathes, turns, and workholding": 26,
    "Dials, hands, engraving, and decorative work": 25,
    "Cases, crystals, crowns, and water resistance": 24,
    "Documentation, training, calibration, and safety": 20,
    "Bench infrastructure and visual aids": 18,
    "Jeweling and bearing work": 18,
    "Cleaning, lubrication, and contamination control": 18,
    "Digital engineering, AI, and connected production": 11,
    "Robotics, augmented work, and knowledge systems": 8,
    "Traceability, cybersecurity, and repair governance": 6,
    "Smartwatch and hybrid service": 3
  },
  "forecast_confidence": {
    "High": 286,
    "Medium": 52,
    "High for integration; medium for autonomy": 16,
    "High for direction; low for exact autonomy": 3,
    "Low to medium": 3,
    "High for direction; medium for extent": 1,
    "High for expansion; low for openness": 1,
    "High for triage; low for full autonomy": 1,
    "High for triage; medium for causal accuracy": 1,
    "High for spread; low for universal mandate": 1
  },
  "forecast_class": {
    "Strong directional inference": 311,
    "Conditional forecast": 52,
    "Speculative possibility": 2
  },
  "adoption_horizon": {
    "2026–2051": 152,
    "2026–2041": 115,
    "Already mature; persists through 2051": 32,
    "2026–2041 for professional adoption; manual tools persist": 24,
    "Already mature; incremental change through 2051": 18,
    "Persistent through 2051": 9,
    "Already declining; heritage persistence through 2051": 4,
    "2026–2041 in institutions and premium service": 2,
    "Already emerging; 2026–2041": 2,
    "Already feasible; 2026–2041": 1,
    "Already commercial; broader use through 2041": 1,
    "Already commercial; horological adoption 2026–2041": 1,
    "Already commercial; selective expansion through 2051": 1,
    "Already commercial; 2026–2041": 1,
    "Already necessary; 2026–2051": 1,
    "Already practiced; expands through 2051": 1
  },
  "capital_intensity": {
    "Low to very high": 151,
    "Low to high": 78,
    "High to very high": 39,
    "Low": 32,
    "Low to medium": 18,
    "High": 15,
    "Medium": 13,
    "Very high": 11,
    "Medium to high": 8
  },
  "ecosystem_openness_reported_values": {
    "Often proprietary, increasingly connected through common interfaces": 39,
    "Mixed; measurements are physical, data formats and algorithms may be proprietary": 36,
    "Mixed; traditional tools open, advanced components and software often closed": 34,
    "Highly open and multi-vendor": 32,
    "Mixed; manual tooling open, cutters/software/controls may be proprietary": 30,
    "Manual ecosystem relatively open; industrial controls more proprietary": 26,
    "Mixed; hand tools open, industrial platforms proprietary": 25,
    "Mixed; fixtures open, software and dies often proprietary": 24,
    "Mostly open and multi-vendor": 18,
    "Mixed; manual tools open, production cells proprietary": 18,
    "Mixed; consumables and software may lock users into vendor ecosystems": 18,
    "Contested: open standards compete with proprietary portals": 18,
    "Mechanically open but difficult to maintain": 4,
    "Data formats partly standardized; workflows and algorithms vendor-dependent": 2,
    "Regulated and institutionally controlled": 2,
    "Proprietary": 2,
    "Often proprietary; interoperability improves slowly": 1,
    "Interoperability contested across vendors": 1,
    "Open standards compete with proprietary portals": 1,
    "Standards exist, but implementations are vendor- and owner-controlled": 1,
    "Models and datasets often proprietary": 1,
    "Depends on access to images and part databases": 1,
    "Hardware proprietary; data exchange can be standardized": 1,
    "Sensor layer open; analytics often proprietary": 1,
    "Controller ecosystems proprietary but increasingly connected": 1,
    "Often vendor-controlled": 1,
    "Deeply tied to CAM and machine vendors": 1,
    "Software proprietary; output manufacturable through many routes": 1,
    "Usually proprietary cells with some standard interfaces": 1,
    "Specialized and proprietary": 1,
    "Proprietary cell; records can be interoperable": 1,
    "Consumable and software ecosystems may be closed": 1,
    "Algorithms and training data often proprietary": 1,
    "Vendor platforms proprietary; output can be standardized": 1,
    "Likely proprietary with selected standardized exports": 1,
    "Open standards compete with controlled brand systems": 1,
    "Governance likely fragmented": 1,
    "Standards can be open; vendor implementations vary": 1,
    "Content and device ecosystems may be proprietary": 1,
    "Interoperable video possible; specialist software may be closed": 1,
    "Content platforms may be proprietary": 1,
    "Proprietary platforms; job-shop access broadens": 1,
    "Specialist and proprietary": 1,
    "Vendor-specific materials and software": 1,
    "Highly concentrated supplier ecosystem": 1,
    "Supplier-concentrated and proprietary": 1,
    "Vendor platforms proprietary; image formats more portable": 1,
    "Methods can be open; databases may be private": 1,
    "Usually closed and manufacturer-controlled": 1,
    "Consumables and software often proprietary": 1,
    "Likely closed or regulated for high-stakes sensors": 1,
    "Can be open, but models and brand rights constrain use": 1,
    "The central policy dispute is openness itself": 1
  },
  "production_or_service_reported_values": {
    "both production and service": 228,
    "primarily production": 43,
    "primarily production; selected restoration use": 30,
    "primarily production and restoration": 25,
    "Production and service": 15,
    "Production": 13,
    "Service": 8,
    "Service and training": 2,
    "Training": 1
  },
  "work_contexts": {
    "production;service": 243,
    "production": 56,
    "production;restoration": 55,
    "service": 8,
    "service;training": 2,
    "training": 1
  },
  "source_records": 85,
  "linked_source_records": 68,
  "unlinked_source_records": 17,
  "source_references": 2293,
  "source_type_counts": {
    "Technical standard": 7,
    "Regulation": 5,
    "Micro-additive vendor documentation": 5,
    "Training institution": 4,
    "Manufacturing research": 4,
    "Industry statistics": 3,
    "Digital-twin standard": 3,
    "Machine-tool vendor documentation": 3,
    "Regulatory guidance": 2,
    "Regulatory infrastructure": 2,
    "Manufacturing interface": 2,
    "Additive manufacturing research": 2,
    "Microassembly research": 2,
    "Laser vendor documentation": 2,
    "Optical metrology vendor documentation": 2,
    "Watch diagnostics vendor documentation": 2,
    "Safety authority": 2,
    "Certification institution": 2,
    "National metrology institution": 2,
    "Workforce statistics": 1,
    "Cultural institution": 1,
    "Standards catalogue": 1,
    "Data standard": 1,
    "Manufacturing AI": 1,
    "AI governance": 1,
    "Product-data standard": 1,
    "Additive standard": 1,
    "Robotics research": 1,
    "Watch microtechnology research": 1,
    "Silicon microfabrication vendor documentation": 1,
    "UV-LIGA vendor documentation": 1,
    "MEMS research": 1,
    "Laser research": 1,
    "Circular repair research": 1,
    "Industrial CT vendor documentation": 1,
    "Micro-CT vendor documentation": 1,
    "Metrology vendor documentation": 1,
    "Cleaning and testing vendor documentation": 1,
    "Microscopy vendor documentation": 1,
    "AR assembly research": 1,
    "AR manufacturing research": 1,
    "XR manufacturing research": 1,
    "Manufacturer sustainability source": 1,
    "Manufacturer history source": 1,
    "Repair-process research": 1,
    "Traceability institution": 1,
    "Supply-chain trust research": 1,
    "Watch testing vendor documentation": 1
  },
  "vendor_source_records": 22,
  "linked_vendor_source_records": 16,
  "rows_with_vendor_source": 295,
  "rows_only_vendor_sources": 2,
  "profile_repetition": {
    "historical_carry_forward": {
      "rows": 326,
      "unique_profiles": 58,
      "repeated_profile_instances": 268,
      "max_profile_repeat": 28
    },
    "emerging_capability": {
      "rows": 39,
      "unique_profiles": 39,
      "repeated_profile_instances": 0,
      "max_profile_repeat": 1
    },
    "all_records": {
      "rows": 365,
      "unique_profiles": 97,
      "repeated_profile_instances": 268,
      "max_profile_repeat": 28
    },
    "historical_source_bundle_count": 12,
    "emerging_source_bundle_count": 38,
    "all_source_bundle_count": 49,
    "field_repetition": {
      "primary_function": {
        "unique": 72,
        "max_repeat": 27
      },
      "2026_baseline": {
        "unique": 51,
        "max_repeat": 43
      },
      "2031_outlook": {
        "unique": 70,
        "max_repeat": 39
      },
      "2041_outlook": {
        "unique": 70,
        "max_repeat": 39
      },
      "2051_outlook": {
        "unique": 70,
        "max_repeat": 39
      },
      "likely_trajectory": {
        "unique": 71,
        "max_repeat": 39
      },
      "human_skill_effect": {
        "unique": 69,
        "max_repeat": 39
      },
      "principal_benefit": {
        "unique": 65,
        "max_repeat": 32
      },
      "principal_constraint": {
        "unique": 65,
        "max_repeat": 32
      },
      "preservation_safety_governance_issue": {
        "unique": 63,
        "max_repeat": 33
      }
    }
  },
  "supplied_stats_correction": "The supplied openness summary incorrectly reported every row as Unspecified. This release counts the preserved ecosystem_openness strings instead."
}