{
  "schemaVersion": "1.0.0",
  "meta": {
    "slug": "additive-manufacturing",
    "generatedBy": "human",
    "completeness": 0.4,
    "sources": []
  },
  "domain": {
    "name": "Additive Manufacturing",
    "industryContext": "Advanced / Industrial Manufacturing",
    "focusAreas": ["FDM", "SLS", "SLA", "DMLS", "Modularized AM equipment", "Digital twins"],
    "geographicFocus": "Global (US + UK + Singapore clusters)",
    "timeHorizon": "Next 5 Years",
    "researchObjectives": ["Identify Talent", "Map Ecosystem", "Find Partners", "Locate Sites for Actualization"]
  },
  "usefulLinks": [],
  "coreCompetencies": [
    "Material Science & Engineering",
    "Mechatronic Systems",
    "Control Systems and Integration",
    "Software Development",
    "Design for Manufacturing",
    "Data-Driven Design Methodologies"
  ],
  "requiredSkills": [
    { "skill": "Python/C++ Programming", "type": "skill" },
    { "skill": "Data Analysis: Minitab/JMP", "type": "software" },
    { "skill": "Material Characterization", "type": "skill" },
    { "skill": "Additive Manufacturing: FDM, SLS, SLA, DMLS", "type": "domainKnowledge" },
    { "skill": "Computational Design: CAD Generative Design", "type": "software" },
    { "skill": "Prepare, Edit and Repair STL and STEP Files", "type": "tactic" }
  ],
  "paradigmShifts": [
    { "from": "Subtractive / fixed tooling", "to": "Additive / tool-less fabrication", "talentSignal": "Comfort designing for AM constraints rather than machining constraints" },
    { "from": "Mass production", "to": "Mass customization / on-demand", "talentSignal": "Generative + parametric design fluency" },
    { "from": "Physical prototyping loops", "to": "Digital-twin-driven iteration", "talentSignal": "Simulation + data pipeline skills" }
  ],
  "roleResponsibilities": [
    "Spearhead R&D for Mobile AM applications (FDM, SLS, SLA, DMLS)",
    "Design and Test Modularized Additive Manufacturing Tooling and Equipment",
    "Provide insights on material behavior during AM Processing",
    "Spearhead digital twin design and development",
    "Collaborate with 3rd Party Integration Suppliers to Prototype and Scale Modularized AM Equipment"
  ],
  "industry": {
    "establishedAdopters": [
      { "company": "{example}", "ceo": "Namefirst Last" }
    ],
    "primeMovers": [
      { "company": "{example}", "niche": "{niche}", "tractionIndicator": "{traction}", "competitiveEdge": "{edge}" }
    ],
    "disruptors": [
      { "company": "{example}", "keyInnovation": "{what is it}" }
    ]
  },
  "centersOfExcellence": [
    { "institution": "MIT", "kind": "academia", "geo": { "country": "US" } },
    { "institution": "Northwestern", "kind": "academia", "geo": { "country": "US" } },
    { "institution": "USC", "kind": "academia", "geo": { "country": "US" } },
    { "institution": "Penn State", "kind": "academia", "geo": { "country": "US" } },
    { "institution": "Texas A&M (TAMU)", "kind": "academia", "geo": { "country": "US" } },
    { "institution": "Colorado School of Mines", "kind": "academia", "geo": { "country": "US" } },
    { "institution": "Purdue", "kind": "academia", "geo": { "country": "US" } },
    { "institution": "Auburn University", "kind": "academia", "geo": { "country": "US" } },
    { "institution": "University of Nottingham", "kind": "academia", "geo": { "country": "UK" } },
    { "institution": "Loughborough University", "kind": "academia", "geo": { "country": "UK" } },
    { "institution": "A*STAR", "kind": "industry", "geo": { "country": "Singapore" } },
    { "institution": "SC3DP (NTU Singapore)", "kind": "academia", "geo": { "country": "Singapore" } },
    { "institution": "NAMIC", "kind": "community", "geo": { "country": "Singapore" } },
    { "institution": "NIAR (Wichita State)", "kind": "academia", "geo": { "country": "US" } }
  ],
  "industryOrganizations": [],
  "keyPlayers": [
    { "name": "{Big Innovator}", "currentAffiliation": "Auburn University", "focusAreas": ["{focus}"], "timeline": { "academicBackground": "", "priorIndustryExperience": "", "startupsCompanies": "" } },
    { "name": "{Big Innovator}", "currentAffiliation": "Auburn University", "focusAreas": ["IoT", "Digital Twins"], "timeline": { "academicBackground": "", "priorIndustryExperience": "", "startupsCompanies": "" } },
    { "name": "{Big Innovator}", "currentAffiliation": "TAMU", "focusAreas": ["{focus}"], "timeline": { "academicBackground": "", "priorIndustryExperience": "", "startupsCompanies": "" } },
    { "name": "{Big Innovator}", "currentAffiliation": "Purdue", "focusAreas": ["{focus}"], "timeline": { "academicBackground": "", "priorIndustryExperience": "", "startupsCompanies": "" } }
  ],
  "otherPlayers": [],
  "potentialHires": []
}