{
  "batch": "1561-job-discovery-making-handmade-categories-angle-boards",
  "articles": [
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_1_51_7011_00",
      "category": "Getting Started",
      "title": "Cabinetmakers and Bench Carpenters: job_overview",
      "summary": "Cut, shape, and assemble wooden articles or set up and operate woodworking machines such as power saws, jointers, and mortisers to fabricate parts for wood products.",
      "body": "Cut, shape, and assemble wooden articles or set up and operate woodworking machines such as power saws, jointers, and mortisers to fabricate parts for wood products.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Cut, shape, and assemble wooden articles or set up and operate a variety of woodworking machines, such as power saws, jointers, and mortisers to surface, cut, or shape lumber or to fabricate parts for wood products.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-7011.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Cut, shape, and assemble wooden articles or set up and operate a variety of woodworking machines, such as power saws, jointers, and mortisers to surface, cut, or shape lumber or to fabricate parts for wood products.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Cabinetmakers and Bench Carpenters",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Cabinetmakers and Bench Carpenters",
        "category": "Woodworking",
        "what_it_is": "Cut, shape, and assemble wooden articles or set up and operate woodworking machines to fabricate parts",
        "startup_cost": "could_not_verify",
        "skill_level": "Medium",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS)",
        "adjacent_jobs": "Woodworking Machine Setters, Patternmakers, Wood, Model Makers, Wood, Furniture Finishers, Custom Furniture Maker, Chair Maker, Woodturner"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_2_51_6041_00",
      "category": "Getting Started",
      "title": "Shoe and Leather Workers and Repairers: job_overview",
      "summary": "Construct, decorate, or repair leather and leather-like products such as luggage, shoes, and saddles, often using hand tools.",
      "body": "Construct, decorate, or repair leather and leather-like products such as luggage, shoes, and saddles, often using hand tools.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Construct, decorate, or repair leather and leather-like products, such as luggage, shoes, and saddles. May use hand tools.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-6041.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Construct, decorate, or repair leather and leather-like products, such as luggage, shoes, and saddles. May use hand tools.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Shoe and Leather Workers and Repairers",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Shoe and Leather Workers and Repairers",
        "category": "Leather goods and footwear",
        "what_it_is": "Construct, decorate, or repair leather and leather-like products",
        "startup_cost": "could_not_verify",
        "skill_level": "Medium",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); custom leatherworker and cobbler trade roles",
        "adjacent_jobs": "Upholsterers, Leatherworker, Saddler/Harness Maker, Shoemaker/Boot Maker, Boot Maker, Cobbler, Shoe Machine Operators"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_3_51_6093_00",
      "category": "Getting Started",
      "title": "Upholsterers: job_overview",
      "summary": "Make, repair, or replace upholstery for household furniture or transportation vehicles, using hand tools or sewing machines.",
      "body": "Make, repair, or replace upholstery for household furniture or transportation vehicles, using hand tools or sewing machines.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Make, repair, or replace upholstery for household furniture or transportation vehicles.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-6093.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Make, repair, or replace upholstery for household furniture or transportation vehicles.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Upholsterers",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Upholsterers",
        "category": "Textiles and furniture",
        "what_it_is": "Make, repair, or replace upholstery for furniture or vehicles",
        "startup_cost": "could_not_verify",
        "skill_level": "Medium",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); furniture and auto upholstery shops",
        "adjacent_jobs": "Shoe and Leather Workers, Fabric and Apparel Patternmakers, Sewers, Hand, Tailors, Dressmakers, and Custom Sewers, Custom Furniture Maker, Textile Dyer"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_4_51_6052_00",
      "category": "Getting Started",
      "title": "Tailors, Dressmakers, and Custom Sewers: job_overview",
      "summary": "Design, make, alter, repair, or fit garments, including made-to-order and custom clothing.",
      "body": "Design, make, alter, repair, or fit garments, including made-to-order and custom clothing.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Design, make, alter, repair, or fit garments.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-6052.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Design, make, alter, repair, or fit garments.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Tailors, Dressmakers, and Custom Sewers",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Tailors, Dressmakers, and Custom Sewers",
        "category": "Textiles and apparel",
        "what_it_is": "Design, make, alter, repair, or fit garments",
        "startup_cost": "could_not_verify",
        "skill_level": "Medium",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); custom tailoring and dressmaking shops",
        "adjacent_jobs": "Sewers, Hand, Fabric and Apparel Patternmakers, Upholsterers, Shoe and Leather Workers, Custom Tailor, Dressmaker, Seamstress"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_5_51_9071_00",
      "category": "Getting Started",
      "title": "Jewelers and Precious Stone and Metal Workers: job_overview",
      "summary": "Design, fabricate, adjust, repair, or appraise jewelry, gold, silver, other precious metals, or gems.",
      "body": "Design, fabricate, adjust, repair, or appraise jewelry, gold, silver, other precious metals, or gems.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Design, fabricate, adjust, repair, or appraise jewelry, gold, silver, other precious metals, or gems.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-9071.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Design, fabricate, adjust, repair, or appraise jewelry, gold, silver, other precious metals, or gems.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Jewelers and Precious Stone and Metal Workers",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Jewelers and Precious Stone and Metal Workers",
        "category": "Jewelry and metals",
        "what_it_is": "Design, fabricate, adjust, repair, or appraise jewelry and precious materials",
        "startup_cost": "could_not_verify",
        "skill_level": "High",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); jewelry and gem workshops",
        "adjacent_jobs": "Watch Repairers, Goldsmiths, Silversmiths, Sawing Machine Operators, Wood, Metal Workers, Manufacturing, Gemstone Carver"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_6_51_9123_00",
      "category": "Getting Started",
      "title": "Painting, Coating, and Decorating Workers: job_overview",
      "summary": "Paint, coat, or decorate articles such as furniture, glass, plateware, pottery, jewelry, toys, books, or leather.",
      "body": "Paint, coat, or decorate articles such as furniture, glass, plateware, pottery, jewelry, toys, books, or leather.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Paint, coat, or decorate articles, such as furniture, glass, plateware, pottery, jewelry, toys, books, or leather.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-9123.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Paint, coat, or decorate articles, such as furniture, glass, plateware, pottery, jewelry, toys, books, or leather.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Painting, Coating, and Decorating Workers",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Painting, Coating, and Decorating Workers",
        "category": "Surface finishing and decoration",
        "what_it_is": "Paint, coat, or decorate manufactured articles",
        "startup_cost": "could_not_verify",
        "skill_level": "Low to Medium",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); custom decorating and finishing shops",
        "adjacent_jobs": "Furniture Finishers, Grinding and Polishing Workers, Hand, Woodworking Machine Setters, Potters, Manufacturing, Glass Blowers, Tile Setter, Sign Maker"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_7_27_1012_00",
      "category": "Getting Started",
      "title": "Craft Artists: job_overview",
      "summary": "Create or reproduce handmade objects for sale and exhibition using techniques such as welding, weaving, pottery, and needlecraft.",
      "body": "Create or reproduce handmade objects for sale and exhibition using techniques such as welding, weaving, pottery, and needlecraft.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Create or reproduce handmade objects for sale and exhibition using a variety of techniques, such as welding, weaving, pottery, and needlecraft.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/27-1012.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Create or reproduce handmade objects for sale and exhibition using a variety of techniques, such as welding, weaving, pottery, and needlecraft.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Craft Artists",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Craft Artists",
        "category": "Arts and crafts",
        "what_it_is": "Create or reproduce handmade objects for sale and exhibition",
        "startup_cost": "could_not_verify",
        "skill_level": "Medium to High",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); craft fairs, maker markets, online craft shops",
        "adjacent_jobs": "Pottery Kiln Operators, Jewelers and Precious Stone and Metal Workers, Textile Designers, Fiber Artists, Candle Makers, Soap Makers, Ceramics Studio Owner"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_8_51_7021_00",
      "category": "Getting Started",
      "title": "Furniture Finishers: job_overview",
      "summary": "Shape, finish, and refinish damaged, worn, or used furniture or new high-grade furniture to specified color or finish.",
      "body": "Shape, finish, and refinish damaged, worn, or used furniture or new high-grade furniture to specified color or finish.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Shape, finish, and refinish damaged, worn, or used furniture or new high-grade furniture to specified color or finish.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-7021.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Shape, finish, and refinish damaged, worn, or used furniture or new high-grade furniture to specified color or finish.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Furniture Finishers",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Furniture Finishers",
        "category": "Woodworking and finishing",
        "what_it_is": "Shape, finish, and refinish furniture to specified color or finish",
        "startup_cost": "could_not_verify",
        "skill_level": "Medium",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); furniture refinishing and custom wood shops",
        "adjacent_jobs": "Cabinetmakers and Bench Carpenters, Woodworking Machine Setters, Grinding and Polishing Workers, Hand, Painting, Coating, and Decorating Workers, Custom Furniture Maker, Picture Framer"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_9_51_9022_00",
      "category": "Getting Started",
      "title": "Grinding and Polishing Workers, Hand: job_overview",
      "summary": "Grind, sand, or polish, using hand tools or hand-held power tools, a variety of metal, wood, stone, clay, plastic, or glass objects; includes chippers, buffers, and finishers.",
      "body": "Grind, sand, or polish, using hand tools or hand-held power tools, a variety of metal, wood, stone, clay, plastic, or glass objects; includes chippers, buffers, and finishers.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Grind, sand, or polish, using hand tools or hand-held power tools, a variety of metal, wood, stone, clay, plastic, or glass objects. Includes chippers, buffers, and finishers.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-9022.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Grind, sand, or polish, using hand tools or hand-held power tools, a variety of metal, wood, stone, clay, plastic, or glass objects. Includes chippers, buffers, and finishers.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Grinding and Polishing Workers, Hand",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Grinding and Polishing Workers, Hand",
        "category": "Finishing and surface treatment",
        "what_it_is": "Grind, sand, or polish metal, wood, stone, clay, plastic, or glass objects",
        "startup_cost": "could_not_verify",
        "skill_level": "Low to Medium",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); jewelry and furniture finishing shops",
        "adjacent_jobs": "Furniture Finishers, Painting, Coating, and Decorating Workers, Jewelers and Precious Stone and Metal Workers, Sawing Machine Operators, Wood, Cutters and Trimmers, Hand"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_10_51_9195_00",
      "category": "Getting Started",
      "title": "Molders, Shapers, and Casters: job_overview",
      "summary": "Mold, shape, form, cast, or carve products such as food products, figurines, tile, pipes, and candles consisting of clay, glass, plaster, concrete, stone, or combinations of materials.",
      "body": "Mold, shape, form, cast, or carve products such as food products, figurines, tile, pipes, and candles consisting of clay, glass, plaster, concrete, stone, or combinations of materials.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Mold, shape, form, cast, or carve products such as food products, figurines, tile, pipes, and candles consisting of clay, glass, plaster, concrete, stone, or combinations of materials.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-9195.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Mold, shape, form, cast, or carve products such as food products, figurines, tile, pipes, and candles consisting of clay, glass, plaster, concrete, stone, or combinations of materials.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Molders, Shapers, and Casters",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Molders, Shapers, and Casters",
        "category": "Molding, casting, and carving",
        "what_it_is": "Mold, shape, form, cast, or carve products from clay, glass, plaster, concrete, or stone",
        "startup_cost": "could_not_verify",
        "skill_level": "Medium",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); candle, resin, and concrete casting shops",
        "adjacent_jobs": "Potters, Manufacturing, Glass Blowers, Molders, Benders, and Finishers, Stone Cutters and Carvers, Manufacturing, Concrete Furniture Maker, Resin Product Maker, Candle Makers"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_11_51_9195_04",
      "category": "Getting Started",
      "title": "Glass Blowers, Molders, Benders, and Finishers: job_overview",
      "summary": "Shape molten glass according to patterns, producing hand-blown glass vessels and decorative objects.",
      "body": "Shape molten glass according to patterns, producing hand-blown glass vessels and decorative objects.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Shape molten glass according to patterns.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-9195.04",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Shape molten glass according to patterns.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Glass Blowers, Molders, Benders, and Finishers",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Glass Blowers, Molders, Benders, and Finishers",
        "category": "Glass working",
        "what_it_is": "Shape molten glass according to patterns",
        "startup_cost": "could_not_verify",
        "skill_level": "High",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); glassblowing studios and art glass workshops",
        "adjacent_jobs": "Molders, Shapers, and Casters, Mosaic Artists, Stained Glass Artists, Jewelers and Precious Stone and Metal Workers, Tile Setter"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_12_51_9195_05",
      "category": "Getting Started",
      "title": "Potters, Manufacturing: job_overview",
      "summary": "Operate production machines such as pug mill, jigger machine, or potter's wheel to process clay in manufacture of ceramic, pottery, and stoneware products.",
      "body": "Operate production machines such as pug mill, jigger machine, or potter's wheel to process clay in manufacture of ceramic, pottery, and stoneware products.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Operate production machines such as pug mill, jigger machine, or potter's wheel to process clay in manufacture of ceramic, pottery and stoneware products.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-9195.05",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Operate production machines such as pug mill, jigger machine, or potter's wheel to process clay in manufacture of ceramic, pottery and stoneware products.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Potters, Manufacturing",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Potters, Manufacturing",
        "category": "Ceramics and pottery",
        "what_it_is": "Operate machines such as pug mill, jigger machine, or potter's wheel to process clay for ceramic products",
        "startup_cost": "could_not_verify",
        "skill_level": "Medium",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); pottery production and ceramics studios",
        "adjacent_jobs": "Molders, Shapers, and Casters, Pottery Kiln Operators and Tunnel, Kiln, and Dryer Operators, Ceramics Studio Worker, Pottery Kiln Operator, Stained Glass Artists, Sculptors"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_13_51_7032_00",
      "category": "Getting Started",
      "title": "Patternmakers, Wood: job_overview",
      "summary": "Plan, lay out, and construct wooden unit or sectional patterns used in forming sand molds for castings.",
      "body": "Plan, lay out, and construct wooden unit or sectional patterns used in forming sand molds for castings.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Plan, lay out, and construct wooden unit or sectional patterns used in forming sand molds for castings.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-7032.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Plan, lay out, and construct wooden unit or sectional patterns used in forming sand molds for castings.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Patternmakers, Wood",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Patternmakers, Wood",
        "category": "Woodworking and tooling",
        "what_it_is": "Plan, lay out, and construct wooden patterns used in forming sand molds",
        "startup_cost": "could_not_verify",
        "skill_level": "High",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); foundries and custom mold shops",
        "adjacent_jobs": "Cabinetmakers and Bench Carpenters, Model Makers, Wood, Woodworking Machine Setters, Except Sawing, Foundry Workers, Tool and Die Makers"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_14_51_9031_00",
      "category": "Getting Started",
      "title": "Cutters and Trimmers, Hand: job_overview",
      "summary": "Use hand tools or hand-held power tools to cut and trim a variety of manufactured items such as carpet, fabric, stone, glass, or rubber.",
      "body": "Use hand tools or hand-held power tools to cut and trim a variety of manufactured items such as carpet, fabric, stone, glass, or rubber.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Use hand tools or hand-held power tools to cut and trim a variety of manufactured items, such as carpet, fabric, stone, glass, or rubber.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-9031.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Use hand tools or hand-held power tools to cut and trim a variety of manufactured items, such as carpet, fabric, stone, glass, or rubber.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Cutters and Trimmers, Hand",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Cutters and Trimmers, Hand",
        "category": "Cutting and trimming",
        "what_it_is": "Use hand tools to cut and trim carpet, fabric, stone, glass, or rubber",
        "startup_cost": "could_not_verify",
        "skill_level": "Low to Medium",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); fabric, carpet, and textile裁剪 shops",
        "adjacent_jobs": "Sewers, Hand, Fabric and Apparel Patternmakers, Carpet Installers, Cutters and Trimmers, Handheld, Leatherworker, Upholsterers"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_15_47_2041_00",
      "category": "Getting Started",
      "title": "Carpet Installers: job_overview",
      "summary": "Lay and install carpet from rolls or blocks on floors; install padding and trim flooring materials.",
      "body": "Lay and install carpet from rolls or blocks on floors; install padding and trim flooring materials.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Lay and install carpet from rolls or blocks on floors. Install padding and trim flooring materials.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/47-2041.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Lay and install carpet from rolls or blocks on floors. Install padding and trim flooring materials.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Carpet Installers",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Carpet Installers",
        "category": "Floor covering installation",
        "what_it_is": "Lay and install carpet from rolls or blocks on floors",
        "startup_cost": "could_not_verify",
        "skill_level": "Medium",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); flooring and carpet retail/installation businesses",
        "adjacent_jobs": "Cutters and Trimmers, Hand, Sewers, Hand, Tile Setters, Floor Covering Installers, Hardwood Floor Installers, Textile Designers"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_16_51_9195_03",
      "category": "Getting Started",
      "title": "Stone Cutters and Carvers, Manufacturing: job_overview",
      "summary": "Cut or carve stone according to diagrams and patterns, including designs for monuments, buildings, tile, and decorative objects.",
      "body": "Cut or carve stone according to diagrams and patterns, including designs for monuments, buildings, tile, and decorative objects.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Cut or carve stone according to diagrams and patterns.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-9195.03",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Cut or carve stone according to diagrams and patterns.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Stone Cutters and Carvers, Manufacturing",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Stone Cutters and Carvers, Manufacturing",
        "category": "Stone working",
        "what_it_is": "Cut or carve stone according to diagrams and patterns",
        "startup_cost": "could_not_verify",
        "skill_level": "High",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); stone fabricators and carving workshops",
        "adjacent_jobs": "Molders, Shapers, and Casters, Tile Setters, Mosaic Artists, Grinding and Polishing Workers, Hand, Sculptors, Concrete Furniture Maker"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_17_51_6051_00",
      "category": "Getting Started",
      "title": "Sewers, Hand: job_overview",
      "summary": "Sew, join, reinforce, or finish, usually with needle and thread, a variety of manufactured items; includes weavers and stitchers.",
      "body": "Sew, join, reinforce, or finish, usually with needle and thread, a variety of manufactured items; includes weavers and stitchers.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Sew, join, reinforce, or finish, usually with needle and thread, a variety of manufactured items. Includes weavers and stitchers.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-6051.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Sew, join, reinforce, or finish, usually with needle and thread, a variety of manufactured items. Includes weavers and stitchers.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Sewers, Hand",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Sewers, Hand",
        "category": "Textiles and apparel",
        "what_it_is": "Sew, join, reinforce, or finish manufactured items by hand",
        "startup_cost": "could_not_verify",
        "skill_level": "Low to Medium",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); textile, garment, and craft sewing shops",
        "adjacent_jobs": "Tailors, Dressmakers, and Custom Sewers, Fabric and Apparel Patternmakers, Knitters, Weavers, Textile Machine Tenders, Upholsterers, Shoe and Leather Workers and Repairers"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_18_51_6092_00",
      "category": "Getting Started",
      "title": "Fabric and Apparel Patternmakers: job_overview",
      "summary": "Draw and construct sets of precision master fabric patterns or layouts; may also mark and cut fabrics and apparel.",
      "body": "Draw and construct sets of precision master fabric patterns or layouts; may also mark and cut fabrics and apparel.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Draw and construct sets of precision master fabric patterns or layouts. May also mark and cut fabrics and apparel.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-6092.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Draw and construct sets of precision master fabric patterns or layouts. May also mark and cut fabrics and apparel.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Fabric and Apparel Patternmakers",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Fabric and Apparel Patternmakers",
        "category": "Textiles and apparel",
        "what_it_is": "Draw and construct precision master fabric patterns and layouts",
        "startup_cost": "could_not_verify",
        "skill_level": "High",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); apparel and textile patternmaking studios",
        "adjacent_jobs": "Tailors, Dressmakers, and Custom Sewers, Sewers, Hand, Custom Dressmaker, Textile Designers, Knitwear Designers, Garment Constructors"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_19_51_7042_00",
      "category": "Getting Started",
      "title": "Woodworking Machine Setters, Operators, and Tenders, Except Sawing: job_overview",
      "summary": "Set up and operate woodworking machines (other than saws) to surface, cut, or shape lumber or to fabricate parts for wood products.",
      "body": "Set up and operate woodworking machines (other than saws) to surface, cut, or shape lumber or to fabricate parts for wood products.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Set up and operate woodworking machines (other than saws) to surface, cut, or shape lumber or to fabricate parts for wood products.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-7042.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Set up and operate woodworking machines (other than saws) to surface, cut, or shape lumber or to fabricate parts for wood products.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Woodworking Machine Setters, Operators, and Tenders, Except Sawing",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Woodworking Machine Setters, Operators, and Tenders, Except Sawing",
        "category": "Woodworking",
        "what_it_is": "Set up and operate woodworking machines (other than saws) to fabricate wood parts",
        "startup_cost": "could_not_verify",
        "skill_level": "Medium",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); custom wood shops and joinery studios",
        "adjacent_jobs": "Cabinetmakers and Bench Carpenters, Woodworking Machine Setters, Operators, and Tenders, Sawing, Model Makers, Wood, Patternmakers, Wood, Chair Maker, Woodturner"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_20_51_7031_00",
      "category": "Getting Started",
      "title": "Model Makers, Wood: job_overview",
      "summary": "Plan, lay out, and construct wooden models or replicas, often for prototype development or architectural purposes.",
      "body": "Plan, lay out, and construct wooden models or replicas, often for prototype development or architectural purposes.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Plan, lay out, and construct wooden models or replicas, often for prototype development or architectural purposes.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-7031.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Plan, lay out, and construct wooden models or replicas, often for prototype development or architectural purposes.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Model Makers, Wood",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Model Makers, Wood",
        "category": "Woodworking and prototyping",
        "what_it_is": "Plan, lay out, and construct wooden models or replicas",
        "startup_cost": "could_not_verify",
        "skill_level": "High",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); architectural and prototyping studios",
        "adjacent_jobs": "Patternmakers, Wood, Cabinetmakers and Bench Carpenters, Sculptors, Custom Furniture Maker, Woodworking Machine Setters, Except Sawing, 3D Printing Designers"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1561_job_discovery_making_handmade_categories_angle_boards_21_51_6042_00",
      "category": "Getting Started",
      "title": "Shoe Machine Operators and Tenders: job_overview",
      "summary": "Set up, operate, or tend shoe machines to lasting, stitching, or other shoe manufacturing processes.",
      "body": "Set up, operate, or tend shoe machines to lasting, stitching, or other shoe manufacturing processes.\n\nWhat U.S. Department of Labor, Employment and Training Administration actually says:\n\n“Set up, operate, or tend shoe machines to lasting, stitching, or other shoe manufacturing processes.”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/51-6042.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "U.S. Department of Labor, Employment and Training Administration",
      "evidence_quote": "Set up, operate, or tend shoe machines to lasting, stitching, or other shoe manufacturing processes.",
      "volatility": "low",
      "from_batch": "1561-job-discovery-making-handmade-categories-angle-boards",
      "subject": "Shoe Machine Operators and Tenders",
      "topic": "job_overview",
      "applies_to_country": "*",
      "job": {
        "job_name": "Shoe Machine Operators and Tenders",
        "category": "Footwear manufacturing",
        "what_it_is": "Set up, operate, or tend shoe machines for lasting, stitching, or other shoe manufacturing",
        "startup_cost": "could_not_verify",
        "skill_level": "Medium",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "could_not_verify",
        "where_to_find_work": "O*NET/ONETOnline career database (BLS); shoe and footwear manufacturing",
        "adjacent_jobs": "Shoe and Leather Workers and Repairers, Saddlers and Harness Makers, Sewers, Hand, Leatherworker, Boot Maker, Cobbler"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "any",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    }
  ]
}