curl --request GET \
  --url https://classification.emsicloud.com/classifications \
  --header 'Authorization: Bearer <ACCESS_TOKEN>'

{
  "data": [
    {
      "release": "2025.1",
      "releaseDate": "2025-01-17T19:15:38.553324Z",
      "removalDate": "2025-05-17T19:15:38.553324Z",
      "supportedOutputs": [
        "canoc_lightcast",
        "cip_standard",
        "company",
        "contractType",
        "educationLevel",
        "employmentType",
        "internship",
        "isco_standard",
        "lot",
        "naics_standard",
        "onet_standard",
        "remoteType",
        "salary",
        "skill",
        "soc_lightcast",
        "soc_standard",
        "title",
        "yearsOfExperience"
      ],
      "supportedTaxonomies": {
        "cip_standard": "2020.0",
        "companies": "2.74",
        "education_level_gb": "2.3",
        "education_level_us_ca": "2.3",
        "lot": "6.36",
        "skills": "9.26",
        "titles": "5.40"
      }
    },
    {
      "release": "2024.20",
      "releaseDate": "2024-12-18T00:18:25.332794Z",
      "removalDate": "2025-04-17T00:18:25.332794Z",
      "supportedOutputs": [
        "canoc_lightcast",
        "cip_standard",
        "company",
        "contractType",
        "educationLevel",
        "employmentType",
        "internship",
        "isco_standard",
        "lot",
        "naics_standard",
        "onet_standard",
        "remoteType",
        "salary",
        "skill",
        "soc_lightcast",
        "soc_standard",
        "title",
        "yearsOfExperience"
      ],
      "supportedTaxonomies": {
        "cip_standard": "2020.0",
        "companies": "2.73",
        "education_level_gb": "2.3",
        "education_level_us_ca": "2.3",
        "lot": "6.35",
        "skills": "9.25",
        "titles": "5.39"
      }
    },
    {
      "release": "2024.19",
      "releaseDate": "2024-11-25T20:33:54.013541Z",
      "removalDate": "2025-03-25T20:33:54.013541Z",
      "supportedOutputs": [
        "canoc_lightcast",
        "cip_standard",
        "company",
        "contractType",
        "educationLevel",
        "employmentType",
        "internship",
        "isco_standard",
        "lot",
        "naics_standard",
        "onet_standard",
        "remoteType",
        "salary",
        "skill",
        "soc_lightcast",
        "soc_standard",
        "title",
        "yearsOfExperience"
      ],
      "supportedTaxonomies": {
        "cip_standard": "2020.0",
        "companies": "2.72",
        "education_level_gb": "2.3",
        "education_level_us_ca": "2.3",
        "lot": "6.34",
        "skills": "9.24",
        "titles": "5.38"
      }
    },
    {
      "release": "2024.18",
      "releaseDate": "2024-10-28T23:50:51.746009Z",
      "removalDate": "2025-02-25T23:50:51.746009Z",
      "supportedOutputs": [
        "canoc_lightcast",
        "cip_standard",
        "company",
        "contractType",
        "educationLevel",
        "employmentType",
        "internship",
        "isco_standard",
        "lot",
        "naics_standard",
        "onet_standard",
        "remoteType",
        "salary",
        "skill",
        "soc_lightcast",
        "soc_standard",
        "title",
        "yearsOfExperience"
      ],
      "supportedTaxonomies": {
        "cip_standard": "2020.0",
        "companies": "2.71",
        "education_level_gb": "2.3",
        "education_level_us_ca": "2.3",
        "lot": "6.33",
        "skills": "9.23",
        "titles": "5.37"
      }
    },
    {
      "release": "2024.17",
      "releaseDate": "2024-09-30T18:37:02.081567Z",
      "removalDate": "2025-01-28T18:37:02.081567Z",
      "supportedOutputs": [
        "canoc_lightcast",
        "cip_standard",
        "company",
        "contractType",
        "educationLevel",
        "employmentType",
        "internship",
        "isco_standard",
        "lot",
        "naics_standard",
        "onet_standard",
        "remoteType",
        "salary",
        "skill",
        "soc_lightcast",
        "soc_standard",
        "title",
        "yearsOfExperience"
      ],
      "supportedTaxonomies": {
        "cip_standard": "2020.0",
        "companies": "2.70",
        "education_level_gb": "2.3",
        "education_level_us_ca": "2.3",
        "lot": "6.32",
        "skills": "9.22",
        "titles": "5.36"
      }
    },
    {
      "release": "2024.16",
      "releaseDate": "2024-09-03T20:53:35.087312Z",
      "removalDate": "2025-01-26T20:53:35.087312Z",
      "supportedOutputs": [
        "canoc_lightcast",
        "cip_standard",
        "company",
        "contractType",
        "educationLevel",
        "employmentType",
        "internship",
        "isco_standard",
        "lot",
        "naics_standard",
        "onet_standard",
        "remoteType",
        "salary",
        "skill",
        "soc_lightcast",
        "soc_standard",
        "title",
        "yearsOfExperience"
      ],
      "supportedTaxonomies": {
        "cip_standard": "2020.0",
        "companies": "2.69",
        "education_level_gb": "2.3",
        "education_level_us_ca": "2.3",
        "lot": "6.31",
        "skills": "9.21",
        "titles": "5.35"
      }
    },
    {
      "release": "2023.20",
      "releaseDate": "2023-11-04T18:59:56.397056Z",
      "removalDate": "2024-02-02T18:59:56.397056Z",
      "supportedOutputs": [
        "cip",
        "company",
        "contractType",
        "educationLevel",
        "employmentType",
        "internship",
        "isco_standard",
        "lot",
        "naics",
        "onet",
        "remoteType",
        "salary",
        "skill",
        "soc",
        "title",
        "yearsOfExperience"
      ],
      "supportedTaxonomies": {
        "cip_2020": "1.0",
        "companies": "2.51",
        "education_level_gb": "2.3",
        "education_level_us_ca": "2.3",
        "lot": "6.13",
        "skills": "9.2",
        "titles": "5.17"
      }
    }
  ]
}

curl --request GET \
  --url https://classification.emsicloud.com/classifications/2026.3 \
  --header 'Authorization: Bearer <ACCESS_TOKEN>'

{
  "data": [
    "postings"
  ]
}

curl --request GET \
  --url https://classification.emsicloud.com/classifications/2026.3/postings \
  --header 'Authorization: Bearer <ACCESS_TOKEN>'

{
  "data": [
    "lot",
    "postings",
    "skills"
  ]
}

{
  "title": "CCL Software Engineer II",
  "description": "This is a sample job posting for a full-time Programmer. The position is remote; successful candidates will be able to work from home. Masters degree in computer science required. The salary starts at $70,000 per year. You should have 6 years of experience in software development, including 4 years using AWS cloud services. Our company offers great benefits like a 401K. Employees love to work for us.",
  "limit": 5,
  "fields": [
    "level",
    "id",
    "name",
    "parentId"
  ],
  "inputLocale": "en-US"
}

curl --request POST \
  --url https://classification.emsicloud.com/classifications/2026.3/lot/classify \
  --header 'Authorization: Bearer <ACCESS_TOKEN>' \
  --header 'Content-Type: application/json' \
  --data '{ "title": "CCL Software Engineer II", "description": "This is a sample job posting for a full-time Programmer. The position is remote; successful candidates will be able to work from home. Masters degree in computer science required. The salary starts at $70,000 per year. You should have 6 years of experience in software development, including 4 years using AWS cloud services. Our company offers great benefits like a 401K. Employees love to work for us.", "limit": 5, "fields": [ "level", "id", "name", "parentId" ], "inputLocale": "en-US" }'

{
  "data": [
    {
      "confidence": 1,
      "concept": {
        "id": "23171541",
        "name": "Software Developer / Engineer",
        "levelName": "specializedOccupation",
        "level": 3,
        "parentId": "231715"
      }
    }
  ],
  "warnings": []
}

{
  "context": {
    "company": "Starpoint Solutions",
    "title": "CCL Software Engineer II",
    "body": "This is a sample job posting for a full-time Programmer. The salary starts at $70,000 per year. You should have 6 years of experience in software development, including 4 years using AWS cloud services. Our company offers great benefits like a 401K. Employees love to work for us."
  },
  "findConceptNames": false,
  "outputs": [
    "cip_standard",
    "company",
    "educationLevel",
    "employmentType",
    "contractType",
    "internship",
    "naics_standard",
    "lot",
    "canoc_lightcast",
    "isco_standard",
    "onet_standard",
    "remoteType",
    "salary",
    "skill",
    "soc_standard",
    "soc_lightcast",
    "title",
    "yearsOfExperience"
  ]
}

curl --request POST \
  --url https://classification.emsicloud.com/classifications/2026.3/postings/classify \
  --header 'Authorization: Bearer <ACCESS_TOKEN>' \
  --header 'Content-Type: application/json' \
  --data '{ "context": { "company": "Starpoint Solutions", "title": "CCL Software Engineer II", "body": "This is a sample job posting for a full-time Programmer. The salary starts at $70,000 per year. You should have 6 years of experience in software development, including 4 years using AWS cloud services. Our company offers great benefits like a 401K. Employees love to work for us." }, "findConceptNames": false, "outputs": [ "cip_standard", "company", "educationLevel", "employmentType", "contractType", "internship", "naics_standard", "lot", "canoc_lightcast", "isco_standard", "onet_standard", "remoteType", "salary", "skill", "soc_standard", "soc_lightcast", "title", "yearsOfExperience" ] }'

{
  "data": {
    "canoc_lightcast": {
      "id": "21231"
    },
    "cip_standard": null,
    "company": {
      "id": "38076262",
      "confidence": 1
    },
    "contractType": {
      "provisionalId": "Permanent contract"
    },
    "educationLevel": [],
    "employmentType": {
      "provisionalId": "Full-time (> 32 hours)"
    },
    "internship": {
      "isInternship": false
    },
    "isco_standard": {
      "id": "2512"
    },
    "lot": {
      "id": "23171541",
      "confidence": 1
    },
    "naics_standard": {
      "id": "541519"
    },
    "onet_standard": {
      "id": "15-1252.00"
    },
    "remoteType": {
      "provisionalId": "[None]"
    },
    "salary": {
      "gte": 70000,
      "lte": 70000,
      "units": "USD",
      "originalPeriodicity": "year"
    },
    "skill": [
      {
        "id": "ES43DB1E2DEC412F3A26",
        "confidence": 1
      },
      {
        "id": "KS120FG6YP8PQYYNQY9B",
        "confidence": 0.9805825352668762
      },
      {
        "id": "KS120L96KMYTDJ48NRSH",
        "confidence": 0.6632477045059204
      }
    ],
    "soc_lightcast": {
      "id": "15-1252"
    },
    "soc_standard": {
      "id": "15-1252"
    },
    "title": {
      "id": "ET6850661D6AE5FA86",
      "confidence": 1
    },
    "yearsOfExperience": {
      "gte": 6,
      "lte": 6,
      "units": "year"
    }
  },
  "warnings": []
}

curl --request GET \
  --url https://classification.emsicloud.com/classifications/2025.10/skills/classify \
  --header 'Authorization: Bearer <ACCESS_TOKEN>'

{
  "data": {
    "locales": {
      "inputs": [
        "en-US"
      ],
      "outputs": [
        "cs-CZ",
        "da-DK",
        "de-DE",
        "en-CA",
        "en-GB",
        "en-US",
        "es-ES",
        "fr-FR",
        "hr-HR",
        "hu-HU",
        "it-IT",
        "ja-JP",
        "ko-KR",
        "nl-NL",
        "pl-PL",
        "pt-PT",
        "ro-RO",
        "sv-SE",
        "zh-CN"
      ]
    }
  }
}

{
  "skills": [
    {
      "name": "Docker",
      "description": "A type of container for software"
    },
    {
      "name": "Framing",
      "description": "Constructing the frame of a house"
    },
    {
      "name": "Framing",
      "description": "Putting pictures in a frame"
    }
  ],
  "limit": 2,
  "fields": [
    "id",
    "name",
    "levelName",
    "level",
    "parentId"
  ]
}

curl --request POST \
  --url https://classification.emsicloud.com/classifications/2025.10/skills/classify \
  --header 'Authorization: Bearer <ACCESS_TOKEN>' \
  --header 'Content-Type: application/json' \
  --data '{ "skills": [ { "name": "Docker", "description": "A type of container for software" }, { "name": "Framing", "description": "Constructing the frame of a house" }, { "name": "Framing", "description": "Putting pictures in a frame" } ], "limit": 2, "fields": [ "id", "name", "levelName", "level", "parentId" ] }'

{
  "data": [
    {
      "term": "Docker",
      "count": 2,
      "results": [
        {
          "confidence": 1,
          "concept": {
            "id": "KSY4WFI1S164RQUBSPCC",
            "levelName": "Skill",
            "name": "Docker (Software)",
            "parentId": "476",
            "level": 2
          }
        },
        {
          "confidence": 0.7516252398490906,
          "concept": {
            "id": "KS6J3XWZEB5IQYXJE27M",
            "levelName": "Skill",
            "name": "Docker Container",
            "parentId": "476",
            "level": 2
          }
        }
      ]
    },
    {
      "term": "Framing",
      "count": 2,
      "results": [
        {
          "confidence": 0.7239595055580139,
          "concept": {
            "id": "KS124376BRZDJ0CZ79VT",
            "levelName": "Skill",
            "name": "Framing (Construction)",
            "parentId": "140",
            "level": 2
          }
        },
        {
          "confidence": 0.7095146179199219,
          "concept": {
            "id": "ES43860FADFFC025A09D",
            "levelName": "Skill",
            "name": "Framing And Trim",
            "parentId": "131",
            "level": 2
          }
        }
      ]
    },
    {
      "term": "Framing",
      "count": 2,
      "results": [
        {
          "confidence": 0.7729793787002563,
          "concept": {
            "id": "KS127TX62KW7J6C5SJK2",
            "levelName": "Skill",
            "name": "Picture Framing",
            "parentId": "539",
            "level": 2
          }
        },
        {
          "confidence": 0.6218518614768982,
          "concept": {
            "id": "ES43860FADFFC025A09D",
            "levelName": "Skill",
            "name": "Framing And Trim",
            "parentId": "131",
            "level": 2
          }
        }
      ]
    }
  ],
  "warnings": []
}

curl --request GET \
  --url https://classification.emsicloud.com/classifications/2026.3/skills/extract \
  --header 'Authorization: Bearer <ACCESS_TOKEN>'

{
  "data": {
    "locales": {
      "inputs": [
        "cs-CZ",
        "da-DK",
        "de-DE",
        "en",
        "es-AR",
        "es-CL",
        "es-CO",
        "es-CR",
        "es-EC",
        "es-ES",
        "es-MX",
        "es-PE",
        "es-PR",
        "es-VE",
        "fr-CA",
        "fr-FR",
        "hr-HR",
        "hu-HU",
        "it-IT",
        "ja-JP",
        "ko-KR",
        "nl-NL",
        "pl-PL",
        "pt-BR",
        "pt-PT",
        "ro-RO",
        "sv-SE",
        "zh-CN",
        "zh-HK",
        "zh-TW"
      ],
      "outputs": [
        "cs-CZ",
        "da-DK",
        "de-DE",
        "en-CA",
        "en-GB",
        "en-US",
        "es-ES",
        "fr-FR",
        "hr-HR",
        "hu-HU",
        "it-IT",
        "ja-JP",
        "ko-KR",
        "nl-NL",
        "pl-PL",
        "pt-PT",
        "ro-RO",
        "sv-SE",
        "zh-CN"
      ]
    }
  }
}

{
  "text": "... Great candidates also have\n\n Experience with a particular JS MV* framework (we happen to use React)\n Experience working with databases\n Experience with AWS\n Familiarity with microservice architecture\n Familiarity with modern CSS practices, e.g. LESS, SASS, CSS-in-JS ...",
  "confidenceThreshold": 0.6,
  "trace": true,
  "inputLocale": "en-US",
  "outputLocale": "en-US"
}

curl --request POST \
  --url https://classification.emsicloud.com/classifications/2026.3/skills/extract \
  --header 'Authorization: Bearer <ACCESS_TOKEN>' \
  --header 'Content-Type: application/json' \
  --data '{ "text": "... Great candidates also have\n\n Experience with a particular JS MV* framework (we happen to use React)\n Experience working with databases\n Experience with AWS\n Familiarity with microservice architecture\n Familiarity with modern CSS practices, e.g. LESS, SASS, CSS-in-JS ...", "confidenceThreshold": 0.6, "trace": true, "inputLocale": "en-US", "outputLocale": "en-US" }'

{
  "data": {
    "concepts": [
      {
        "confidence": 1,
        "concept": {
          "id": "KSZX7YZWNR5IDR1I2VMZ",
          "name": "Microservices",
          "levelName": "skill",
          "parentId": "474",
          "level": 2,
          "skillType": "Specialized Skill",
          "isSoftware": false,
          "isLanguage": false,
          "wikipediaExtract": "Microservice architecture – a variant of the service-oriented architecture (SOA) structural style – arranges an application as a collection of loosely coupled services. In a microservices architecture, services are fine-grained and the protocols are lightweight."
        }
      },
      {
        "confidence": 1,
        "concept": {
          "id": "ES5A281A8917181656AD",
          "name": "LESS",
          "levelName": "skill",
          "parentId": "491",
          "level": 2,
          "skillType": "Specialized Skill",
          "isSoftware": true,
          "isLanguage": false,
          "wikipediaExtract": "Less is a dynamic preprocessor style sheet language that can be compiled into Cascading Style Sheets (CSS) and run on the client side or server side.\nDesigned by Alexis Sellier, Less is influenced by Sass and has influenced the newer \"SCSS\" syntax of Sass, which adapted its CSS-like block formatting syntax. Less is an open source. Its first version was written in Ruby; however, in the later versions, use of Ruby has been deprecated and replaced by JavaScript. The indented syntax of Less is a nested metalanguage, as valid CSS is valid Less code with the same semantics. Less provides the following mechanisms: variables, nesting, mixins, operators and functions; the main difference between Less and other CSS precompilers is that Less allows real-time compilation via less.js by the browser."
        }
      },
      {
        "confidence": 1,
        "concept": {
          "id": "ESFEFEFDBA0B3BC39881",
          "name": "SASS",
          "levelName": "skill",
          "parentId": "471",
          "level": 2,
          "skillType": "Specialized Skill",
          "isSoftware": true,
          "isLanguage": false,
          "wikipediaExtract": "Sass is a preprocessor scripting language that is interpreted or compiled into Cascading Style Sheets (CSS). SassScript is the scripting language itself."
        }
      },
      {
        "confidence": 0.9999996423721313,
        "concept": {
          "id": "KSDJCA4E89LB98JAZ7LZ",
          "name": "React.js (Javascript Library)",
          "levelName": "skill",
          "parentId": "438",
          "level": 2,
          "skillType": "Specialized Skill",
          "isSoftware": true,
          "isLanguage": false,
          "wikipediaExtract": "React is an open-source, front end, JavaScript library for building user interfaces or UI components. It is maintained by Facebook and a community of individual developers and companies.\nReact can be used as a base in the development of single-page or mobile applications. However, React is only concerned with state management and rendering that state to the DOM, so creating React applications usually requires the use of additional libraries for routing, as well as certain client-side functionality."
        }
      },
      {
        "confidence": 0.9999019503593445,
        "concept": {
          "id": "KS121F45VPV8C9W3QFYH",
          "name": "Cascading Style Sheets (CSS)",
          "levelName": "skill",
          "parentId": "491",
          "level": 2,
          "skillType": "Specialized Skill",
          "isSoftware": true,
          "isLanguage": false,
          "wikipediaExtract": "Cascading Style Sheets (CSS) is a style sheet language used for describing the presentation of a document written in a markup language such as HTML. CSS is a cornerstone technology of the World Wide Web, alongside HTML and JavaScript."
        }
      },
      {
        "confidence": 0.9994209408760071,
        "concept": {
          "id": "KS1200771D9CR9LB4MWW",
          "name": "JavaScript (Programming Language)",
          "levelName": "skill",
          "parentId": "471",
          "level": 2,
          "skillType": "Specialized Skill",
          "isSoftware": true,
          "isLanguage": false,
          "wikipediaExtract": "JavaScript, often abbreviated as JS, is a programming language that conforms to the ECMAScript specification. JavaScript is high-level, often just-in-time compiled, and multi-paradigm. It has curly-bracket syntax, dynamic typing, prototype-based object-orientation, and first-class functions."
        }
      },
      {
        "confidence": 0.9805825352668762,
        "concept": {
          "id": "KS120FG6YP8PQYYNQY9B",
          "name": "Amazon Web Services",
          "levelName": "skill",
          "parentId": "494",
          "level": 2,
          "skillType": "Specialized Skill",
          "isSoftware": true,
          "isLanguage": false,
          "wikipediaExtract": "Amazon Web Services (AWS) is a subsidiary of Amazon providing on-demand cloud computing platforms and APIs to individuals, companies, and governments, on a metered pay-as-you-go basis. These cloud computing web services provide a variety of basic abstract technical infrastructure and distributed computing building blocks and tools. One of these services is Amazon Elastic Compute Cloud (EC2), which allows users to have at their disposal a virtual cluster of computers, available all the time, through the Internet. AWS's version of virtual computers emulates most of the attributes of a real computer, including hardware central processing units (CPUs) and graphics processing units (GPUs) for processing; local/RAM memory; hard-disk/SSD storage; a choice of operating systems; networking; and pre-loaded application software such as web servers, databases, and customer relationship management (CRM)."
        }
      }
    ],
    "trace": [
      {
        "classificationData": {
          "contextForms": [
            {
              "sourceEnd": 232,
              "sourceStart": 229,
              "value": "CSS"
            },
            {
              "sourceEnd": 264,
              "sourceStart": 261,
              "value": "CSS"
            }
          ],
          "concepts": [
            {
              "id": "KS1200771D9CR9LB4MWW",
              "confidence": 0.9994209408760071
            }
          ]
        },
        "surfaceForm": {
          "sourceEnd": 64,
          "sourceStart": 62,
          "value": "JS"
        }
      },
      {
        "classificationData": {
          "contextForms": [
            {
              "sourceEnd": 64,
              "sourceStart": 62,
              "value": "JS"
            },
            {
              "sourceEnd": 78,
              "sourceStart": 69,
              "value": "framework"
            },
            {
              "sourceEnd": 159,
              "sourceStart": 156,
              "value": "AWS"
            },
            {
              "sourceEnd": 232,
              "sourceStart": 229,
              "value": "CSS"
            },
            {
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    "normalizedText": "**Johnathan \"John\" Doe**\n**Contact Information:**\n- Address: 123 Industrial Drive, Springfield, IL 62701\n- Phone: (555) 123-4567\n- Email: [email protected]\n- LinkedIn: linkedin.com/in/john-doe-millwright\n---\n**Professional Summary:**\nSeasoned Senior Millwright with over 20 years of extensive experience in the installation,\nmaintenance, and repair of industrial machinery and mechanical equipment. Proficient in blueprint\nreading, precision alignment, and troubleshooting complex mechanical issues. Adept at leading teams,\nensuring compliance with safety standards, and optimizing machinery performance to enhance\nproductivity. Dedicated to continuous improvement and skilled in a wide range of tools and\ntechnologies.\n---\n**Core Competencies:**\n- Machine Installation & Maintenance\n- Precision Alignment & Calibration\n- Blueprint & Schematic Interpretation\n- Hydraulic & Pneumatic Systems\n- Troubleshooting & Problem-Solving\n- Welding & Fabrication\n- Preventive Maintenance\n- Safety & Compliance\n- Team Leadership & Training\n- Project Management\n---\n**Professional Experience:**\n**Senior Millwright**\nABC Manufacturing Co., Springfield, IL\n*June 2015 – Present*\n- Lead the installation, maintenance, and repair of complex industrial machinery, ensuring minimal\ndowntime and optimal performance.\n- Supervise a team of millwrights, providing training, guidance, and performance evaluations.\n- Conduct precision alignment and calibration of machinery using advanced tools and techniques.\n- Develop and implement preventive maintenance schedules, reducing equipment failures and\nextending machinery lifespan.\n- Collaborate with engineering and production teams to design and execute equipment modifications\nand upgrades.\n- Ensure strict adherence to safety protocols, resulting in a zero-accident record over the past five years.\n**Millwright Foreman**\nXYZ Industrial Services, Decatur, IL\n*March 2010 – May 2015*\n- Oversaw the dismantling, moving, and installation of heavy machinery for various clients in the\nmanufacturing sector.\n- Coordinated with project managers to plan and execute installation projects, adhering to timelines and\nbudgets.\n- Trained and supervised junior millwrights, fostering a skilled and efficient team.\n- Performed complex troubleshooting and repair tasks on a wide range of mechanical systems,\nminimizing operational disruptions.\n- Maintained detailed records of maintenance activities and machinery performance.\n**Millwright**\nMidwest Equipment Co., Peoria, IL\n*July 2000 – February 2010*\n- Installed, maintained, and repaired industrial machinery and mechanical systems in a high-volume\nproduction environment.\n- Conducted routine inspections and preventive maintenance to ensure equipment reliability and safety.\n- Read and interpreted blueprints, schematics, and technical manuals to perform accurate and efficient\nwork.\n- Utilized welding and fabrication skills to repair and modify machinery components as needed.\n- Worked closely with engineering and maintenance teams to improve machinery performance and\nproduction processes.\n---\n**Certifications & Training:**\n- Journeyman Millwright Certification\n- OSHA 30-Hour Safety Training\n- Rigging and Lifting Certification\n- Advanced Precision Alignment Training\n- Welding Certification (MIG, TIG, Stick)\n- Hydraulic Systems Maintenance Certification\n---\n**Education:**\n**Associate of Applied Science in Industrial Maintenance Technology**\nLincoln Land Community College, Springfield, IL\n*Graduated: May 2000*\n---\n**Professional Affiliations:**\n- International Association of Machinists and Aerospace Workers (IAMAW)\n- National Institute for Metalworking Skills (NIMS)\n---\n**References:**\nAvailable upon request.\n",
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          "description": "Safety Standards refer to established guidelines and regulations designed to ensure the health and safety of individuals in various environments, including workplaces, public spaces, and products. This skill encompasses the understanding and application of these standards to identify hazards, assess risks, and implement necessary safety measures. Knowledge of Safety Standards is used to promote safe practices, ensure compliance with legal requirements, and minimize the likelihood of accidents or injuries.",
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          "description": "Machinery installation is a specialized field that involves the safe, precise, and efficient installation of industrial machinery, equipment or systems in various settings. The installation process typically involves a range of tasks, from planning and preparation to assembling, aligning, and testing machinery. A trained and skilled technician is required to ensure that the installation process is completed successfully and safely, and that the machinery is fully operational and meets all industry standards and specifications.",
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          "wikipediaExtract": "In software deployment, an environment, tier, or string is a computer system or set of systems in which a computer program or software component is deployed and executed. In simple cases, such as developing and immediately executing a program on the same machine, there may be a single environment, but in industrial use, the development environment and production environment are separated, often with several stages in between. This structured release management process allows phased deployment (rollout), testing, and rollback in case of problems.",
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          "description": "Safety Training refers to the process of educating individuals on safety protocols, procedures, and practices to prevent accidents and injuries in various environments. This skill encompasses the identification of potential hazards, the implementation of safety measures, and the promotion of a culture of safety awareness. Knowledge of Safety Training is used to ensure compliance with regulations, enhance workplace safety, and reduce the risk of incidents through effective communication and practical exercises.",
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{
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    "software engineer",
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  "fields": [
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  "limit": 3,
  "confidenceThreshold": 0.8
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curl --request POST \
  --url https://classification.emsicloud.com/classifications/2026.3/titles/normalize \
  --header 'Authorization: Bearer <ACCESS_TOKEN>' \
  --header 'Content-Type: application/json' \
  --data '{ "terms": [ "data scientist", "software engineer", "sysadmin" ], "fields": [ "id", "name" ], "limit": 3, "confidenceThreshold": 0.8 }'

{
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      "term": "data scientist",
      "count": 3,
      "results": [
        {
          "confidence": 1,
          "concept": {
            "id": "ET3B93055220D592C8",
            "levelName": "title",
            "name": "Data Scientist"
          }
        },
        {
          "confidence": 0.8669570684432983,
          "concept": {
            "id": "ET3AE48711ACE264B6",
            "levelName": "title",
            "name": "Data Scientist/Analyst"
          }
        },
        {
          "confidence": 0.8461793661117554,
          "concept": {
            "id": "ETB15B6675998124CE",
            "levelName": "title",
            "name": "Lead Data Scientist"
          }
        }
      ]
    },
    {
      "term": "software engineer",
      "count": 3,
      "results": [
        {
          "confidence": 1,
          "concept": {
            "id": "ET6850661D6AE5FA86",
            "levelName": "title",
            "name": "Software Engineer"
          }
        },
        {
          "confidence": 0.9032101631164551,
          "concept": {
            "id": "ET075A0E51EC31D29B",
            "levelName": "title",
            "name": "IT Software Engineer"
          }
        },
        {
          "confidence": 0.8967119455337524,
          "concept": {
            "id": "ET8597B2AB64F8F382",
            "levelName": "title",
            "name": "Software Engineer in C"
          }
        }
      ]
    },
    {
      "term": "sysadmin",
      "count": 2,
      "results": [
        {
          "confidence": 1,
          "concept": {
            "id": "ET9CFD6A9577D1BCEF",
            "levelName": "title",
            "name": "Systems Administrator"
          }
        },
        {
          "confidence": 0.8456143140792847,
          "concept": {
            "id": "ETDF5FC25CDD76040A",
            "levelName": "title",
            "name": "Lead Systems Administrator"
          }
        }
      ]
    }
  ],
  "warnings": []
}

{
  "status": 413,
  "detail": "Payload too large.",
  "traceId": "00-f8fe5b825bfa385876a6f32b57a21329-309df16c5896f34b-00"
}

{
  "data": [
    {
      "term": "data scientist",
      "count": 5,
      "results": [
        {
          "confidence": 1,
          "concept": {
            "id": "ET3B93055220D592C8",
            "levelName": "title",
            "name": "Data Scientist"
          }
        },
        {
          "confidence": 0.8669570684432983,
          "concept": {
            "id": "ET3AE48711ACE264B6",
            "levelName": "title",
            "name": "Data Scientist/Analyst"
          }
        },
        {
          "confidence": 0.8461793661117554,
          "concept": {
            "id": "ETB15B6675998124CE",
            "levelName": "title",
            "name": "Lead Data Scientist"
          }
        },
        {
          "confidence": 0.8440513610839844,
          "concept": {
            "id": "ET3301B62626426FD5",
            "levelName": "title",
            "name": "Data Science Engineer"
          }
        },
        {
          "confidence": 0.8351563811302185,
          "concept": {
            "id": "ETAD0FE97673823E23",
            "levelName": "title",
            "name": "Director/Data Scientist"
          }
        }
      ]
    },
    {
      "term": "software engineer",
      "count": 5,
      "results": [
        {
          "confidence": 1,
          "concept": {
            "id": "ET6850661D6AE5FA86",
            "levelName": "title",
            "name": "Software Engineer"
          }
        },
        {
          "confidence": 0.9032101631164551,
          "concept": {
            "id": "ET075A0E51EC31D29B",
            "levelName": "title",
            "name": "IT Software Engineer"
          }
        },
        {
          "confidence": 0.8967119455337524,
          "concept": {
            "id": "ET8597B2AB64F8F382",
            "levelName": "title",
            "name": "Software Engineer in C"
          }
        },
        {
          "confidence": 0.8702847957611084,
          "concept": {
            "id": "ETCBD24DF2BB8AFF42",
            "levelName": "title",
            "name": "Software Engineer/Software Developer"
          }
        },
        {
          "confidence": 0.8685315847396851,
          "concept": {
            "id": "ETE9B389D83C9376B0",
            "levelName": "title",
            "name": "Software Engineer/Analyst"
          }
        }
      ]
    },
    {
      "term": "sysadmin",
      "count": 5,
      "results": [
        {
          "confidence": 1,
          "concept": {
            "id": "ET9CFD6A9577D1BCEF",
            "levelName": "title",
            "name": "Systems Administrator"
          }
        },
        {
          "confidence": 0.8456143140792847,
          "concept": {
            "id": "ETDF5FC25CDD76040A",
            "levelName": "title",
            "name": "Lead Systems Administrator"
          }
        },
        {
          "confidence": 0.7961276769638062,
          "concept": {
            "id": "ET1E554AE0233A437A",
            "levelName": "title",
            "name": "Systems Administrator/Engineer"
          }
        },
        {
          "confidence": 0.787236213684082,
          "concept": {
            "id": "ETE2068355A7CAD099",
            "levelName": "title",
            "name": "Data Systems Administrator"
          }
        },
        {
          "confidence": 0.7479365468025208,
          "concept": {
            "id": "ET4169B602DC577CCE",
            "levelName": "title",
            "name": "Security Systems Administrator"
          }
        }
      ]
    }
  ],
  "warnings": []
}

{
  "terms": [
    "Amazon",
    "Alphabet Inc.",
    "Wal-Mart"
  ],
  "fields": [
    "id",
    "name",
    "naics6",
    "website",
    "isStaffing",
    "isFortune1000"
  ],
  "limit": 3,
  "confidenceThreshold": 0.8
}

curl --request POST \
  --url https://classification.emsicloud.com/classifications/2026.3/companies/normalize \
  --header 'Authorization: Bearer <ACCESS_TOKEN>' \
  --header 'Content-Type: application/json' \
  --data '{ "terms": [ "Amazon", "Alphabet Inc.", "Wal-Mart" ], "fields": [ "id", "name", "naics6", "website", "isStaffing", "isFortune1000" ], "limit": 3, "confidenceThreshold": 0.8 }'

{
  "data": [
    {
      "term": "Amazon",
      "count": 3,
      "results": [
        {
          "confidence": 1,
          "concept": {
            "id": "20",
            "name": "Amazon",
            "levelName": "topLevelCompany",
            "naics6": "454110",
            "website": "https://www.amazon.com/",
            "isStaffing": false,
            "isFortune1000": true
          }
        },
        {
          "confidence": 0.9,
          "concept": {
            "id": "101875525",
            "name": "Maax Ies ®",
            "levelName": "topLevelCompany",
            "naics6": null,
            "website": null,
            "isStaffing": null,
            "isFortune1000": null
          }
        },
        {
          "confidence": 0.7379539439578645,
          "concept": {
            "id": "60558122",
            "name": "Amazon.com Services LLC / Amazon.com Services LLC - Okc5",
            "levelName": "topLevelCompany",
            "naics6": "493110",
            "website": null,
            "isStaffing": null,
            "isFortune1000": null
          }
        }
      ]
    },
    {
      "term": "Alphabet Inc.",
      "count": 3,
      "results": [
        {
          "confidence": 1,
          "concept": {
            "id": "9383998",
            "name": "Alphabet",
            "levelName": "topLevelCompany",
            "naics6": "541511",
            "website": "https://www.abc.xyz/",
            "isStaffing": false,
            "isFortune1000": true
          }
        },
        {
          "confidence": 0.9,
          "concept": {
            "id": "61150251",
            "name": "Alphabet Gang-alphabet Gang",
            "levelName": "topLevelCompany",
            "naics6": null,
            "website": null,
            "isStaffing": null,
            "isFortune1000": null
          }
        },
        {
          "confidence": 0.7811746971856585,
          "concept": {
            "id": "91890868",
            "name": "App Mario Alphabet - Alphabet App",
            "levelName": "topLevelCompany",
            "website": "https://www.appalphabet.com/",
            "naics6": null,
            "isStaffing": null,
            "isFortune1000": null
          }
        }
      ]
    },
    {
      "term": "Wal-Mart",
      "count": 3,
      "results": [
        {
          "confidence": 1,
          "concept": {
            "id": "36704772",
            "name": "Walmart",
            "levelName": "topLevelCompany",
            "naics6": "452210",
            "website": "https://www.walmart.com/",
            "isStaffing": false,
            "isFortune1000": true
          }
        },
        {
          "confidence": 1,
          "concept": {
            "id": "41541381",
            "name": "Wal-mart Stores Texas",
            "levelName": "topLevelCompany",
            "naics6": "452319",
            "website": null,
            "isStaffing": null,
            "isFortune1000": null
          }
        },
        {
          "confidence": 0.9,
          "concept": {
            "id": "97913886",
            "name": "Wal*Mart Corporation",
            "levelName": "topLevelCompany",
            "naics6": "452311",
            "website": null,
            "isStaffing": null,
            "isFortune1000": null
          }
        }
      ]
    }
  ],
  "warnings": []
}

{
  "data": [
    {
      "term": "Amazon",
      "count": 5,
      "results": [
        {
          "confidence": 1,
          "concept": {
            "id": "20",
            "name": "Amazon",
            "levelName": "topLevelCompany",
            "level": 0
          }
        },
        {
          "confidence": 0.9,
          "concept": {
            "id": "101875525",
            "name": "Maax Ies ®",
            "levelName": "topLevelCompany",
            "level": 0
          }
        },
        {
          "confidence": 0.7379539439578645,
          "concept": {
            "id": "60558122",
            "name": "Amazon.com Services LLC / Amazon.com Services LLC - Okc5",
            "levelName": "topLevelCompany",
            "level": 0
          }
        },
        {
          "confidence": 0.7379539439578645,
          "concept": {
            "id": "62525454",
            "name": "Amazon.com Services LLC / Amazon.com Services LLC - Okc1",
            "levelName": "topLevelCompany",
            "level": 0
          }
        },
        {
          "confidence": 0.7379539439578645,
          "concept": {
            "id": "63449815",
            "name": "Amazon.com Services LLC / Amazon.com Services LLC Dok4",
            "levelName": "topLevelCompany",
            "level": 0
          }
        }
      ]
    },
    {
      "term": "Alphabet Inc.",
      "count": 5,
      "results": [
        {
          "confidence": 1,
          "concept": {
            "id": "9383998",
            "name": "Alphabet",
            "levelName": "topLevelCompany",
            "level": 0
          }
        },
        {
          "confidence": 0.9,
          "concept": {
            "id": "61150251",
            "name": "Alphabet Gang-alphabet Gang",
            "levelName": "topLevelCompany",
            "level": 0
          }
        },
        {
          "confidence": 0.7811746971856585,
          "concept": {
            "id": "91890868",
            "name": "App Mario Alphabet - Alphabet App",
            "levelName": "topLevelCompany",
            "level": 0
          }
        },
        {
          "confidence": 0.7786465530787453,
          "concept": {
            "id": "37712425",
            "name": "Alphabet Alley",
            "levelName": "topLevelCompany",
            "level": 0
          }
        },
        {
          "confidence": 0.7786465530787453,
          "concept": {
            "id": "38413520",
            "name": "Alphabet Club",
            "levelName": "topLevelCompany",
            "level": 0
          }
        }
      ]
    },
    {
      "term": "Wal-Mart",
      "count": 5,
      "results": [
        {
          "confidence": 1,
          "concept": {
            "id": "36704772",
            "name": "Walmart",
            "levelName": "topLevelCompany",
            "level": 0
          }
        },
        {
          "confidence": 1,
          "concept": {
            "id": "41541381",
            "name": "Wal-mart Stores Texas",
            "levelName": "topLevelCompany",
            "level": 0
          }
        },
        {
          "confidence": 0.9,
          "concept": {
            "id": "97913886",
            "name": "Wal*Mart Corporation",
            "levelName": "topLevelCompany",
            "level": 0
          }
        },
        {
          "confidence": 0.7956340957479849,
          "concept": {
            "id": "61184902",
            "name": "Wal-mart-treatment Plant - Wal-mart",
            "levelName": "topLevelCompany",
            "level": 0
          }
        },
        {
          "confidence": 0.7030269676937969,
          "concept": {
            "id": "62511949",
            "name": "Wal-mart Stores, Inc. Wal-mart Store 1288",
            "levelName": "topLevelCompany",
            "level": 0
          }
        }
      ]
    }
  ],
  "warnings": []
}