skillfactor-pipeline/data/gated/chemical-engineer.jsonl

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{"job_id": "bJuvJmVQt_KZY0d7AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly lists \"Chemical Engineer\" in both the title and opening paragraph, and describes work directly aligned with the ESCO definition of designing and developing chemical processes for production.", "title": "Chemist and Chemical Engineer"}
{"job_id": "6PMCmVQCgQuizMTbAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Chemical Engineer\" and the description aligns with the ESCO definition of designing and developing chemical processes within a hazardous materials division - which is a clear application of chemical engineering principles.", "title": "Chemical Engineer"}
{"job_id": "5zP9Wae3ElIWYNOWAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Chemical Engineer\" (or Chemist). The description details engineering analysis related to chemical processes and lifecycles, aligning directly with the ESCO definition of a Chemical Engineer's responsibilities: designing and developing large-scale chemical production pr", "title": "Senior Chemical Engineer/Chemist"}
{"job_id": "S5R6Icwpz8ogVIrZAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on process safety engineering, risk management, and related services *within* chemical facilities, but does not describe designing or developing large-scale chemical production processes as defined in the ESCO definition of a chemical engineer. While chemical engineers may work *i", "title": "Hydrogen Process Safety Engineers"}
{"job_id": "cUcp8ehfUKnhU3oEAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Chemical Engineer' and describes responsibilities directly aligned with the ESCO definition: designing, developing, and optimizing chemical processes for production. The opening details tasks like process system engineering which falls squarely within the scope of chem", "title": "Chemical Engineer"}
{"job_id": "zd8I6JP8cwHXNjAdAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a 'Process Engineering Technologist', which is a technician role supporting engineering processes, not an engineer designing and developing those processes as defined in the ESCO definition of a chemical engineer. While water purification is mentioned (and thus related to the field", "title": "Process Engineering Technologist (Probationary)"}
{"job_id": "3lCvHP0rQslBghOXAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly mentions 'Chemical Engineer' in the title and focuses on engineering work involving chemical processes - aligning directly with the ESCO definition of a Chemical Engineer. The description details tasks that fall within the scope of chemical engineering design, development, and ", "title": "Chemist and Chemical Engineer"}
{"job_id": "IGiod3ExtzR87UCDAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is 'Chemical Engineer', which directly matches the target occupation. The opening text is a standard recruiting disclaimer and does not change the advertised role.", "title": "Chemical Engineer"}
{"job_id": "fbKbOzkF7Hcr9PzZAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Chemical Process Engineer', which is a direct synonym of 'chemical engineer' as defined by ESCO (designing and developing chemical production processes). The opening details tasks directly related to this role - design, development, optimization of chemical manufacturi", "title": "Junior Chemical Process Engineer"}
{"job_id": "xeN7UtV9lA8V8KvhAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Chemical Engineer' and describes responsibilities (designing processes, troubleshooting systems, engineering changes) that align directly with the ESCO definition of a chemical engineer. The focus on national security and sensor performance is a specific application ar", "title": "Chemical Engineer"}
{"job_id": "roWdp_N2VxOzWdaUAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is \"Chemical Engineer\" and the opening describes tasks directly related to chemical engineering principles - troubleshooting systems, ensuring accuracy of detection capabilities, and lifecycle management which aligns with transforming raw materials into products as stated in the ESC", "title": "Chemical Engineer"}
{"job_id": "Ke16AuyWUbCAbQ3KAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Chemical Engineer\" and the description details engineering duties related to production processes - aligning directly with the ESCO definition of a chemical engineer. The mention of project engineering tasks is within the scope of what a chemical engineer would perform", "title": "Chemical Engineer"}
{"job_id": "Gqp8zFq1Zp5d7lkUAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Chemical Engineer' to work on chemical processes, aligning directly with the ESCO definition of designing and developing large-scale chemical production processes. The specialization in HTGR systems is a specific application *within* chemical engineering, not a differe", "title": "Hybrid Chemical Engineer - HTGR Systems & Thermal-Hydraulics"}
{"job_id": "71M_AG4sS1HouRcWAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a Materials Engineer, specifically focused on ceramics for batteries. While chemical engineers may work *with* materials and processes, this role centers on material science and engineering itself, not the design and development of large-scale chemical production processes as defin", "title": "Materials Engineer III"}
{"job_id": "BzA7gT11e0JhQeiQAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Chemical Engineer\" and describes tasks aligning with the ESCO definition of designing and developing chemical processes (addressing chemical threats, working with materials scientists). The opening focuses on applying research to real-world solutions which is core to t", "title": "Chemical Engineer"}
{"job_id": "8eawV_oX8-YCr012AAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on AI research and deployment, using 'chemistry/chemical engineering experts' as a source of STEM expertise *within* that broader context. The role is not primarily about designing or developing chemical processes; it's about applying existing knowledge to AI tasks. This is a diff", "title": "Remote Chemistry/Chemical Engineering Experts"}
{"job_id": "Ndq1pPDbU5-s9GEjAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Sr Chemical Engineer\", which is a direct synonym of the target occupation. The description details responsibilities aligning with designing and optimizing chemical processes - core functions of a chemical engineer as defined by ESCO.", "title": "Sr Chemical Engineer"}
{"job_id": "3BlU2ygQdE_zVDFMAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Chemical Engineer' and describes responsibilities directly aligned with the ESCO definition: designing and developing process plants for chemical compounds (energetics). The focus is on core chemical engineering tasks, not tangential roles like project management alone", "title": "Chemical Engineer - Engineering"}
{"job_id": "3RfySimlKPPKW4EIAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title includes \"Chemical Engineer\" and the description focuses on developing processes and materials - aligning directly with the ESCO definition of a chemical engineer. The mention of R&D and optimization further supports this conclusion.", "title": "Chemical Materials and Technology Engineer"}
{"job_id": "f0vWQ5k3-cWzI6auAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad describes responsibilities directly aligned with the ESCO definition of a chemical engineer: designing and implementing improvements to manufacturing processes, troubleshooting, and project execution related to production. The opening focuses on engineering management within a plant setti", "title": "Chemical Engineer Job"}
{"job_id": "If3NM66J1VxNUSb1AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Chemical Engineer' and describes responsibilities directly aligned with the ESCO definition: designing, developing, optimizing, and operating chemical processes and manufacturing systems. The opening clearly indicates a role performing core chemical engineering tasks.", "title": "Chemical Engineer"}
{"job_id": "goJRkasDssMWvYJnAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad title is \"Manufacturing Technology Sr. Associate Engineer\". While it's in a chemical company, the role focuses on *manufacturing technology* which is distinct from designing and developing large-scale chemical processes (the core of a Chemical Engineer). The opening speaks broadly about c", "title": "Manufacturing Technology Sr. Associate Engineer"}
{"job_id": "pyt3c2Wjmj7Yu7EDAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job description focuses on *assessing* AI-generated solutions, not designing or developing chemical processes. The role is more akin to a technical reviewer or evaluator within an AI context, rather than a practicing chemical engineer. While domain knowledge is required, the core function isn't ", "title": "Chemical Engineer | $90/hr Remote | Mercor"}
{"job_id": "A1ymEjvBn8DeZeE0AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title explicitly mentions \"Chemical Engineer\" and the description focuses on chemical processes and chemistry - aligning directly with the ESCO definition of a Chemical Engineer. The internship aspect doesn't change the core role being advertised.", "title": "Chemical Engineer (or Chemistry) Intern"}
{"job_id": "3YbturbMIw8o59XOAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job title is 'Chemical Process Engineer', which is a specialization within chemical engineering as described in the ESCO definition (designing and developing large-scale chemical processes). The opening describes work directly related to chemical formulation and manufacturing - core activities o", "title": "Chemical Process Engineer"}
{"job_id": "qv_52fRleF7ld3DHAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title explicitly mentions \"Chemical Engineer\" and the description focuses on chemical processes and chemistry, aligning directly with the ESCO definition of a Chemical Engineer. The internship is for the target occupation itself.", "title": "Chemical Engineer Fall Intern"}
{"job_id": "ZNhE_ZuAFYXbn5buAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly mentions \"Chemical Engineering Co-Op\", which directly aligns with the target occupation of chemical engineer (albeit a student/entry level position). The description details work within a manufacturing plant, consistent with the ESCO definition's focus on large-scale production", "title": "Future Opportunities Chemical Engineering Co-Op"}
{"job_id": "gyTvfg563Y7M3SKtAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Chemical Engineer' and describes responsibilities aligning with the ESCO definition of designing and improving chemical production processes. The candidate would reasonably introduce themselves as a Chemical Engineer.", "title": "Chemical Engineer"}
{"job_id": "zzh9GYC0cpySQjUGAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Senior Chemical Engineer\" which is a direct synonym of the target occupation. The description details engineering work related to chemical processes and operations, aligning with the ESCO definition.", "title": "Chemical Engineer"}
{"job_id": "f2WflqHmefGRiHkdAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks an engineer focused on 'chemical processes', 'scale-up of novel chemical processes' and 'chemical manufacturing'. This aligns directly with the ESCO definition of a Chemical Engineer who designs and develops large-scale chemical production processes. The title 'Process De", "title": "Lead Process Development Engineer"}
{"job_id": "vne0HRMjxGkCE-LUAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Senior Propellant Chemical Engineer\". While 'propellant' specifies a niche application, it falls squarely within the scope of chemical engineering (designing and developing chemical processes for production). The opening clarifies this is a chemist role *within* propel", "title": "Senior Propellant Chemical Engineer"}
{"job_id": "oIZohKNSZWeuzciRAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is 'Process Engineer', which is a common specialization *within* chemical engineering. The description focuses on chemical production processes and transforming raw materials into products - aligning directly with the ESCO definition of a chemical engineer. While 'Process Engineer' ", "title": "Process Engineer"}
{"job_id": "oygBwgUcUwQrJLVcAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Chemical Engineer' and describes responsibilities aligning with the ESCO definition - developing and scaling chemical processes (formulations) from research to production. The focus is on engineering work itself, not a related but distinct role.", "title": "Chemical Engineer"}
{"job_id": "_iHTSmBISCvg9GdVAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Chemical Engineer' and describes responsibilities directly aligned with designing and optimizing chemical processes for manufacturing - core activities of a chemical engineer as defined by ESCO. The focus on process implementation, optimization, analysis, and materials", "title": "Chemical Engineer"}
{"job_id": "ocOCrIsBpEUep9fxAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Chemical Engineer' and the description details engineering work related to chemical processes (adhesive formulation and coating) within a manufacturing context - aligning directly with the ESCO definition of designing and developing large-scale chemical production proc", "title": "Chemical Engineer"}
{"job_id": "K4LsAxD5y-nDZRAwAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Chemical Process Engineer\", which is a specialization *within* chemical engineering and falls directly under the ESCO definition of designing and developing large-scale chemical production processes. The description details responsibilities aligning with process design", "title": "Chemical Engineer (at Gelest)"}
{"job_id": "F33cIUwS6jYoKUAtAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Chemical Engineer\" and describes responsibilities aligning with designing and developing chemical processes (specifically LNG processing), which directly matches the ESCO definition of a Chemical Engineer. The specialization in 'Dynamic Simulations' is a specific skill", "title": "Advanced Chemical Engineer - Dynamics Simulation"}
{"job_id": "BZtyWO-LUwzCC8n1AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly mentions \"Process Engineer\" which is a specialization *within* chemical engineering, directly aligning with the ESCO definition of designing and developing production processes. The description details supporting manufacturing operations and process improvements - core activiti", "title": "Engineer I, Process Engineer"}
{"job_id": "Uhusu3RaxUleqEOfAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a Water Treatment Process Engineer, which focuses on applying engineering principles to water treatment systems. While chemical engineers *can* work in water treatment, this role is specifically focused on the 'water treatment' aspect and doesn't encompass the broader scope of desi", "title": "Water Treatment Process Engineer"}
{"job_id": "ye_rCnclxRQdQo22AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Chemical Engineer' and describes responsibilities aligning with the ESCO definition - developing and scaling chemical processes (formulations) from research to production. The focus is on engineering work itself, not a related but distinct role.", "title": "Chemical Engineer"}
{"job_id": "I3LONFxotuG9QFWiAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a Co-Op position at a packaging company. While chemical engineering *could* be involved in some aspects of paper/packaging production, the opening focuses on business operations and customer service, not the design or development of chemical processes. This is not a role where some", "title": "Chemical Engineering Co-Op Fall 2026"}
{"job_id": "Lnj5ZhN1ls68dEc0AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Chemical Engineering Intern\", which is a direct synonym of 'chemical engineer' (albeit at an entry level). The description details tasks directly related to chemical engineering principles - R&D, process design, and safe chemical handling. This aligns with the ESCO def", "title": "Fall Chemical Engineering Intern - Lab R&D & Process Safety"}
{"job_id": "QrR9A19GWRRcqs8bAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Chemical Engineer\" to perform tasks aligning with the ESCO definition (designing solutions based on chemical engineering principles). The seniority level is 'Junior', which doesn't affect relevance.", "title": "Junior Chemical Engineer Design, Optimize & Collaborate"}
{"job_id": "4m-PN0HbY_56xPNlAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad title is \"Electrical Engineer\", which directly contradicts the target occupation of \"chemical engineer\". While the opening mentions chemistry, the *role* being advertised is electrical engineering, not chemical engineering.", "title": "Electrical Engineer"}
{"job_id": "J2aueud2XWzIniVvAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Chemical Process Engineer', which is a specialization *within* chemical engineering and directly aligns with the ESCO definition of designing and developing large-scale chemical production processes (solvent extraction being one such process). The opening further confi", "title": "Chemical Process Engineer II: Solvent Extraction & Scale-Up"}
{"job_id": "YQNdzg144IZ3gFJ8AAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on training and development related to water chemistry, which is a *specialization* within chemical engineering but not the core role of a chemical engineer as defined by designing and developing large-scale chemical processes. The primary function appears to be educational/instru", "title": "Technical SME – Water Chemistry"}
{"job_id": "paCQVC39F2SRK6nKAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Process Engineer', which falls under the ESCO definition of chemical engineers designing and developing production processes. The description focuses on optimizing manufacturing operations – a core activity for a chemical engineer in an industrial setting. While it spe", "title": "Chemical Process Engineer"}
{"job_id": "t7DdY-T9WQJjwl7oAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Chemical Engineer\" and describes responsibilities directly aligned with the ESCO definition: designing and developing process plants for chemical compounds. The title 'Chemical Engineering Consultant' is also a direct synonym of the target occupation.", "title": "Chemical Engineering Consultant"}
{"job_id": "vZClD2_6tArg6kf6AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job title includes \"Chemical Materials & Technology Engineer\" which aligns closely with the ESCO definition of a chemical engineer focusing on production processes and materials transformation. The opening describes an engineering company involved in technical development, further supporting the", "title": "Chemical Materials & Technology Engineer"}
{"job_id": "wEpOb8_SDCAdP_E5AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly mentions \"Chemist and Chemical Engineer\" in both the title and opening lines. The description of the work aligns directly with the ESCO definition of a chemical engineer - designing and developing chemical processes for production.", "title": "Chemist and Chemical Engineer Jobs"}
{"job_id": "uwy7_mqd1lqU0Ec-AAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a 'Package Engineer', which focuses on packaging solutions for chemical products, biofuels, and manufacturing. This role does not involve designing or developing large-scale chemical production processes as defined by the ESCO definition of a Chemical Engineer. It's an engineering ", "title": "Package Engineer – Chemicals, Biofuels & Discrete Manufacturing"}
{"job_id": "1tUcKwdO-E92i82JAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly requires a Chemical Engineering degree and focuses on chemical manufacturing processes, scale-up, validation, and improvement - all core activities of a chemical engineer as defined by ESCO. The title 'Process Engineer' within the context of *chemical* manufacturing strongly al", "title": "Process Engineer – Chemical Manufacturing & Validation"}
{"job_id": "7QD4HuQJbRlqN977AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Process Chemical Engineer\" which is a direct synonym of 'chemical engineer'. The description details work designing and executing capital projects to modernize a plant - aligning with the ESCO definition's focus on large-scale production processes and transforming raw ", "title": "Chemical Process Engineer - Capital Projects"}
{"job_id": "6f78bFfNKj-fQDiPAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on 'Manufacturing Engineer', which is a distinct role from 'Chemical Engineer'. While chemical processes are *involved* in manufacturing, this position centers around the engineering of manufacturing processes themselves, not the design and development of chemical production proce", "title": "Manufacturing Engineer - Chemical"}
{"job_id": "0Ge73Bs_K9yjJnONAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Chemical Process Engineer', which is a specialization *within* chemical engineering and directly aligns with the ESCO definition of designing and developing large-scale chemical production processes. The opening further confirms this by describing work related to indus", "title": "Chemical Process Engineer"}
{"job_id": "lxzjbsEDvPIgMNiqAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on \"defense analytical requirements\", \"export license applications\" and \"technology transfer assessments\". While a chemical engineer *could* be involved in these areas, the core responsibilities described are those of an intelligence analyst or technical intelligence specialist, n", "title": "Chemical Engineer - TS/SCI, Tech & Intelligence Analysis"}
{"job_id": "WY1rhFPQOxXdtc02AAAAAA==", "relevant": false, "stage": "llm", "reason": "The ad describes a company focused on carbon conversion technology and synthetic fuels. While chemical engineering principles are *used* within this field, the advertisement does not describe a role where someone would be designing or developing large-scale chemical processes as defined by the ESCO ", "title": "Chemical Research, Development & Engineering Interest - Don't see the job you're looking for? Reach out anyway"}
{"job_id": "KO6xBbhQaxe-mFguAAAAAA==", "relevant": false, "stage": "blocklist", "reason": "role family: management", "title": "Senior Technical Program Manager, Chemical Engineering"}
{"job_id": "WhUFv0M-RmySSF9aAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is 'Principal Chemical Engineer', which directly matches the target occupation. The opening paragraph provides company context but does not negate the core role being advertised.", "title": "Principal Chemical Engineer"}
{"job_id": "TigDQ4Y9k4kc6O7xAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a Process Safety Engineer. While process safety is *related* to chemical engineering (chemical engineers work in processes that require safety considerations), it's a distinct and specialized role within the broader field of engineering, not the target occupation itself. A person h", "title": "Process Safety Engineer"}
{"job_id": "K7hXqZO473kF5_quAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks an 'Engineer' specializing in 'Chlor-Alkali', which is a core chemical process directly within the scope of chemical engineering as defined by designing and developing large-scale chemical production processes. The opening text further reinforces this focus on applied che", "title": "Chlor-Alkali Engineer Sr"}
{"job_id": "3FOmuoTav3NyxKxEAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on chemistry *and* material science within a medical technology company. While chemical engineering utilizes chemistry, this role isn't specifically about designing and developing large-scale chemical production processes as defined by the ESCO definition. It appears to be more fo", "title": "Staff Engineer Chemistry And Material Science"}
{"job_id": "LMpMlzUsTz4StLuFAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a 'Chemical Technician', which is a role focused on hands-on manufacturing and following procedures. This differs significantly from a 'Chemical Engineer' who designs and develops large-scale processes. While both roles work with chemicals, the technician role is an operational one", "title": "Manufacturing Production I Chemical Technician"}
{"job_id": "kTouGfLDjQyrt5AaAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly mentions hiring chemical engineers as part of the team and states that the role manages IBC’s technical customer service effort including interface with chemical engineers. The title includes 'Chemical Engineer' which is a direct match to the target occupation.", "title": "Inorganic/Physical Chemist/Chemical Engineer Manager (Technical Customer Service)"}
{"job_id": "Ypc9q5GOrfhAVYnTAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job title 'Process Engineer' is a common specialization within chemical engineering, and the description focuses on chemical processes (waste and recovery) which aligns directly with the ESCO definition of designing and developing large-scale chemical production processes. The focus on transform", "title": "Process Engineer-Chemical Waste and Recovery"}
{"job_id": "ijqoABEkc-jrZCOTAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Chemical Engineer\" and focuses on chemical technology development (fire suppression chemistry), aligning directly with the ESCO definition of designing and developing large-scale chemical production processes. The specialization in fire suppression is a specific applic", "title": "Lead Chemical Engineer – Fire Suppression & Compliance"}
{"job_id": "W2T1opaVnbBhw-4HAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly mentions 'engineer' and focuses on designing and manufacturing materials - core activities of a chemical engineer as defined by ESCO. The role is focused on *process* engineering which falls directly within the scope of chemical engineering (designing and developing large-scale", "title": "Staff Process Engineer, Commissioning & Startup"}
{"job_id": "6TeKWGkbBtSwLwJhAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a 'Facilities Chemical Tech', which is a technician role focused on maintaining facilities. This is distinct from a chemical engineer who *designs and develops* processes. While it involves chemicals, the role isn't about engineering those processes; it's about operating/maintainin", "title": "Facilities Chemical Tech - Level 3"}