Files
skillfactor-pipeline/data/gated/biomedical-engineer.jsonl
skillfactor-pipeline 8514d2e352 feat(flagship): reference-quality regeneration - lint clean, evals green
Gate: 139 -> 78 relevant ads (44% rejected, all logged). Rankings clean of
designer artifacts; DACH regional section live; ai-skills 427 -> 73 tiered;
SKILL.md with clean intro, full competences, market-driven hot-tech and
regeneration-proof overlays. Before/after in docs/reference-diff-ai-engineer.md.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01PDKeXvpT6tENSvyQGLV1Uq
2026-07-09 22:22:05 +02:00

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{"job_id": "O2Pwa_eLR4KNfPleAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Biomedical Engineer' to design, develop, and maintain medical devices - directly aligning with the ESCO definition of combining engineering principles and biological findings for healthcare purposes.", "title": "Biomedical Engineer"}
{"job_id": "8M7cMRLtKSwjcc_RAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title explicitly includes \"Biomedical Engineer\". While it also mentions \"LMDI SME\", this appears to be a specialization *within* biomedical engineering rather than a different role entirely. The opening doesn't contradict the core function of a Biomedical Engineer.", "title": "Biomedical Engineer / LMDI SME"}
{"job_id": "3nhgkHWEL5dnUj_DAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a Biomedical Engineer and the qualifications focus on biomedical equipment repair and medical simulator troubleshooting - core activities of a biomedical engineer as defined by ESCO. The person hired would reasonably introduce themselves as a Biomedical Engineer.", "title": "Biomedical Engineer Jobs"}
{"job_id": "B9j-_j7546r6pTmsAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Biomedical Engineer' and describes responsibilities (designing, developing, maintaining medical devices, research into new biomedical technologies) that directly align with the ESCO definition of the target occupation.", "title": "Biomedical Engineer at Greenberg-Larraby, Inc. (GLI) Bethesda, MD"}
{"job_id": "AQYSx51e54XIIaopAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title explicitly mentions 'Biomedical Engineer', which is a direct match for the target occupation. The opening text further confirms this by stating it's a Biomedical Engineer job.", "title": "Biomedical Engineer - Medical Device Lifecycle Lead"}
{"job_id": "AeERjDM5ZrLkkwyZAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Biomedical Engineer' to work on medical devices, aligning directly with the ESCO definition of combining engineering principles and biological findings for healthcare purposes (medical treatments/devices). The opening details responsibilities consistent with a biomedic", "title": "Senior Biomedical Engineer Remote Medical Devices"}
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{"job_id": "640ZVGO5BwOy5c7vAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Biomedical Engineer Sr', which is a direct synonym of the target occupation as defined in the provided list and ESCO definition.", "title": "Biomedical Engineer Sr"}
{"job_id": "nZBxFooM5Lpe7JDVAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a Biomedical Engineer and the description focuses on engineering work related to biomedical equipment - repairing, troubleshooting, and working with medical simulators which aligns directly with the ESCO definition of combining engineering principles with healthcare purpo", "title": "Biomedical Engineer with Security Clearance"}
{"job_id": "pD59XkbzvFy5krmJAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly mentions 'Biomedical Engineering' in the title and describes work directly related to developing solutions for medical treatments (neurotrauma research), aligning with the ESCO definition of a biomedical engineer.", "title": "Biomedical Engineering and Sciences - Fellowship Opportunities (Blast Induced Neurotrauma Branch)"}
{"job_id": "wYL2m2OMVQqtDXT_AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Biomedical Engineer' and describes work directly aligned with the ESCO definition - biomedical research for medical treatments and healthcare purposes (lifesaving products, medical solutions). The opening details the context of this work within military health but does", "title": "Advanced Biomedical Engineer"}
{"job_id": "16cOalupyA9g0MepAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly lists \"Biomedical Engineering\" as the department and the role focuses on medical equipment which aligns directly with the ESCO definition of a biomedical engineer developing treatments and healthcare solutions. While the title is 'Clinical Engineer', this is a specialization *w", "title": "Clinical Engineer"}
{"job_id": "Fg15JnqsgWSZFaeeAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Biomedical Engineering Supervisor', which is a direct synonym of biomedical engineer (with a seniority prefix). The description focuses on core biomedical engineering tasks like medical equipment management, repair, calibration and maintenance - all falling within the ", "title": "Supervisor - Biomedical Engineering"}
{"job_id": "q48DV8bt4qOEkNmDAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad focuses on medical equipment lifecycle management, data analysis, and capital planning a role within hospital administration/asset management. While it involves *medical* equipment, it does not involve the engineering design, development, or application of biological principles to healt", "title": "Clinical Engineer"}
{"job_id": "vFtGC0_tty66ONZlAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Biomedical Engineer\" and describes responsibilities aligning with the ESCO definition (applying engineering principles to healthcare - medical simulators are used for training/healthcare). The focus on equipment repair and troubleshooting within a medical context confi", "title": "Senior Biomedical Engineer Medical Simulation"}
{"job_id": "gBCCTEDLHQlTzGaOAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad is for a 'Clinical Engineer' which, in this context (medical devices, supporting physicians), aligns closely with the ESCO definition of a Biomedical Engineer. The role involves applying engineering principles to medical treatments and healthcare purposes - specifically cardiovascular tec", "title": "Field Clinical Engineer - US"}
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{"job_id": "FX1VG4nLwQpalEjHAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a Biomedical *Technician*, which is distinct from a Biomedical *Engineer*. While both roles work with medical equipment, technicians focus on maintenance and repair under supervision, while engineers are involved in design, development, and research. The opening text confirms the t", "title": "Biomedical Technician"}
{"job_id": "zeir74iB8XtxWN_cAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title is 'Biomedical Engineer', which is a direct match for the target occupation. The opening describes work developing diagnostic platforms - this aligns with the ESCO definition of combining engineering principles and biological findings to develop medical treatments/healthcare purpose", "title": "Biomedical Engineer"}
{"job_id": "dfAH3KrXfS5IJEmeAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title explicitly includes 'Biomedical Engineering' and the term 'Apprentice' indicates an entry-level role *within* that field. This aligns directly with the target occupation, even if it is a training position.", "title": "Biomedical Engineering Apprentice - AAMI Partner"}
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{"job_id": "INrFiJqftKpRLD7-AAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title explicitly mentions 'Biomedical Engineer'. While the description details a 'Product Development Engineer', the primary role is still biomedical engineering focused on medical technologies and working with clinicians - aligning directly with the ESCO definition.", "title": "Biomedical Engineer-Neurosurgery"}
{"job_id": "iDqijbwiBrl_vFmLAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly mentions \"Biomedical Engineering\" in both the title and the department description, and seeks researchers to join a Biomedical Engineering group. The role aligns directly with the ESCO definition of combining engineering principles and biological findings for healthcare purpose", "title": "Research Postdoctoral Fellow, Biomedical Engineering"}
{"job_id": "7zANWJ7VWrYivGITAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Biomedical Engineer' to work on medical equipment - directly aligning with the ESCO definition of developing medical treatments and healthcare solutions. The context within the US Army Medical Materiel Agency further reinforces this as a core biomedical engineering rol", "title": "Biomedical Engineer"}
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{"job_id": "n1dmD6kjX6QhhF9XAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a researcher specifically in neural and cognitive engineering, which while related to biomedical engineering, is a distinct specialization. The core definition of a biomedical engineer focuses on broader medical treatments, medicaments, implants, and tissue treatment - not solely t", "title": "2026 PhD Graduate - Neural and Cognitive Engineering Researcher"}
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{"job_id": "6ERs_kxr5pQYBn8DAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Biomedical Engineer' to perform engineering tasks related to medical equipment - preventative maintenance and repair - which aligns directly with the ESCO definition of combining engineering principles with healthcare purposes (medical treatments/equipment). The level ", "title": "Biomedical Engineer"}
{"job_id": "2lpbo9vLB83LHwvVAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Biomedical Equipment Design & Testing Engineer', which falls directly within the ESCO definition of a biomedical engineer - designing and developing medical treatments/devices (equipment). The opening further confirms this by mentioning development of biomedical equipm", "title": "Biomedical Equipment Design & Testing Engineer"}
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{"job_id": "3iTHe7RBCDMWRPKBAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a *technician* who maintains and repairs medical equipment. While this work happens within the realm of biomedical engineering, it's a distinctly different role than an engineer who designs or develops new treatments/medicaments/implants as defined in the ESCO definition. The techn", "title": "Biomedical Equipment Technician 2 (BMET 2)- Clinical Engineering"}
{"job_id": "z4-772QP9g8nIUMmAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a 'Clinical Engineering Technician', which focuses on *maintaining* clinical equipment. This is a technician role within clinical engineering, not the engineering design and development work of a biomedical engineer as defined in the ESCO definition. The opening text confirms this ", "title": "Clinical Engineering Technician II"}
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{"job_id": "uRORU7HaGF6HZjfFAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a Field Service Technician, which focuses on maintaining and repairing medical equipment. This is a technical *support* role, not an engineering/design/development role as defined by the target occupation (Biomedical Engineer). While it operates within the same domain (medical equi", "title": "Biomedical Field Service Technician"}
{"job_id": "iyS4Wk53PFZ16AdjAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a Controls Field Engineering Specialist, which focuses on building automation and HVAC systems. This is distinct from biomedical engineering, which applies engineering principles to biological and medical problems. While both involve 'engineering', they are in different domains.", "title": "Controls Field Engineering Specialist"}
{"job_id": "HmQ3uFzU-Wz4wt-aAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title includes \"Biomedical Engineer\". The opening describes a company focused on medical technology, aligning with the ESCO definition of biomedical engineers developing treatments and healthcare solutions. While the role is specified as an 'Application Consultant', this suggests applying", "title": "Biomedical Engineer (Application Consultant)"}
{"job_id": "5YieScL5KdVyLK-aAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a \"Biomedical Engineer\" to manage medical equipment programs and ensure safety/compliance of medical technology - aligning directly with the ESCO definition of combining engineering principles with biological findings for healthcare purposes. The title also includes 'Biom", "title": "Biomedical Equipment & Health IT SME; Federal"}
{"job_id": "aOB07N_AztgSMfeMAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad title explicitly includes \"Biomedical Engineer\". The opening text does not contradict this; it describes the company and its values. While 'LMDI SME' is an additional specialization, the core role advertised is a biomedical engineer.", "title": "Biomedical Engineer / LMDI SME 21"}
{"job_id": "ACdWROzwb_m6cN-xAAAAAA==", "relevant": false, "stage": "llm", "reason": "The job ad is for a 'Field Clinical Engineer', which focuses on the application and support of medical devices in a clinical setting. While related to biomedical engineering (as medical devices are part of the field), it's a distinct role focused on *using* existing technology rather than *developin", "title": "Consultant, Sr. Field Clinical Engineer"}
{"job_id": "7SD7hOecG05hbssOAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a 'Biomedical Engineer' to manage healthcare technology projects. The description aligns with the ESCO definition of combining engineering principles and biological findings for healthcare purposes, specifically within the VA system. While it involves project management a", "title": "HTM Project Engineer EHRM & Medical Systems (Hiring Immediately)"}
{"job_id": "g1mT-t_tC4_KfBukAAAAAA==", "relevant": true, "stage": "llm", "reason": "The job ad explicitly seeks a Biomedical Engineer (and Biomechanical Engineer which is closely related). The description details work directly within the scope of biomedical engineering - investigation, analysis and reporting - aligning with the ESCO definition.", "title": "Biomedical/Biomechanical Engineer at Robson Forensic New Jersey"}