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  "docSlug": "5fadb686cc03",
  "documentTitle": "Twist Bioscience (TWST)",
  "authorId": "58_Scorpion_Capital",
  "authorName": "Scorpion Capital",
  "documentKindSlug": "activist-deck",
  "documentKindLabel": "Activist deck",
  "sourceTypeSlug": "short_seller",
  "sourceTypeLabel": "Short seller",
  "presentationDate": "2022-11-15 00:00:00",
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  "pageNumber": 123,
  "pageCount": 236,
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  "notes": "Uses red dashed boxes to highlight specific keywords in job descriptions that contradict the R&D classification.",
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      "kind": "callout",
      "text": "We struggle to understand how job titles like “Operational Excellence System Analyst,” “Systems Engineer,” or “Automation Service Engineer” can be classified under the R&D department.",
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      "toolName": "Visual emphasis",
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      "kind": "list",
      "text": "Install, troubleshoot, repair and maintain laboratory automation equipment\nPerform routine preventative maintenance and oversee service calls on instruments.\nSupport Operations by providing hands-on instructions, on-call assistance and training documentation and maintaining equipment records in computerized maintenance management system\nCollaborate with operations team to resolve production equipment and system issues",
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      "text": "Automation Service Engineer\nOperational Excellence System Analyst\nScientist, Protein Analytics\nSr Systems Engineer\nResearch Associate - Flow Cytometry",
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      "text": "The pattern is apparent in one so-called R&D job posting after another, where the titles and/or job descriptions outline responsibilities that are clearly manufacturing-related or directly related to fulfilling lab-based production orders or services for customers. We struggle to understand how job titles like “Operational Excellence System Analyst,” “Systems Engineer,” or “Automation Service Engineer” can be classified under the R&D department.",
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      "kind": "source-note",
      "text": "Source: https://www.twistbioscience.com/company/careers/openings; current job postings by department as of 10/28/2022",
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      "text": "Current job postings and excerpts from job descriptions",
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      "evidence": "Exposing misclassification of operational roles as R&D to potentially inflate R&D spend metrics.",
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