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Automation Risk Analysis

Will “Clinical Data Management Director (CDM Director)” be Automated?

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AI Exposure Risk

59%

“Clinical Data Management Director (CDM Director)” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 59% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

25%

“Clinical Data Management Director (CDM Director)” will almost certainly not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 25% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Clinical Data Managers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Apply knowledge of health care and database management to analyze clinical data, and to identify and report trends.

Job Title & Hierarchy Code (SOC) Clinical Data Managers #15-2051.02
ℹ️

Data is based on the reference occupation: “Clinical Data Managers”

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Core Skills & Abilities

  • Perform quality control audits to ensure accuracy, completeness, or proper usage of clinical systems and data.

  • Evaluate processes and technologies, and suggest revisions to increase productivity and efficiency.

  • Develop technical specifications for data management programming and communicate needs to information technology staff.

  • Contribute to the compilation, organization, and production of protocols, clinical study reports, regulatory submissions, or other controlled documentation.

  • Analyze clinical data using appropriate statistical tools.

  • Monitor work productivity or quality to ensure compliance with standard operating procedures.

  • Train staff on technical procedures or software program usage.

  • Generate data queries, based on validation checks or errors and omissions identified during data entry, to resolve identified problems.

  • Design and validate clinical databases, including designing or testing logic checks.

  • Process clinical data, including receipt, entry, verification, or filing of information.

  • Design forms for receiving, processing, or tracking data.

  • Write work instruction manuals, data capture guidelines, or standard operating procedures.

  • Read technical literature and participate in continuing education or professional associations to maintain awareness of current database technology and best practices.

  • Track the flow of work forms, including in-house data flow or electronic forms transfer.

  • Provide support and information to functional areas such as marketing, clinical monitoring, and medical affairs.

  • Confer with end users to define or implement clinical system requirements such as data release formats, delivery schedules, and testing protocols.

  • Develop project-specific data management plans that address areas such as coding, reporting, or transfer of data, database locks, and work flow processes.

  • Supervise the work of data management project staff.

  • Prepare appropriate formatting to data sets as requested.

  • Develop or select specific software programs for various research scenarios.

  • Prepare data analysis listings and activity, performance, or progress reports.

Technologies & Software

  • Devin (Cognition AI)
  • v0 by Vercel
  • Drug coding software
  • Extensible markup language XML
  • Microsoft Visio
  • SAS JMP
  • C++
  • SAP BusinessObjects Crystal Reports
  • Electronic data capture EDC software
  • Microsoft Office software
  • Gemini Code Assist
  • Llama (Meta)
  • Autocoders
  • ChatGPT (OpenAI)
  • PercipEnz Technologies OnCore-Clinical Research Management OnCore-CRM
  • Microsoft Visual Basic
  • Merge Healthcare eTrials
  • Nova (Amazon)
  • GitHub Copilot
  • Perplexity AI
  • Microsoft PowerPoint
  • Oracle Clinical
  • Qwen (Alibaba)
  • Patient tracking software
  • Sierra Scientific Software CRIS
  • Microsoft Word
  • OpenClinica
  • 5AM Glassbox Translational Research
  • Teradata Database
  • ClearTrial
  • Word processing software
  • Microsoft Excel
  • KIKA Veracity
  • InforSense InforSense
  • Oracle SQL Loader
  • SAP Crystal Reports
  • SyMetric Sciences SyMetric
  • IBM SPSS Statistics
  • Lovable.dev
  • Phase Forward Clintrial
  • Gemini (Google)
  • Mistral AI (chat/models)
  • Citrix cloud computing software
  • Microsoft Project
  • DeepSeek
  • Microsoft SQL Server
  • SAS
  • Medidata Rave Data Management
  • C#
  • Oracle Remote Data Capture
  • Invivo Data EPX ePRO Management System
  • Grok (xAI)
  • Fortress Medical Clindex
  • Microsoft SharePoint
  • Go
  • Mistral (Mistral AI)
  • Epic Systems
  • Relational database management software
  • Google Antigravity
  • Allscripts healthcare automation software
  • EpicCare Ambulatory Electronic Medical Records (EMR) software
  • Codeium
  • Microsoft Access
  • Clinical trial management software
  • ePharmaSolutions eMVR
  • Tabnine
  • TOPAZ Enterprise Software Suite
  • DZS Software Solutions ClinPlus
  • Structured query language SQL
  • Claude (Anthropic)
  • PPD eLoader
  • Relational database software
  • MEDITECH software
  • Oracle Java
  • Amazon CodeWhisperer
  • StudyManager Sponsor Edition
  • Bolt.new
  • Cursor AI
  • Kimi (Moonshot AI)
  • Project management software
  • Laptop computers
  • Handheld computers
  • Smartphones