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Automation Risk Analysis

Will “Field Data Technician” be Automated?

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AI Exposure Risk

52%

“Field Data Technician” 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 52% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

30%

“Field Data Technician” 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 30% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Bioinformatics Technicians, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Apply principles and methods of bioinformatics to assist scientists in areas such as pharmaceuticals, medical technology, biotechnology, computational biology, proteomics, computer information science, biology and medical informatics. Apply bioinformatics tools to visualize, analyze, manipulate or interpret molecular data. May build and maintain databases for processing and analyzing genomic or other biological information.

Job Title & Hierarchy Code (SOC) Bioinformatics Technicians #15-2099.01
ℹ️

Data is based on the reference occupation: “Bioinformatics Technicians”

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Core Skills & Abilities

  • Analyze or manipulate bioinformatics data using software packages, statistical applications, or data mining techniques.

  • Design or implement web-based tools for querying large-scale biological databases.

  • Create data management or error-checking procedures and user manuals.

  • Confer with researchers, clinicians, or information technology staff to determine data needs and programming requirements and to provide assistance with database-related research activities.

  • Develop or apply data mining and machine learning algorithms.

  • Package bioinformatics data for submission to public repositories.

  • Maintain awareness of new and emerging computational methods and technologies.

  • Train bioinformatics staff or researchers in the use of databases.

  • Extend existing software programs, web-based interactive tools, or database queries as sequence management and analysis needs evolve.

  • Perform routine system administrative functions, such as troubleshooting, back-ups, or upgrades.

  • Write computer programs or scripts to be used in querying databases.

  • Develop or maintain applications that process biologically based data into searchable databases for purposes of analysis, calculation, or presentation.

  • Monitor database performance and perform any necessary maintenance, upgrades, or repairs.

  • Participate in the preparation of reports or scientific publications.

  • Test new or updated software or tools and provide feedback to developers.

  • Confer with database users about project timelines and changes.

  • Enter or retrieve information from structural databases, protein sequence motif databases, mutation databases, genomic databases or gene expression databases.

  • Conduct quality analyses of data inputs and resulting analyses or predictions.

  • Document all database changes, modifications, or problems.

Technologies & Software

  • SAP software
  • Oracle Java
  • Nova (Amazon)
  • PHYLIP
  • Esri ArcGIS
  • R
  • Microsoft Windows
  • Enterprise resource planning ERP software
  • Hypertext markup language HTML
  • Word processing software
  • Mistral AI (chat/models)
  • Amazon CodeWhisperer
  • v0 by Vercel
  • Cufflinks
  • Thermo Fisher Scientific Ion Reporter
  • Structured query language SQL
  • Gemini Code Assist
  • Kimi (Moonshot AI)
  • Qwen (Alibaba)
  • Ruby
  • Oracle Database
  • Microsoft Access
  • Microsoft Excel
  • Microsoft Visio
  • Jenkins CI
  • Perplexity AI
  • Lovable.dev
  • Burrows-Wheeler Aligner BWA
  • ClustalW
  • GitHub Copilot
  • Devin (Cognition AI)
  • Git
  • ChatGPT (OpenAI)
  • Gemini (Google)
  • Customer relationship management CRM software
  • Microsoft Office software
  • Mistral (Mistral AI)
  • Bioconductor
  • C++
  • Bolt.new
  • Apache Subversion SVN
  • Linux
  • Genome Analysis Toolkit GATK
  • Microsoft SQL Server
  • Perl
  • The MathWorks MATLAB
  • Google Antigravity
  • Basic Local Alignment Search Tool BLAST
  • SAS
  • Microsoft SharePoint
  • TopHat
  • Llama (Meta)
  • Tabnine
  • Claude (Anthropic)
  • Voice over internet protocol VoIP system software
  • MySQL
  • Microsoft PowerPoint
  • IBM SPSS Statistics
  • Web browser software
  • Grok (xAI)
  • DeepSeek
  • Python
  • Data visualization software
  • Geographic information system GIS software
  • Avaya Identity Engines
  • C
  • GENSCAN
  • Bowtie
  • Microsoft Word
  • Cursor AI
  • Microsoft Outlook
  • Atlassian Bamboo
  • Codeium
  • Web servers
  • Semiconductor-based sequencers
  • Computer workstation setups
  • Desktop computers
  • Computer clusters
  • Nuclear magnetic resonance NMR spectrometers
  • Network file servers
  • High throughput screening HTS systems