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Automation Risk Analysis

Will “Research Scientist” be Automated?

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AI Exposure Risk

52%

“Research Scientist” 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%

“Research Scientist” 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.

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

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

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

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

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

  • Confer with database users about project timelines and changes.

  • Package bioinformatics data for submission to public repositories.

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

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

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

  • Participate in the preparation of reports or scientific publications.

  • Document all database changes, modifications, or problems.

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

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

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

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

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

  • Develop or apply data mining and machine learning algorithms.

Technologies & Software

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