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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.

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

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

  • 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.

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

  • Confer with database users about project timelines and changes.

  • Document all database changes, modifications, or problems.

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

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

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

  • Participate in the preparation of reports or scientific publications.

  • Develop or apply data mining and machine learning algorithms.

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

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

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

  • Package bioinformatics data for submission to public repositories.

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

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

Technologies & Software

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