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Automation Risk Analysis

Will “Bioinformatics Computer Scientist” be Automated?

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AI Exposure Risk

60%

“Bioinformatics Computer 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 60% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

31%

“Bioinformatics Computer Scientist” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 31% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Bioinformatics Scientists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct research using bioinformatics theory and methods in areas such as pharmaceuticals, medical technology, biotechnology, computational biology, proteomics, computer information science, biology and medical informatics. May design databases and develop algorithms for processing and analyzing genomic information, or other biological information.

Job Title & Hierarchy Code (SOC) Bioinformatics Scientists #19-1029.01
ℹ️

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

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Core Skills & Abilities

  • Consult with researchers to analyze problems, recommend technology-based solutions, or determine computational strategies.

  • Compile data for use in activities, such as gene expression profiling, genome annotation, or structural bioinformatics.

  • Collaborate with software developers in the development and modification of commercial bioinformatics software.

  • Instruct others in the selection and use of bioinformatics tools.

  • Create novel computational approaches and analytical tools as required by research goals.

  • Communicate research results through conference presentations, scientific publications, or project reports.

  • Analyze large molecular datasets, such as raw microarray data, genomic sequence data, or proteomics data, for clinical or basic research purposes.

  • Keep abreast of new biochemistries, instrumentation, or software by reading scientific literature and attending professional conferences.

  • Test new and updated bioinformatics tools and software.

  • Recommend new systems and processes to improve operations.

  • Manipulate publicly accessible, commercial, or proprietary genomic, proteomic, or post-genomic databases.

  • Direct the work of technicians and information technology staff applying bioinformatics tools or applications in areas such as proteomics, transcriptomics, metabolomics, or clinical bioinformatics.

  • Improve user interfaces to bioinformatics software and databases.

  • Create or modify web-based bioinformatics tools.

  • Confer with departments, such as marketing, business development, or operations, to coordinate product development or improvement.

  • Develop new software applications or customize existing applications to meet specific scientific project needs.

  • Prepare summary statistics of information regarding human genomes.

  • Provide statistical and computational tools for biologically based activities, such as genetic analysis, measurement of gene expression, or gene function determination.

  • Develop data models and databases.

  • Design and apply bioinformatics algorithms including unsupervised and supervised machine learning, dynamic programming, or graphic algorithms.

Technologies & Software

  • Genome Analysis Toolkit GATK
  • Tibco S-PLUS
  • JavaScript Object Notation JSON
  • Shell script
  • Microsoft Access
  • MySQL
  • Apache Groovy
  • Claude (Anthropic)
  • Data visualization software
  • Biomatters Geneious
  • Ruby
  • Life Technologies Vector NTI
  • jQuery
  • GenePattern
  • User interface design software
  • Scite AI
  • Consensus
  • Mistral (Mistral AI)
  • Git
  • DeepSeek
  • Teradata software
  • Nova (Amazon)
  • Oracle JavaServer Pages JSP
  • Microsoft SQL Server Reporting Services SSRS
  • Life Technologies SOLiD
  • SAP software
  • ENSEMBL
  • Extensible markup language XML
  • Grok (xAI)
  • Web browser software
  • Scala
  • Linux
  • Bash
  • Elicit
  • Canu
  • Genedata Expressionist
  • Apache HTTP Server
  • C#
  • StataCorp Stata
  • Software development tools
  • GitHub
  • Salesforce software
  • Apache Hadoop
  • Microsoft SQL Server
  • Roche 454 Life Sciences GS Data Analysis
  • Object oriented development environment software
  • JavaScript
  • UNIX
  • Bioconductor
  • Bowtie
  • TIBCO Spotfire S+
  • The MathWorks MATLAB
  • C++
  • C
  • RNA sequencing software
  • Microsoft Excel
  • BioPerl
  • DNA sequencing software
  • Oracle PL/SQL
  • NCBI RefSeq
  • NotebookLM (Google)
  • SAS
  • Qwen (Alibaba)
  • Illumina Laboratory Information Management System LIMS
  • Kimi (Moonshot AI)
  • TopHat
  • dbSNP
  • Bioconductor software
  • Apache Accumulo
  • PHP
  • Relational database management software
  • Formula translation/translator FORTRAN
  • Oracle Database
  • Mistral AI (chat/models)
  • Structured query language SQL
  • Amazon Web Services AWS software
  • R
  • IBM SPSS Statistics
  • Django
  • Microsoft Visual Studio
  • Perl
  • Llama (Meta)
  • BWA
  • Word processing software
  • Perplexity AI
  • Velvet
  • Cytel StatXact
  • BLAT
  • NoSQL
  • Python
  • Semantic Scholar AI
  • Microsoft Office software
  • Docker
  • ClustalW
  • ChatGPT (OpenAI)
  • Microsoft Active Server Pages ASP
  • Primer3
  • Gemini for Workspace
  • Microsoft Azure software
  • Microsoft SharePoint
  • PostgreSQL
  • Microsoft Visual Basic for Applications VBA
  • Accelrys Pipeline Pilot
  • GenBank
  • Gemini (Google)
  • Microsoft PowerPoint
  • Hypertext markup language HTML
  • Cufflinks
  • Oracle Java
  • Public genomic databases
  • Tableau
  • Laptop computers
  • Computer laser printers
  • Personal computers
  • Computer data input scanners
  • Desktop computers