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Automation Risk Analysis

Will “Bioinformatician” be Automated?

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AI Exposure Risk

60%

“Bioinformatician” 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%

“Bioinformatician” 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

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

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

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

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

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

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

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

  • Test new and updated bioinformatics tools and software.

  • Develop data models and databases.

  • Recommend new systems and processes to improve operations.

  • Improve user interfaces to bioinformatics software and databases.

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

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

  • Create or modify web-based bioinformatics tools.

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

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

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

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

  • Prepare summary statistics of information regarding human genomes.

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

Technologies & Software

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