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Automation Risk Analysis

Will “Bioinformatics Developer” be Automated?

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AI Exposure Risk

60%

“Bioinformatics Developer” 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 Developer” 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

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

  • 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.

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

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

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

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

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

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

  • Recommend new systems and processes to improve operations.

  • Test new and updated bioinformatics tools and software.

  • Prepare summary statistics of information regarding human genomes.

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

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

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

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

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

  • Develop data models and databases.

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

Technologies & Software

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