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Automation Risk Analysis

Will “Programmer Analyst” be Automated?

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AI Exposure Risk

60%

“Programmer Analyst” 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%

“Programmer Analyst” 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

  • Improve user interfaces to bioinformatics software and databases.

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

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

  • Test new and updated bioinformatics tools and software.

  • 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.

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

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

  • Recommend new systems and processes to improve operations.

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

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

  • Create or modify web-based bioinformatics tools.

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

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

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

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

  • Prepare summary statistics of information regarding human genomes.

  • 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.

  • Develop data models and databases.

Technologies & Software

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