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Automation Risk Analysis

Will “Systems Analyst” be Automated?

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AI Exposure Risk

60%

“Systems 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%

“Systems 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

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

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

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

  • Improve user interfaces to bioinformatics software and databases.

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

  • Develop data models and databases.

  • 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.

  • Create or modify web-based bioinformatics tools.

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

  • 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.

  • Recommend new systems and processes to improve operations.

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

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

  • Prepare summary statistics of information regarding human genomes.

  • Test new and updated bioinformatics tools and software.

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

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

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

Technologies & Software

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