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Automation Risk Analysis

Will “Research Associate” be Automated?

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AI Exposure Risk

60%

“Research Associate” 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%

“Research Associate” 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.

  • Recommend new systems and processes to improve operations.

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

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

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

  • Develop data models and databases.

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

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

  • Improve user interfaces to bioinformatics software and databases.

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

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

  • 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.

  • Prepare summary statistics of information regarding human genomes.

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

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

  • Test new and updated bioinformatics tools and software.

  • Create or modify web-based bioinformatics tools.

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

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

Technologies & Software

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