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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

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

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

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

  • 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.

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

  • Recommend new systems and processes to improve operations.

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

  • Develop data models and databases.

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

  • Improve user interfaces to bioinformatics software and databases.

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

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

  • Test new and updated bioinformatics tools and software.

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

  • Create or modify web-based bioinformatics tools.

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

  • 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.

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

Technologies & Software

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