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Automation Risk Analysis

Will “Scientific Database Curator” be Automated?

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AI Exposure Risk

60%

“Scientific Database Curator” 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%

“Scientific Database Curator” 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

  • Develop data models and databases.

  • Create or modify web-based bioinformatics tools.

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

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

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

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

  • Prepare summary statistics of information regarding human genomes.

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

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

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

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

  • Improve user interfaces to bioinformatics software and databases.

  • Test new and updated bioinformatics tools and 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.

  • 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.

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

  • 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.

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

Technologies & Software

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