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Automation Risk Analysis

Will “Data Technician” be Automated?

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AI Exposure Risk

52%

“Data Technician” 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 52% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

30%

“Data Technician” will almost certainly not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 30% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Bioinformatics Technicians, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Apply principles and methods of bioinformatics to assist scientists in areas such as pharmaceuticals, medical technology, biotechnology, computational biology, proteomics, computer information science, biology and medical informatics. Apply bioinformatics tools to visualize, analyze, manipulate or interpret molecular data. May build and maintain databases for processing and analyzing genomic or other biological information.

Job Title & Hierarchy Code (SOC) Bioinformatics Technicians #15-2099.01
ℹ️

Data is based on the reference occupation: “Bioinformatics Technicians”

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Core Skills & Abilities

  • Package bioinformatics data for submission to public repositories.

  • Analyze or manipulate bioinformatics data using software packages, statistical applications, or data mining techniques.

  • Conduct quality analyses of data inputs and resulting analyses or predictions.

  • Extend existing software programs, web-based interactive tools, or database queries as sequence management and analysis needs evolve.

  • Design or implement web-based tools for querying large-scale biological databases.

  • Document all database changes, modifications, or problems.

  • Participate in the preparation of reports or scientific publications.

  • Create data management or error-checking procedures and user manuals.

  • Develop or apply data mining and machine learning algorithms.

  • Train bioinformatics staff or researchers in the use of databases.

  • Maintain awareness of new and emerging computational methods and technologies.

  • Perform routine system administrative functions, such as troubleshooting, back-ups, or upgrades.

  • Confer with researchers, clinicians, or information technology staff to determine data needs and programming requirements and to provide assistance with database-related research activities.

  • Test new or updated software or tools and provide feedback to developers.

  • Develop or maintain applications that process biologically based data into searchable databases for purposes of analysis, calculation, or presentation.

  • Monitor database performance and perform any necessary maintenance, upgrades, or repairs.

  • Write computer programs or scripts to be used in querying databases.

  • Enter or retrieve information from structural databases, protein sequence motif databases, mutation databases, genomic databases or gene expression databases.

  • Confer with database users about project timelines and changes.

Technologies & Software

  • Esri ArcGIS
  • Customer relationship management CRM software
  • IBM SPSS Statistics
  • Web browser software
  • Atlassian Bamboo
  • SAP software
  • Tabnine
  • Word processing software
  • Google Antigravity
  • Bioconductor
  • Cursor AI
  • Microsoft Office software
  • Grok (xAI)
  • Data visualization software
  • Enterprise resource planning ERP software
  • Mistral (Mistral AI)
  • Gemini Code Assist
  • Microsoft Excel
  • Basic Local Alignment Search Tool BLAST
  • Geographic information system GIS software
  • GENSCAN
  • Linux
  • C
  • Voice over internet protocol VoIP system software
  • MySQL
  • Gemini (Google)
  • Burrows-Wheeler Aligner BWA
  • Microsoft SQL Server
  • Hypertext markup language HTML
  • Jenkins CI
  • Microsoft Visio
  • PHYLIP
  • Lovable.dev
  • Microsoft Access
  • Microsoft PowerPoint
  • Amazon CodeWhisperer
  • R
  • Thermo Fisher Scientific Ion Reporter
  • Kimi (Moonshot AI)
  • Claude (Anthropic)
  • Bowtie
  • Mistral AI (chat/models)
  • ClustalW
  • Llama (Meta)
  • Qwen (Alibaba)
  • Microsoft Windows
  • DeepSeek
  • Cufflinks
  • GitHub Copilot
  • Structured query language SQL
  • Microsoft Word
  • SAS
  • Apache Subversion SVN
  • Git
  • TopHat
  • Python
  • Devin (Cognition AI)
  • Oracle Database
  • Perplexity AI
  • Codeium
  • The MathWorks MATLAB
  • Genome Analysis Toolkit GATK
  • ChatGPT (OpenAI)
  • Microsoft Outlook
  • Ruby
  • Oracle Java
  • C++
  • Avaya Identity Engines
  • Bolt.new
  • v0 by Vercel
  • Nova (Amazon)
  • Perl
  • Microsoft SharePoint
  • Computer workstation setups
  • Web servers
  • Desktop computers
  • Nuclear magnetic resonance NMR spectrometers
  • Semiconductor-based sequencers
  • Network file servers
  • High throughput screening HTS systems
  • Computer clusters