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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

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

  • Develop or apply data mining and machine learning algorithms.

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

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

  • Participate in the preparation of reports or scientific publications.

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

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

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

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

  • Document all database changes, modifications, or problems.

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

  • Confer with database users about project timelines and changes.

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

  • 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.

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

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

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

  • Package bioinformatics data for submission to public repositories.

Technologies & Software

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