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Automation Risk Analysis

Will “Log Data Technician” be Automated?

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AI Exposure Risk

52%

“Log 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%

“Log 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

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

  • Document all database changes, modifications, or problems.

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

  • Participate in the preparation of reports or scientific publications.

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

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

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

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

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

  • Package bioinformatics data for submission to public repositories.

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

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

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

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

  • Develop or apply data mining and machine learning algorithms.

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

  • Confer with database users about project timelines and changes.

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

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

Technologies & Software

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