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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

  • Develop or apply data mining and machine learning algorithms.

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

  • Document all database changes, modifications, or problems.

  • Participate in the preparation of reports or scientific publications.

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

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

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

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

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

  • Package bioinformatics data for submission to public repositories.

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

  • Confer with database users about project timelines and changes.

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

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

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

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

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

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

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

Technologies & Software

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