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Automation Risk Analysis

Will “Collections Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #283 of 702. Estimated risk: 44.0%

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AI Exposure Risk

56%

“Collections Specialist” 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 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

25%

“Collections Specialist” 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 25% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Historians, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Research, analyze, record, and interpret the past as recorded in sources, such as government and institutional records, newspapers and other periodicals, photographs, interviews, films, electronic media, and unpublished manuscripts, such as personal diaries and letters.

Avg. Annual Salary $78,470
Avg. Hourly Wage $37.73
Available Jobs (US) 3,140
Job Title & Hierarchy Code (SOC) Historians #19-3093
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Historians”

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Core Skills & Abilities

  • Determine which topics to research, or pursue research topics specified by clients or employers.

  • Trace historical development in a particular field, such as social, cultural, political, or diplomatic history.

  • Translate or request translation of reference materials.

  • Interview people to gather information about historical events and to record oral histories.

  • Research and prepare manuscripts in support of public programming and the development of exhibits at historic sites, museums, libraries, and archives.

  • Coordinate activities of workers engaged in cataloging and filing materials.

  • Recommend actions related to historical art, such as which items to add to a collection or which items to display in an exhibit.

  • Teach and conduct research in colleges, universities, museums, and other research agencies and schools.

  • Research the history of a particular country or region, or of a specific time period.

  • Speak to various groups, organizations, and clubs to promote the aims and activities of historical societies.

  • Prepare publications and exhibits, or review those prepared by others, to ensure their historical accuracy.

  • Organize data, and analyze and interpret its authenticity and relative significance.

  • Conduct historical research as a basis for the identification, conservation, and reconstruction of historic places and materials.

  • Advise or consult with individuals and institutions regarding issues such as the historical authenticity of materials or the customs of a specific historical period.

  • Edit historical society publications.

  • Conduct historical research, and publish or present findings and theories.

  • Gather historical data from sources such as archives, court records, diaries, news files, and photographs, as well as from books, pamphlets, and periodicals.

  • Collect detailed information on individuals for use in biographies.

  • Organize information for publication and for other means of dissemination, such as via storage media or the Internet.

  • Present historical accounts in terms of individuals or social, ethnic, political, economic, or geographic groupings.

  • Conserve and preserve manuscripts, records, and other artifacts.

Technologies & Software

  • Microsoft Word
  • Text mining software
  • Grok (xAI)
  • National Union Catalog of Manuscript Collections (NUCMC)
  • Statistical analysis software
  • Microsoft PowerPoint
  • Google Books NGram Viewer
  • Adobe InDesign
  • NotebookLM (Google)
  • Mistral (Mistral AI)
  • Kimi (Moonshot AI)
  • National Archives online databases
  • Scanning software
  • Consensus
  • Structured query language SQL
  • TokenX
  • ProQuest Archive Finder
  • Mistral AI (chat/models)
  • Reference management software
  • Smithsonian Institution digital archives
  • Adobe Photoshop
  • QuarkXPress
  • Adobe Dreamweaver
  • Wonderware software
  • Qwen (Alibaba)
  • Corel WordPerfect Office Suite
  • IBM SPSS Statistics
  • Gemini for Workspace
  • ArchiveGrid
  • Perplexity AI
  • ESRI ArcGIS software
  • Searchable online catalogs
  • Gemini (Google)
  • Archives Wiki
  • Web browser software
  • DeepSeek
  • Relational database management system RDMS
  • Audio editing software
  • Archival databases
  • Library of Congress digital collections
  • Claude (Anthropic)
  • LinkedIn
  • Digital mapping software
  • Llama (Meta)
  • Semantic Scholar AI
  • ChatGPT (OpenAI)
  • Microsoft Access
  • Page markers
  • Extensible markup language XML
  • Gutenberg-e
  • Scite AI
  • Elicit
  • Adobe Acrobat
  • Database management systems
  • Microsoft SharePoint
  • Digital image collections
  • Microsoft Office software
  • Microsoft Active Server Pages ASP
  • Geographic information system GIS software
  • Microsoft Excel
  • Email software
  • Geographic information system GIS systems
  • Supervisory control and data acquisition SCADA software
  • Web Scrapbook
  • Nova (Amazon)
  • Digital audio recorders
  • Personal computers
  • Data input scanners
  • Computer inkjet printers
  • Microfiche readers
  • Analog-to-digital converters
  • Computer laser printers
  • Laptop computers
  • Microphones
  • Microfilm readers
  • Photocopying equipment
  • Digital still cameras