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Automation Risk Analysis

Will “Policy Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #39 of 702. Estimated risk: 0.8%

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AI Exposure Risk

54%

“Policy 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 54% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

31%

“Policy Specialist” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 31% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Anthropologists and Archeologists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Study the origin, development, and behavior of human beings. May study the way of life, language, or physical characteristics of people in various parts of the world. May engage in systematic recovery and examination of material evidence, such as tools or pottery remaining from past human cultures, in order to determine the history, customs, and living habits of earlier civilizations.

Avg. Annual Salary $71,070
Avg. Hourly Wage $34.17
Available Jobs (US) 8,070
Job Title & Hierarchy Code (SOC) Anthropologists and Archeologists #19-3091
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Anthropologists and Archeologists”

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Core Skills & Abilities

  • Describe artifacts' physical properties or attributes, such as the materials from which artifacts are made and their size, shape, function, and decoration.

  • Create data records for use in describing and analyzing social patterns and processes, using photography, videography, and audio recordings.

  • Write grant proposals to obtain funding for research.

  • Compare findings from one site with archeological data from other sites to find similarities or differences.

  • Develop and test theories concerning the origin and development of past cultures.

  • Formulate general rules that describe and predict the development and behavior of cultures and social institutions.

  • Study archival collections of primary historical sources to help explain the origins and development of cultural patterns.

  • Lead field training sites and train field staff, students, and volunteers in excavation methods.

  • Participate in forensic activities, such as tooth and bone structure identification, in conjunction with police departments and pathologists.

  • Enhance the cultural sensitivity of elementary and secondary curricula and classroom interactions in collaboration with educators and teachers.

  • Record the exact locations and conditions of artifacts uncovered in diggings or surveys, using drawings and photographs as necessary.

  • Train others in the application of ethnographic research methods to solve problems in organizational effectiveness, communications, technology development, policy making, and program planning.

  • Write about and present research findings for a variety of specialized and general audiences.

  • Collaborate with economic development planners to decide on the implementation of proposed development policies, plans, and programs based on culturally institutionalized barriers and facilitating circumstances.

  • Collect information and make judgments through observation, interviews, and review of documents.

  • Gather and analyze artifacts and skeletal remains to increase knowledge of ancient cultures.

  • Collect artifacts made of stone, bone, metal, and other materials, placing them in bags and marking them to show where they were found.

  • Assess archeological sites for resource management, development, or conservation purposes and recommend methods for site protection.

  • Identify culturally specific beliefs and practices affecting health status and access to services for distinct populations and communities, in collaboration with medical and public health officials.

  • Advise government agencies, private organizations, and communities regarding proposed programs, plans, and policies and their potential impacts on cultural institutions, organizations, and communities.

  • Consult site reports, existing artifacts, and topographic maps to identify archeological sites.

  • Develop intervention procedures, using techniques such as individual and focus group interviews, consultations, and participant observation of social interaction.

  • Plan and direct research to characterize and compare the economic, demographic, health care, social, political, linguistic, and religious institutions of distinct cultural groups, communities, and organizations.

  • Organize public exhibits and displays to promote public awareness of diverse and distinctive cultural traditions.

  • Teach or mentor undergraduate and graduate students in anthropology or archeology.

  • Study objects and structures recovered by excavation to identify, date, and authenticate them and to interpret their significance.

  • Clean, restore, and preserve artifacts.

  • Conduct participatory action research in communities and organizations to assess how work is done and to design work systems, technologies, and environments.

  • Research, survey, or assess sites of past societies and cultures in search of answers to specific research questions.

  • Apply traditional ecological knowledge and assessments of culturally distinctive land and resource management institutions to assist in the resolution of conflicts over habitat protection and resource enhancement.

Technologies & Software

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  • The MathWorks MATLAB
  • Microsoft Excel
  • GE Healthcare ImageQuant TL
  • Automated National Catalog System ANCS
  • Qwen (Alibaba)
  • Microsoft Windows Movie Maker
  • ChatGPT (OpenAI)
  • Perplexity AI
  • Trimble Pathfinder Office
  • Genealogy software
  • Microsoft FrontPage
  • Voice activated software
  • Nova (Amazon)
  • Age progression software
  • Word processing software
  • Adobe Acrobat
  • Adobe InDesign
  • SAS
  • Wolfram Research Mathematica
  • Autodesk AutoCAD
  • Gene Codes Sequencher
  • Microsoft SharePoint
  • Geographic information system GIS systems
  • SIL International The Linguist's Shoebox
  • Microsoft Office software
  • Grok (xAI)
  • Data visualization software
  • Software development tools
  • Microsoft Windows
  • Graphics software
  • Web browser software
  • Global positioning system GPS software
  • Llama (Meta)
  • SYSTAT
  • The University of Tennessee FORDISC
  • Elicit
  • Sony Creative Software Vegas Movie Studio
  • Gemini for Workspace
  • Facebook
  • Adobe Photoshop
  • NotebookLM (Google)
  • Claude (Anthropic)
  • Golden Software Surfer
  • Archeological Sites Management Information System ASMIS
  • Microsoft Word
  • Adobe Illustrator
  • Geographic information system GIS software
  • Image enhancement software
  • IBM SPSS Statistics
  • DeepSeek
  • ESRI ArcInfo
  • Apple iMovie
  • Kimi (Moonshot AI)
  • Semantic Scholar AI
  • Insightful S-PLUS
  • STATISTICA
  • Applied Biosystems GeneMapper
  • Mistral AI (chat/models)
  • Gemini (Google)
  • Consensus
  • RockWare ArcMap
  • Microsoft Access
  • C++
  • Adobe Dreamweaver
  • Mistral (Mistral AI)
  • ESRI ArcGIS Survey 123
  • ESRI ArcGIS software
  • Structured query language SQL
  • Leica Geosystems ERDAS IMAGINE
  • ESRI ArcView
  • Microsoft Outlook
  • Adobe PageMaker
  • Apple Final Cut Express
  • Microsoft Internet Explorer
  • Microsoft PowerPoint
  • Scite AI
  • Steam autoclaves
  • Slide hammers
  • Binoculars
  • Ultraviolet UV crosslinkers
  • Petrographic microscopes
  • Digital video cameras
  • Marshalltown trowels
  • Laboratory water purification systems
  • Electron microscopes
  • Digitizers
  • Slide scanners
  • Luminescence readers
  • Electrical resistivity instruments
  • Fume hoods
  • Industrial micro computed tomography CT scanners
  • Film processors
  • Dental burs
  • Laboratory scalpels
  • 35 millimeter cameras
  • Immersion thermostats
  • Cold chisels
  • Polymerase chain reaction PCR hoods
  • Laptop computers
  • Enzyme-linked immunosorbent assay ELISA plate readers
  • Inductively coupled plasma mass spectroscopes ICP-MS
  • Electronic topload scales
  • Lufkin tape measures
  • Digital cameras
  • X ray diffractometers
  • Dial calipers
  • Hydraulic drilling rigs
  • Triple beam balances
  • Thin section saws
  • Stereo zoom microscopes
  • Flat-ended shovels
  • Crack hammers
  • Rock picks
  • Glass burets
  • Drying racks
  • Underwater still cameras
  • Polymerase chain reaction PCR thermocyclers
  • Graded sieves
  • Gel electrophoresis boxes
  • Side scan sonars
  • Laser line levels
  • Spreading calipers
  • Plotters
  • Laboratory vacuum ovens
  • Water screening devices
  • Digital calipers
  • Global positioning system GPS receivers
  • Thermomixers
  • Ultraviolet UV transilluminators
  • Ground penetrating radar GPR
  • Shovels
  • Theodolites
  • Selective ion meters
  • Magnetic stirring bars
  • Total stations
  • Microcentrifuges
  • Shaker screens
  • Laser scanners
  • Laboratory binocular microscopes
  • Electron microprobes
  • Fluorometers
  • Plains trowels
  • X ray cabinets
  • Deoxyribonucleic acid DNA sequencers
  • Thermal cyclers
  • Transcription equipment
  • Laboratory precision balances
  • Alidades
  • Pneumatic airscribes
  • Countertop centrifuges
  • pH indicators
  • Laboratory refrigerators
  • Spectrophotometers
  • X ray fluorescence XRF spectrometers
  • Laboratory dropping pipettes
  • Directional compasses
  • Personal computers
  • Scuba diving equipment
  • High resolution industrial computed tomography CT scanners
  • Laboratory fume hoods
  • Inductively coupled plasma emission spectroscopes ICP-ES
  • Bench scales
  • Dental picks
  • Scanning electron microscopes SEM
  • Digital audio recorders
  • Vacuum freeze-drying chambers
  • Pocket loupes
  • Four wheel drive 4WD vehicles
  • Soil samplers
  • Ultrasonic cleaning machines
  • Remote sensing equipment
  • Drying ovens
  • Pneumatic chisels
  • Liquid handling robots
  • Metallurgical microscopes
  • Portable x ray machines
  • Tree ring sampling kits
  • Protective gloves
  • Sandblasters
  • Soil probes
  • Geophysical magnetometers
  • Precision saws
  • Portable gamma spectrometers
  • Vernier calipers
  • Plumb bobs
  • Laboratory glove boxes
  • Hot stir plates
  • Oil immersion microscopes
  • Flatbed scanners
  • Glass beakers
  • Ultracentrifuges
  • Desktop computers
  • Dust masks
  • Platform scales
  • Polarizing microscopes
  • Precision rulers
  • Mesh sifting screens
  • External lavalier microphones
  • Safety goggles
  • Conductivity probes
  • Deoxyribonucleic acid DNA analyzers
  • Metal detectors
  • Tablet computers
  • Conductance meters
  • Personal digital assistants PDA
  • High pressure liquid chromatograph HPLC equipment
  • Laboratory vacuum dryers
  • Bucket augers
  • Round point shovels
  • Mandibulometers
  • Laboratory balances
  • Underwater digital cameras
  • Sliding calipers
  • Digital levels