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Automation Risk Analysis

Will “Public 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%

“Public 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%

“Public 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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

  • Clean, restore, and preserve artifacts.

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

  • 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.

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

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

  • Write grant proposals to obtain funding for research.

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

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

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

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

Technologies & Software

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