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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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Clean, restore, and preserve artifacts.

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

  • 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.

  • Write grant proposals to obtain funding for research.

  • 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.

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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