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Automation Risk Analysis

Will “Forest Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #84 of 702. Estimated risk: 1.9%

Directly assessed by researchers as unlikely to be automatable
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AI Exposure Risk

50%

“Forest Engineer” 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 50% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

29%

“Forest Engineer” 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 29% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Civil Engineers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Perform engineering duties in planning, designing, and overseeing construction and maintenance of building structures and facilities, such as roads, railroads, airports, bridges, harbors, channels, dams, irrigation projects, pipelines, power plants, and water and sewage systems.

Avg. Annual Salary $107,050
Avg. Hourly Wage $51.47
Available Jobs (US) 355,410
Job Title & Hierarchy Code (SOC) Civil Engineers #17-2051
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Civil Engineers”

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Core Skills & Abilities

  • Compute load and grade requirements, water flow rates, or material stress factors to determine design specifications.

  • Test soils or materials to determine the adequacy and strength of foundations, concrete, asphalt, or steel.

  • Estimate quantities and cost of materials, equipment, or labor to determine project feasibility.

  • Inspect project sites to monitor progress and ensure conformance to design specifications and safety or sanitation standards.

  • Identify environmental risks and develop risk management strategies for civil engineering projects.

  • Direct engineering activities, ensuring compliance with environmental, safety, or other governmental regulations.

  • Analyze survey reports, maps, drawings, blueprints, aerial photography, or other topographical or geologic data.

  • Provide technical advice to industrial or managerial personnel regarding design, construction, program modifications, or structural repairs.

  • Design energy-efficient or environmentally sound civil structures.

  • Plan and design transportation or hydraulic systems or structures, using computer-assisted design or drawing tools.

  • Manage and direct the construction, operations, or maintenance activities at project site.

  • Conduct studies of traffic patterns or environmental conditions to identify engineering problems and assess potential project impact.

  • Direct or participate in surveying to lay out installations or establish reference points, grades, or elevations to guide construction.

  • Design or engineer systems to efficiently dispose of chemical, biological, or other toxic wastes.

  • Prepare or present public reports on topics such as bid proposals, deeds, environmental impact statements, or property and right-of-way descriptions.

  • Develop or implement engineering solutions to clean up industrial accidents or other contaminated sites.

Technologies & Software

  • Bridge design software
  • Nova (Amazon)
  • Mistral (Mistral AI)
  • Perplexity AI
  • DeepSeek
  • Bentley GeoPak Bridge
  • GT STRUDL
  • Stormwater hydrology software
  • Bentley MicroStation
  • HEC-HMS
  • Bentley STAAD
  • National Instruments LabVIEW
  • ChatGPT (OpenAI)
  • Microsoft Word
  • Oracle Primavera Enterprise Project Portfolio Management
  • Autodesk Land Desktop
  • Dassault Systemes SolidWorks
  • Gemini Code Assist
  • Claude (Anthropic)
  • Microsoft ActiveX
  • C
  • Microsoft Excel
  • Graphics software
  • SAP software
  • Gemini (Google)
  • Llama (Meta)
  • Adobe Acrobat
  • Oracle Business Intelligence Enterprise Edition
  • Autodesk Revit
  • Computer aided design and drafting software CADD
  • Minitab
  • Finite element analysis FEA software
  • HEC-1
  • Procore software
  • Autodesk AutoCAD Civil 3D
  • Autodesk AI
  • GitHub Copilot
  • Mathsoft Mathcad
  • Formula translation/translator FORTRAN
  • Microsoft Internet Explorer
  • AutoCAD AI
  • Supervisory control and data acquisition SCADA software
  • Apache Subversion SVN
  • Qwen (Alibaba)
  • Hydraulic modeling software
  • ESRI ArcGIS software
  • Trimble Terramodel
  • Oracle JD Edwards EnterpriseOne
  • Kimi (Moonshot AI)
  • Cost estimating software
  • The Gordian Group PROGEN Online
  • Trimble Geomatics Office
  • Bentley InRoads Suite
  • Bentley Haestad Methods CivilStorm
  • PTC Creo Parametric
  • Road design software
  • SmugMug Flickr
  • Grok (xAI)
  • WinTR-55
  • Email software
  • ESRI ArcInfo
  • Extensible markup language XML
  • Microsoft Exchange
  • Microsoft PowerPoint
  • Web browser software
  • Microsoft Access
  • Hydraulic analysis software
  • MAYA Nastran
  • Spreadsheet software
  • Verilog
  • Corel WordPerfect Office Suite
  • Intergraph MGE
  • Microsoft Visual Basic
  • Shell script
  • Dassault Systemes CATIA
  • Trimble SketchUp Pro
  • Microsoft Dynamics
  • Dassault Systemes Abaqus
  • ANSYS AI Simulation
  • Scheduling software
  • HydroCAD Software Solutions HydroCAD Stormwater Modeling System
  • The MathWorks MATLAB
  • Microsoft Project
  • Microsoft Outlook
  • Eagle Point Site Design
  • Autodesk AutoCAD
  • Cartography software
  • ESRI ArcView
  • Geographic information system GIS software
  • Microsoft Office software
  • Protractors
  • Laser levels
  • Electronic distance measuring devices
  • Planimeters
  • Measuring tapes
  • Steel rules
  • Drafting triangles
  • Global positioning system GPS receivers
  • Thickness gauges
  • Two way radios
  • Surveying wheels
  • Dividers
  • Precision levels
  • Rhodes arcs
  • Laptop computers
  • Blueprint copiers
  • Rolling scales
  • Digital cameras
  • Compasses
  • Transit levels
  • Radar guns
  • Theodolites
  • Microfilm readers
  • Anemometers
  • Drafting scales
  • Total stations
  • Traffic counters
  • Surveying rods
  • Desktop computers

Alternative Job Titles