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Automation Risk Analysis

Will “Field Service Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #53 of 702. Estimated risk: 1.1%

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AI Exposure Risk

57%

“Field Service 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 57% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

35%

“Field Service Engineer” 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 35% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Mechanical Engineers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Perform engineering duties in planning and designing tools, engines, machines, and other mechanically functioning equipment. Oversee installation, operation, maintenance, and repair of equipment such as centralized heat, gas, water, and steam systems.

Avg. Annual Salary $110,080
Avg. Hourly Wage $52.92
Available Jobs (US) 286,760
Job Title & Hierarchy Code (SOC) Mechanical Engineers #17-2141
Wage vs. National Median
ℹ️

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

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Core Skills & Abilities

  • Develop, coordinate, or monitor all aspects of production, including selection of manufacturing methods, fabrication, or operation of product designs.

  • Recommend design modifications to eliminate machine or system malfunctions.

  • Solicit new business.

  • Direct the installation, operation, maintenance, or repair of renewable energy equipment, such as heating, ventilating, and air conditioning (HVAC) or water systems.

  • Design test control apparatus or equipment or develop procedures for testing products.

  • Evaluate mechanical designs or prototypes for energy performance or environmental impact.

  • Investigate equipment failures or difficulties to diagnose faulty operation and recommend remedial actions.

  • Research, design, evaluate, install, operate, or maintain mechanical products, equipment, systems or processes to meet requirements.

  • Select or install combined heat units, power units, cogeneration equipment, or trigeneration equipment that reduces energy use or pollution.

  • Confer with engineers or other personnel to implement operating procedures, resolve system malfunctions, or provide technical information.

  • Oversee installation, operation, maintenance, or repair to ensure that machines or equipment are installed and functioning according to specifications.

  • Develop or test models of alternate designs or processing methods to assess feasibility, sustainability, operating condition effects, potential new applications, or necessity of modification.

  • Provide feedback to design engineers on customer problems or needs.

  • Conduct research that tests or analyzes the feasibility, design, operation, or performance of equipment, components, or systems.

  • Research and analyze customer design proposals, specifications, manuals, or other data to evaluate the feasibility, cost, or maintenance requirements of designs or applications.

  • Apply engineering principles or practices to emerging fields, such as robotics, waste management, or biomedical engineering.

  • Perform personnel functions, such as supervision of production workers, technicians, technologists, or other engineers.

  • Write performance requirements for product development or engineering projects.

  • Establish or coordinate the maintenance or safety procedures, service schedule, or supply of materials required to maintain machines or equipment in the prescribed condition.

  • Provide technical customer service.

  • Specify system components or direct modification of products to ensure conformance with engineering design, performance specifications, or environmental regulations.

  • Estimate costs or submit bids for engineering, construction, or extraction projects.

  • Assist drafters in developing the structural design of products, using drafting tools or computer-assisted drafting equipment or software.

  • Design integrated mechanical or alternative systems, such as mechanical cooling systems with natural ventilation systems, to improve energy efficiency.

  • Read and interpret blueprints, technical drawings, schematics, or computer-generated reports.

  • Recommend the use of utility or energy services that minimize carbon footprints.

  • Calculate energy losses for buildings, using equipment such as computers, combustion analyzers, or pressure gauges.

  • Study industrial processes to maximize the efficiency of equipment applications, including equipment placement.

Technologies & Software

  • Puppet
  • Microsoft Dynamics
  • DeepSeek
  • ReliaSoft Alta 6 Pro
  • Oracle JD Edwards EnterpriseOne
  • C++
  • Life cycle cost software
  • 1CadCam Unigraphics
  • Microsoft Office software
  • ReliaSoft BlockSim
  • Autodesk AutoCAD Civil 3D
  • Video analysis software
  • Microsoft Excel
  • Reverse engineering software
  • Computer aided design and drafting software CADD
  • Perl
  • Llama (Meta)
  • Microsoft Visual Basic
  • Accelerated life testing software
  • Blue Ridge Numerics CFDesign
  • Adobe ActionScript
  • Microsoft Word
  • Microsoft Project
  • Gemini (Google)
  • Computer numerical control CNC software
  • Perforce Helix software
  • Dassault Systemes SolidWorks
  • ESRI ArcGIS software
  • National Instruments LabVIEW
  • Microsoft PowerPoint
  • ANSYS AI Simulation
  • Oracle Primavera Enterprise Project Portfolio Management
  • Autodesk AI
  • Finite element method FEM software
  • Data acquisition software
  • MAYA Nastran
  • Claude (Anthropic)
  • Microsoft Outlook
  • MUMPS M
  • Optical analysis software
  • The MathWorks MATLAB
  • C
  • SolidWorks COSMOSWorks
  • Microsoft Access
  • Mesh generation software
  • Grok (xAI)
  • Mathsoft Mathcad
  • ChatGPT (OpenAI)
  • Dassault Systemes CATIA
  • Statistical energy analysis SEA software
  • Perplexity AI
  • Adobe Illustrator
  • UGS I-DEAS
  • ReliaSoft Weibull++ 6
  • Hewlett-Packard HP Graphics Language HPGL
  • Statistical software
  • Autodesk AutoCAD
  • Modal analysis software
  • Shell script
  • Metrix Imageware Surfacer
  • Nova (Amazon)
  • Trimble SketchUp Pro
  • Geographic information system GIS software
  • Chef
  • Cost estimating software
  • IBM Notes
  • Failure assessment software
  • Computational fluid dynamics CFD software
  • Zemax
  • InnovMetric PolyWorks
  • Rapid prototyping software
  • Design of experiments DOE software
  • Rockwell Automation software
  • Kimi (Moonshot AI)
  • Bentley MicroStation
  • AutoCAD AI
  • Motion analysis software
  • Bill of materials software
  • Human machine interface HMI software
  • Microsoft SQL Server
  • Computer aided manufacturing CAM software
  • SAP software
  • Autodesk Revit
  • Sigmetrix CETOL 6 Sigma
  • ANSYS simulation software
  • R
  • Reliability analysis software
  • Verilog
  • Microsoft Exchange
  • Supervisory control and data acquisition SCADA software
  • SmugMug Flickr
  • Python
  • Intergraph Plant Design System PDS
  • Ladder Logic
  • Blink
  • Microsoft Visio
  • Gemini Code Assist
  • PTC Creo Parametric
  • Minitab
  • Qwen (Alibaba)
  • Failure mode and effects analysis FMEA software
  • Teradata Database
  • Mistral (Mistral AI)
  • Microsoft SharePoint
  • Lambda Research OSLO
  • Microsoft Visual Basic for Applications VBA
  • GitHub Copilot
  • G-code
  • Grid generation software
  • Radio frequency sensors
  • Air compressors
  • Multi-pen plotters
  • Interferometric microscopes
  • Wafer bonding systems
  • Servohydraulic material testing machines
  • Vibration testers
  • Coordinate measuring machines CMM
  • Sputtering systems
  • Fused deposition modeling FDM machines
  • X ray tubes
  • Position transducers
  • Programmable logic controllers PLC
  • Anodic wafer bonding systems
  • Contact lithography equipment
  • Heat exchangers
  • Velocity transducers
  • Laser digitizers
  • Dynamic strain indicators
  • Stylus profilometers
  • Spin-coaters
  • Scanning electron microscopes SEM
  • Force transducers
  • Cryogenic apparatus
  • Photoelastic testing machines
  • Strain gauges
  • Pattern generators
  • Laser Doppler anemometers
  • Steppers
  • Infrared thermography cameras
  • Personal computers
  • Optical sensors
  • Wire electrical discharge machines
  • Pitot tubes
  • Vibration control systems
  • Plasma etchers
  • Projection lithography equipment
  • Evaporation systems
  • Laser Doppler velocimeters LDV
  • Wire bonders
  • Analog to digital converters
  • Precision positioning tables
  • Oscilloscopes
  • Torque transducers
  • Scanning probe microscopes SPM
  • Dynamometers
  • Computed tomography CT systems
  • Rapid thermal processing systems
  • Vapor deposition tube furnaces
  • Vibration isolators
  • Surface profilometers
  • Fluorescence spectrometers
  • Flip-chip wafer bonding systems
  • Chemical-mechanical polishing equipment
  • Optical laser scanners
  • Aligners
  • Video editing equipment
  • Accelerometers
  • Multimeters
  • Scanning tunneling microscopes STM
  • Torsional converters
  • Contact testers
  • Nano indentation systems
  • Function generators
  • Interferometers
  • X ray radiographic systems
  • Ellipsometers
  • Digital particle image velocimeters
  • Wafer dicing saws
  • Acoustic emission AE sensors
  • Environmental testing chambers
  • Subsonic wind tunnels
  • Deep reactive ion etchers DRIE
  • Spectrum analyzers
  • Digital to analog converters
  • Supersonic wind tunnels

Alternative Job Titles