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Automation Risk Analysis

Will “Mechanical Equipment Test Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #53 of 702. Estimated risk: 1.1%

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AI Exposure Risk

57%

“Mechanical Equipment Test 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%

“Mechanical Equipment Test 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

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

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

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

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

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

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

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

  • 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.

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

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

  • Recommend design modifications to eliminate machine or system malfunctions.

  • Provide technical customer service.

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

  • Write performance requirements for product development or engineering projects.

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

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

  • Solicit new business.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles