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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

  • Recommend design modifications to eliminate machine or system malfunctions.

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

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

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

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

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

  • Solicit new business.

  • Write performance requirements for product development or engineering projects.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Provide technical customer service.

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

Technologies & Software

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

Alternative Job Titles