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Automation Risk Analysis

Will “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%

“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%

“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

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

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

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

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

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

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

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

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

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

  • 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.

  • Solicit new business.

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

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

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

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

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

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

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

  • 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.

  • Provide technical customer service.

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

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

  • Write performance requirements for product development or engineering projects.

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

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

Technologies & Software

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

Alternative Job Titles