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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

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

  • 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.

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

  • Write performance requirements for product development or engineering projects.

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

  • Solicit new business.

  • Provide technical customer service.

  • 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.

Technologies & Software

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

Alternative Job Titles