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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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Solicit new business.

  • Recommend design modifications to eliminate machine or system malfunctions.

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

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

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

  • 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.

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

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

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

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

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

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

  • Provide technical customer service.

Technologies & Software

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

Alternative Job Titles