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Automation Risk Analysis

Will “Test Inspection 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 Inspection 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 Inspection 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

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

  • Provide technical customer service.

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

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

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

  • Solicit new business.

  • 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.

  • Write performance requirements for product development or engineering projects.

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Recommend design modifications to eliminate machine or system malfunctions.

  • 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.

Technologies & Software

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

Alternative Job Titles