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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

  • Write performance requirements for product development or engineering projects.

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

  • Recommend design modifications to eliminate machine or system malfunctions.

  • 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.

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

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

  • Provide technical customer service.

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

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

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

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

  • Solicit new business.

  • 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.

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

  • 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.

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles