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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

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

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

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

  • Recommend design modifications to eliminate machine or system malfunctions.

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

  • Provide technical customer service.

  • 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.

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

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

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

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

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

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

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

  • Solicit new business.

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

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

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles