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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

  • 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.

  • 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.

  • 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.

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

  • 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.

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

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

  • Solicit new business.

  • 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.

  • Write performance requirements for product development or engineering projects.

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

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

  • Recommend design modifications to eliminate machine or system malfunctions.

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

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

  • Provide technical customer service.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles