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Automation Risk Analysis

Will “Brake Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #53 of 702. Estimated risk: 1.1%

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AI Exposure Risk

57%

“Brake 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%

“Brake 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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Write performance requirements for product development or engineering projects.

  • Recommend design modifications to eliminate machine or system malfunctions.

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

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

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

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

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

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

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

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

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

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

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

  • Solicit new business.

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

Technologies & Software

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

Alternative Job Titles