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Automation Risk Analysis

Will “Combustion Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #53 of 702. Estimated risk: 1.1%

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AI Exposure Risk

57%

“Combustion 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%

“Combustion 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

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

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

  • 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.

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

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

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

  • Write performance requirements for product development or engineering projects.

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

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

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

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

  • Provide technical customer service.

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

  • 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.

  • 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.

  • Recommend design modifications to eliminate machine or system malfunctions.

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

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

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

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

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

  • Solicit new business.

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

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

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

Technologies & Software

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

Alternative Job Titles