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Automation Risk Analysis

Will “Cooling and Heating Systems Design Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #53 of 702. Estimated risk: 1.1%

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AI Exposure Risk

57%

“Cooling and Heating Systems Design 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%

“Cooling and Heating Systems Design 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

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

  • Write performance requirements for product development or engineering projects.

  • 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.

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

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

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

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

  • 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.

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

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

  • Recommend design modifications to eliminate machine or system malfunctions.

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

  • Solicit new business.

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

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

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

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

  • Provide technical customer service.

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles