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Automation Risk Analysis

Will “Heating and Cooling Systems Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #53 of 702. Estimated risk: 1.1%

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AI Exposure Risk

57%

“Heating and Cooling Systems 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%

“Heating and Cooling Systems 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

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

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

  • Write performance requirements for product development or engineering projects.

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Solicit new business.

  • Provide technical customer service.

  • 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.

  • 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.

Technologies & Software

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

Alternative Job Titles