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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

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

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

  • 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.

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

  • 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.

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

  • Solicit new business.

  • 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.

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

  • Provide technical customer service.

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

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

  • 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.

  • Write performance requirements for product development or engineering projects.

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles