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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

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

  • 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.

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

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

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

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

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

  • 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.

  • Solicit new business.

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

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

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

  • Provide technical customer service.

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles