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Automation Risk Analysis

Will “Air Conditioning Engineer (AC Engineer)” be Automated?

Historical Context: Oxford Study (2013)

Ranked #53 of 702. Estimated risk: 1.1%

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AI Exposure Risk

57%

“Air Conditioning Engineer (AC 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%

“Air Conditioning Engineer (AC 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

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

  • 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.

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

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

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

  • Provide technical customer service.

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

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

  • Recommend design modifications to eliminate machine or system malfunctions.

  • Solicit new business.

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

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

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

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

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

  • Write performance requirements for product development or engineering projects.

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

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

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

  • 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.

  • 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.

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

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

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

  • 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

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

Alternative Job Titles