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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

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

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

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

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

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

  • 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.

  • 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.

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

  • Write performance requirements for product development or engineering 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.

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

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

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

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

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

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

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

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

  • 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.

  • 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.

  • Solicit new business.

  • 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.

Technologies & Software

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

Alternative Job Titles