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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

  • 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.

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

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

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

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

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

  • 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.

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

  • 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.

  • Solicit new business.

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

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

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

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

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

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

  • 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.

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

  • Provide technical customer service.

  • Write performance requirements for product development or engineering projects.

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

  • Recommend design modifications to eliminate machine or system malfunctions.

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

Technologies & Software

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

Alternative Job Titles