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Automation Risk Analysis

Will “Refrigeration Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #53 of 702. Estimated risk: 1.1%

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AI Exposure Risk

57%

“Refrigeration 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%

“Refrigeration 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

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

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

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

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

  • Provide technical customer service.

  • 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.

  • 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.

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

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

  • Write performance requirements for product development or engineering projects.

  • 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.

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

  • 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.

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

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

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

  • 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.

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

  • Solicit new business.

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

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

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

Technologies & Software

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

Alternative Job Titles