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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.

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

  • Provide technical customer service.

  • 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.

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

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

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

  • Write performance requirements for product development or engineering projects.

  • 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.

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

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

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

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

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

  • Recommend design modifications to eliminate machine or system malfunctions.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles