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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

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

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

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

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

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

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

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

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

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

  • Write performance requirements for product development or engineering projects.

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

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

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

  • 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.

  • Recommend design modifications to eliminate machine or system malfunctions.

  • Design integrated mechanical or alternative systems, such as mechanical cooling systems with natural ventilation systems, to improve energy efficiency.

  • 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.

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

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

  • Solicit new business.

  • Provide technical customer service.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles