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Automation Risk Analysis

Will “Roller Coaster Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #53 of 702. Estimated risk: 1.1%

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AI Exposure Risk

57%

“Roller Coaster 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%

“Roller Coaster 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

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

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

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

  • 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.

  • 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.

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

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

  • Write performance requirements for product development or engineering 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.

  • Solicit new business.

  • 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.

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

  • Provide technical customer service.

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

  • Recommend design modifications to eliminate machine or system malfunctions.

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles