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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

  • Write performance requirements for product development or engineering projects.

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

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

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

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

  • Recommend design modifications to eliminate machine or system malfunctions.

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Provide technical customer service.

  • Solicit new business.

Technologies & Software

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

Alternative Job Titles