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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

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

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

  • 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.

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

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

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

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

  • 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.

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

  • Write performance requirements for product development or engineering projects.

  • Recommend design modifications to eliminate machine or system malfunctions.

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

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

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

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

  • Solicit new business.

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

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

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

  • Provide technical customer service.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles