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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

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

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

  • Solicit new business.

  • 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.

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

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

  • Recommend design modifications to eliminate machine or system malfunctions.

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

  • 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.

  • Provide technical customer service.

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

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

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

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

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

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

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

  • 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.

  • Write performance requirements for product development or engineering projects.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles