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Automation Risk Analysis

Will “Roller Coaster Designer” 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 Designer” 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 Designer” 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

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

  • Recommend design modifications to eliminate machine or system malfunctions.

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

  • 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.

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

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

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

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

  • 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.

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

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

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

  • Solicit new business.

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

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

  • 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.

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

  • Provide technical customer service.

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles