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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

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

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

  • Write performance requirements for product development or engineering projects.

  • Solicit new business.

  • 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 technical customer service.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles