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Automation Risk Analysis

Will “Distribution Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #53 of 702. Estimated risk: 1.1%

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AI Exposure Risk

57%

“Distribution 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%

“Distribution 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

  • 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.

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

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

  • 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.

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

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

  • 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.

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

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

  • 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.

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

  • Solicit new business.

  • Provide technical customer service.

  • Write performance requirements for product development or engineering projects.

  • 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.

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles