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Automation Risk Analysis

Will “Planner” be Automated?

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AI Exposure Risk

59%

“Planner” 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 59% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

22%

“Planner” will almost certainly not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 22% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Transportation Planners, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Prepare studies for proposed transportation projects. Gather, compile, and analyze data. Study the use and operation of transportation systems. Develop transportation models or simulations.

Job Title & Hierarchy Code (SOC) Transportation Planners #19-3099.01
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Data is based on the reference occupation: “Transportation Planners”

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Core Skills & Abilities

  • Evaluate transportation project needs or costs.

  • Develop or test new methods or models of transportation analysis.

  • Produce environmental documents, such as environmental assessments or environmental impact statements.

  • Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations.

  • Recommend transportation system improvements or projects, based on economic, population, land-use, or traffic projections.

  • Interpret data from traffic modeling software, geographic information systems, or associated databases.

  • Participate in public meetings or hearings to explain planning proposals, to gather feedback from those affected by projects, or to achieve consensus on project designs.

  • Develop computer models to address transportation planning issues.

  • Collaborate with other professionals to develop sustainable transportation strategies at the local, regional, or national level.

  • Evaluate transportation-related consequences of federal or state legislative proposals.

  • Design transportation surveys to identify areas of public concern.

  • Analyze information from traffic counting programs.

  • Design new or improved transport infrastructure, such as junction improvements, pedestrian projects, bus facilities, or car parking areas.

  • Direct urban traffic counting programs.

  • Collaborate with engineers to research, analyze, or resolve complex transportation design issues.

  • Represent jurisdictions in the legislative or administrative approval of land development projects.

  • Prepare reports or recommendations on transportation planning.

  • Analyze information related to transportation, such as land use policies, environmental impact of projects, or long-range planning needs.

  • Prepare or review engineering studies or specifications.

  • Define or update information such as urban boundaries or classification of roadways.

  • Define regional or local transportation planning problems or priorities.

  • Prepare necessary documents to obtain planned project approvals or permits.

Technologies & Software

  • Structured query language SQL
  • Geographic information system GIS software
  • Microsoft PowerPoint
  • Texas Transportation Institute TTI Progression Analysis and Signal System Evaluation Routine PASSER
  • Autodesk AutoCAD
  • TRL Software TRANSYT
  • Grok (xAI)
  • Consensus
  • Perplexity AI
  • Scite AI
  • Claude (Anthropic)
  • Adobe InDesign
  • Gemini (Google)
  • Strong Concepts TEAPAC
  • PTV VISUM
  • Roundabout Delay RODEL
  • Citilabs Cube
  • Caliper TransCAD
  • Microsoft Project
  • Crash Mapping Analysis Tool CMAT
  • Dowling Associates TRAFFIX
  • Autodesk AutoCAD Civil 3D
  • Microsoft Access
  • McTrans HCS+
  • DeepSeek
  • Traffic signal software
  • Python
  • Microsoft Power BI
  • Mistral (Mistral AI)
  • Llama (Meta)
  • Microsoft Excel
  • Iteris Turbo Architecture
  • Transportation management system TMS software
  • Adobe Illustrator
  • Nova (Amazon)
  • MapInfo
  • SAS
  • Bentley MicroStation
  • McTrans Center TSIS-CORSIM
  • Geographic information system GIS systems
  • Oracle Primavera Enterprise Project Portfolio Management
  • Adobe Photoshop
  • Elicit
  • Microsoft Visual Basic
  • Tableau
  • Semantic Scholar AI
  • Microsoft Outlook
  • IBM SPSS Statistics
  • Qwen (Alibaba)
  • Microsoft Office software
  • Quadstone Paramics
  • ESRI ArcView
  • Microsoft Word
  • Visual Solutions VisSIM
  • Adobe Acrobat
  • Web browser software
  • ChatGPT (OpenAI)
  • SAP software
  • ESRI ArcGIS software
  • Gemini for Workspace
  • Kimi (Moonshot AI)
  • Mistral AI (chat/models)
  • NotebookLM (Google)
  • Multi-line telephone systems
  • Laptop computers
  • Blueprint machines
  • Photocopying equipment
  • Laser facsimile machines
  • Personal computers
  • Desktop computers