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Automation Risk Analysis

Will “Toy Assembly Supervisor” be Automated?

Historical Context: Oxford Study (2013)

Ranked #73 of 702. Estimated risk: 1.6%

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AI Exposure Risk

51%

“Toy Assembly Supervisor” 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 51% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

52%

“Toy Assembly Supervisor” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 52% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For First-Line Supervisors of Production and Operating Workers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Directly supervise and coordinate the activities of production and operating workers, such as inspectors, precision workers, machine setters and operators, assemblers, fabricators, and plant and system operators. Excludes team or work leaders.

Avg. Annual Salary $74,540
Avg. Hourly Wage $35.84
Available Jobs (US) 685,140
Job Title & Hierarchy Code (SOC) First-Line Supervisors of Production and Operating Workers #51-1011
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “First-Line Supervisors of Production and Operating Workers”

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Core Skills & Abilities

  • Recommend or implement measures to motivate employees and to improve production methods, equipment performance, product quality, or efficiency.

  • Inspect materials, products, or equipment to detect defects or malfunctions.

  • Maintain operations data, such as time, production, and cost records, and prepare management reports of production results.

  • Confer with management or subordinates to resolve worker problems, complaints, or grievances.

  • Recommend or execute personnel actions, such as hirings, evaluations, or promotions.

  • Set up and adjust machines and equipment.

  • Interpret specifications, blueprints, job orders, and company policies and procedures for workers.

  • Direct and coordinate the activities of employees engaged in the production or processing of goods, such as inspectors, machine setters, or fabricators.

  • Calculate labor and equipment requirements and production specifications, using standard formulas.

  • Requisition materials, supplies, equipment parts, or repair services.

  • Evaluate employee performance.

  • Conduct employee training in equipment operations or work and safety procedures, or assign employee training to experienced workers.

  • Plan and establish work schedules, assignments, and production sequences to meet production goals.

  • Keep records of employees' attendance and hours worked.

  • Determine standards, budgets, production goals, and rates, based on company policies, equipment and labor availability, and workloads.

  • Confer with other supervisors to coordinate operations and activities within or between departments.

  • Enforce safety and sanitation regulations.

  • Read and analyze charts, work orders, production schedules, and other records and reports to determine production requirements and to evaluate current production estimates and outputs.

  • Plan and develop new products and production processes.

  • Observe work and monitor gauges, dials, and other indicators to ensure that operators conform to production or processing standards.

Technologies & Software

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  • Work Technology WorkTech Time
  • Resource planning software
  • Intacct ERP
  • Cognex Vision AI
  • Microsoft SharePoint
  • GHG Clockwise
  • Capterra Enterprise Resource Planning
  • Rockwell Automation AI
  • Epicor Vantage ERP
  • Materials management software
  • DeepSeek
  • Microsoft Exchange
  • Microsoft PowerPoint
  • Microsoft Project
  • Sight Machine AI
  • ChatGPT (OpenAI)
  • Microsoft Total Quality Control Management
  • Microsoft Access
  • Minitab
  • IBM Notes
  • Apple Safari
  • Exact MAX
  • Microsoft Excel
  • SAP Business One
  • Kimi (Moonshot AI)
  • Giraffe Production Systems Giraffe Schedule System
  • HCSS HeavyJob
  • Mozilla Firefox
  • Microsoft Office software
  • Bowen & Groves M1 ERP
  • Llama (Meta)
  • Mistral (Mistral AI)
  • Word processing software
  • Total quality management TQM software
  • Operational databases
  • Email software
  • Google Chrome
  • Microsoft Internet Explorer
  • Encompix ERP
  • Kronos Workforce Timekeeper
  • Technology Group International Enterprise 21 ERP
  • SYSPRO business software
  • Gemini (Google)
  • Supervisory control and data acquisition SCADA software
  • Oracle JD Edwards EnterpriseOne
  • Autodesk AutoCAD
  • Microsoft Outlook
  • Delphi Technology
  • QA Software QMS Materials Management
  • Computer aided manufacturing CAM software
  • Nova (Amazon)
  • Aptean Made2Manage
  • Extensible markup language XML
  • Microsoft Word
  • Qwen (Alibaba)
  • ABB AI Robotics
  • Integrated materials management systems
  • Database software
  • Grok (xAI)
  • Timekeeping software
  • Retain Resource Planning
  • Computer aided design CAD software
  • SAP software
  • Inventory management software
  • Epicor Vista ERP
  • Spreadsheet software
  • Claude (Anthropic)
  • Respirators
  • Laser scanners
  • Safety shoes
  • Notebook computers
  • Personal computers
  • Desktop computers
  • Operator terminals
  • Safety glasses
  • Personal protective clothing
  • Hard hats
  • Laser printers

Alternative Job Titles