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

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

  • Keep records of employees' attendance and hours worked.

  • Plan and develop new products and production processes.

  • 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.

  • Enforce safety and sanitation regulations.

  • 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.

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

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

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

  • Set up and adjust machines and equipment.

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

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

  • Evaluate employee performance.

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

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

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

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

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

Alternative Job Titles