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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

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

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

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

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

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

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

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

  • Enforce safety and sanitation regulations.

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

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

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

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

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

  • Set up and adjust machines and equipment.

  • Keep records of employees' attendance and hours worked.

  • Plan and develop new products and production processes.

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

  • 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.

  • Evaluate employee performance.

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

Technologies & Software

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

Alternative Job Titles