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Automation Risk Analysis

Will “Knitting Supervisor” be Automated?

Historical Context: Oxford Study (2013)

Ranked #73 of 702. Estimated risk: 1.6%

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AI Exposure Risk

51%

“Knitting 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%

“Knitting 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

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

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

  • Evaluate employee performance.

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

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

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

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

  • Plan and develop new products and production processes.

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

  • 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.

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

  • Enforce safety and sanitation regulations.

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

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

  • Keep records of employees' attendance and hours worked.

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

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

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

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

  • Set up and adjust machines and equipment.

Technologies & Software

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

Alternative Job Titles