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Automation Risk Analysis

Will “Force-Variation Equipment Tender” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Force-Variation Equipment Tender” 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 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Force-Variation Equipment Tender” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Notify supervisors or other personnel of production problems.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Collect or select samples for testing or for use as models.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Analyze test data, making computations as necessary, to determine test results.

  • Compute usable amounts of items in shipments.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Compute defect percentages or averages, using formulas and calculators.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

Technologies & Software

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  • Minitab
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  • Cybermetrics GAGETrak
  • Label inspection systems
  • Microsoft Word
  • Design of experiments DOE software
  • FileMaker Pro
  • Statistical process control SPC data collection devices
  • Gemini (Google)
  • Qwen (Alibaba)
  • Structured query language SQL
  • Kimi (Moonshot AI)
  • Microsoft Office software
  • Tolerance analysis software
  • SAP software
  • Computer assisted design software
  • Data analysis software
  • Verisurf Metrology
  • Microsoft Excel
  • Sight Machine AI
  • DeepSeek
  • ABB AI Robotics
  • R
  • Mistral (Mistral AI)
  • Atlassian JIRA
  • Apache Pig
  • Microsoft PowerPoint
  • Coordinate measuring machine software
  • Microsoft Visio
  • Microsoft Outlook
  • Rockwell Automation AI
  • Apache Hive
  • Inspection marking systems
  • The MathWorks MATLAB
  • Selenium
  • Dassault Systemes CATIA
  • Grok (xAI)
  • Dassault Systemes SolidWorks
  • Autodesk AutoCAD
  • Llama (Meta)
  • IBM Lotus Notes
  • Wilcox Associates PC-DMIS Inspection Planner
  • Siemens Industrial AI
  • Medical condition coding software
  • Mastercam Design
  • Microsoft Access
  • Computer-aided inspection software
  • ChatGPT (OpenAI)
  • Database software
  • Impact toughness testers
  • Resistivity meters
  • Plotters
  • Continuity testers
  • Eddy current probes
  • Logic test systems
  • Personal computers
  • Linear or mixed signal equipment
  • Vibration and shaker systems
  • Height gauges
  • Viscometers
  • Null-balance acceleration instruments
  • Pi tapes
  • Moisture meters
  • Ammeters
  • Beta gauges
  • Thread gauges
  • Calorimetric leak testers
  • Coordinate measuring machines CMM
  • Accelerometers
  • Depth gauges
  • Holographic interferometers
  • Measuring microscopes
  • Sampling oscilloscopes
  • Bubble leak testers
  • Digital resistance thermometers
  • Hydraulic pumps
  • Impact hammers
  • Metallurgical microscopes
  • Conductivity meters
  • Radiographic flaw detectors
  • Fatigue testers
  • Plug gauges
  • Utrasonic flaw detectors
  • Compression testers
  • Laser shearography flaw detectors
  • In-circuit testers
  • Shock testers
  • Digital resistance meters
  • Force transducers
  • Function generators
  • Eddy current flaw detectors
  • Piezoelectric acceleration instruments
  • Penetrant flaw detectors
  • Frequency counters
  • Return loss calibrator RLC passive component testers
  • Digital multimeters
  • Frequency meters
  • Industrial bench scales
  • Multimeters
  • Direct current DC power testers
  • Creep and stress relaxation testers
  • Sorting machines
  • Strain gauges
  • Laser thickness gauges
  • Printed circuit board PCB testers
  • Gloss meters
  • Backplane testers
  • Verisurf 3Dgage
  • Mass flow leak testers
  • Hardness testers
  • Optical gauges
  • Magnetic particle flaw detectors
  • Power meters
  • Resistance meters
  • Digital voltmeters DVM
  • Signal generators
  • Verisurf CMM Master
  • Calipers
  • Manufacturing defect analyzers MDA
  • Optical comparators
  • Resonance acceleration instruments
  • Pin gauges
  • Capacitive acceleration instruments
  • Hipot testers
  • Forklifts
  • Hydraulic lifts
  • Overhead cranes
  • Tensile testers
  • Pulse generators
  • Bit error rate testers BERT
  • Magnetic induction acceleration instruments
  • Ductility testers
  • Verisurf Master3DGage
  • Color spectrometers
  • Micrometers
  • Environmental chambers
  • Shear testers

Alternative Job Titles