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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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles