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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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles