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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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles