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Automation Risk Analysis

Will “Harness Puller” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Harness Puller” 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%

“Harness Puller” 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

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

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

  • 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.

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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  • Hardness testers
  • Creep and stress relaxation testers
  • Digital voltmeters DVM
  • Printed circuit board PCB testers
  • Force transducers
  • Color spectrometers
  • Return loss calibrator RLC passive component testers
  • Linear or mixed signal equipment
  • Penetrant flaw detectors
  • Pin gauges
  • Pi tapes
  • Eddy current flaw detectors
  • Frequency counters
  • Plug gauges
  • Magnetic induction acceleration instruments
  • Depth gauges
  • Vibration and shaker systems
  • Gloss meters
  • Signal generators
  • Measuring microscopes
  • Digital resistance thermometers
  • Hydraulic lifts
  • Optical gauges
  • Mass flow leak testers
  • Industrial bench scales
  • Height gauges
  • Multimeters
  • Impact toughness testers
  • Sampling oscilloscopes
  • Accelerometers
  • Overhead cranes
  • Verisurf 3Dgage
  • Verisurf CMM Master
  • Resistivity meters
  • Verisurf Master3DGage
  • Resonance acceleration instruments
  • Plotters
  • Continuity testers
  • Personal computers
  • Backplane testers
  • Resistance meters
  • Shear testers
  • Frequency meters
  • Sorting machines
  • Capacitive acceleration instruments
  • Null-balance acceleration instruments
  • Direct current DC power testers
  • Holographic interferometers
  • Shock testers
  • Laser thickness gauges
  • Magnetic particle flaw detectors
  • Digital resistance meters
  • Manufacturing defect analyzers MDA
  • Impact hammers
  • In-circuit testers
  • Strain gauges
  • Metallurgical microscopes
  • Compression testers
  • Power meters
  • Function generators
  • Piezoelectric acceleration instruments
  • Hydraulic pumps
  • Eddy current probes
  • Forklifts
  • Utrasonic flaw detectors
  • Digital multimeters
  • Optical comparators
  • Fatigue testers
  • Environmental chambers
  • Calorimetric leak testers
  • Ductility testers
  • Thread gauges
  • Radiographic flaw detectors
  • Laser shearography flaw detectors
  • Bit error rate testers BERT
  • Logic test systems
  • Beta gauges
  • Moisture meters
  • Hipot testers
  • Pulse generators
  • Conductivity meters
  • Bubble leak testers
  • Calipers
  • Tensile testers
  • Micrometers
  • Viscometers
  • Coordinate measuring machines CMM
  • Ammeters

Alternative Job Titles