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Automation Risk Analysis

Will “Sewing Machine Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Sewing Machine Tester” 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%

“Sewing Machine Tester” 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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

Alternative Job Titles