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Automation Risk Analysis

Will “Record Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Record 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%

“Record 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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Alternative Job Titles