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Automation Risk Analysis

Will “Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Checker” 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%

“Checker” 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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles