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Automation Risk Analysis

Will “Piece Work Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Piece Work Inspector” 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%

“Piece Work Inspector” 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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles