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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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

Technologies & Software

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

Alternative Job Titles