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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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles