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Automation Risk Analysis

Will “Paper Counter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Paper Counter” 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%

“Paper Counter” 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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

  • 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.

  • Position products, components, or parts for testing.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles