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Automation Risk Analysis

Will “Bone Picker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bone Picker” 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%

“Bone Picker” 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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles