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Automation Risk Analysis

Will “Baseball Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Baseball 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%

“Baseball 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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

  • Compute usable amounts of items in shipments.

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

  • 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.

Technologies & Software

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

Alternative Job Titles