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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles