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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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles