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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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles