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Automation Risk Analysis

Will “Hooker Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Hooker 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%

“Hooker 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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles