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Automation Risk Analysis

Will “Dry Goods Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Dry Goods 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%

“Dry Goods 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

  • 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.

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles