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Automation Risk Analysis

Will “Weight Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Weight Tester” 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%

“Weight Tester” 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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles