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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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles