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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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles