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Automation Risk Analysis

Will “Measurer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Measurer” 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%

“Measurer” 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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

  • 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.

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

Technologies & Software

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

Alternative Job Titles