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Automation Risk Analysis

Will “Scale Balancer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Scale Balancer” 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%

“Scale Balancer” 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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles