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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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

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

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

  • 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.

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

  • 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.

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles