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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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles