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Automation Risk Analysis

Will “Balance Truer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Balance Truer” 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%

“Balance Truer” 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles