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Automation Risk Analysis

Will “Harness Puller” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Harness Puller” 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%

“Harness Puller” 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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles