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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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

Technologies & Software

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

Alternative Job Titles