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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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • 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.

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles