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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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles