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Automation Risk Analysis

Will “Harness Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Harness Inspector” 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 Inspector” 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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles