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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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles