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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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

  • 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.

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

Technologies & Software

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

Alternative Job Titles