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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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles