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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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles