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Automation Risk Analysis

Will “Hardness Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Hardness 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%

“Hardness 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles