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Automation Risk Analysis

Will “Fresh Work Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Fresh Work 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%

“Fresh Work 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

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

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles