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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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles