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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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles