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Automation Risk Analysis

Will “Publications Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Publications 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%

“Publications 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

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

  • 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.

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

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

  • 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.

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles