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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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

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

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

  • 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.

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles