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Automation Risk Analysis

Will “Mold Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Mold 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%

“Mold 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

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

  • 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.

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

  • 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.

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

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

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

  • 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.

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles