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Automation Risk Analysis

Will “Dry Cleaning Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Dry Cleaning Checker” 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%

“Dry Cleaning Checker” 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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles