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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

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles