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Automation Risk Analysis

Will “Reject Opener” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Reject Opener” 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%

“Reject Opener” 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.

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles