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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

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

  • 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.

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles