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Automation Risk Analysis

Will “Rack Puncher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Rack Puncher” 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%

“Rack Puncher” 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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles