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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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles