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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles