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Automation Risk Analysis

Will “Pick Up Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Pick Up Operator” 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%

“Pick Up Operator” 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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

  • 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.

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles