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Automation Risk Analysis

Will “Tablet Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tablet Tester” 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%

“Tablet Tester” 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.

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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles