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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

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

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

  • Position products, components, or parts for testing.

  • 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.

  • 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.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles