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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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

  • 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.

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles