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Automation Risk Analysis

Will “Computer Game Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Computer Game 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%

“Computer Game 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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles