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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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles