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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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles