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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

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles