These skills do not affect the main grade but show the breadth of your profile.
AI Coding Assistants
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Uses ChatGPT/Claude for assistance with writing test cases and bug reports. Formulates simple prompts for generating test scenarios, reviews and edits AI responses.
Applies AI assistants to accelerate QA tasks: test data generation, crash log analysis, creating test scripts. Critically evaluates AI outputs for game-specific errors.
Defines AI usage strategy for QA department. Builds prompt libraries for typical QA tasks, evaluates ROI of AI tools, establishes usage guidelines.
Uses GitHub Copilot for test code autocompletion. Accepts suggestions for typical assertions, test setup/teardown blocks. Verifies generated code for correctness.
Effectively applies Copilot for writing automated tests: generating page objects, test data builders, mock objects. Guides generation through comments and naming conventions.
Defines Copilot adoption strategy for QA automation team. Establishes usage best practices, evaluates impact on productivity and test code quality.
Algorithms & Data Structures
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Understands basic algorithms and their complexity (O-notation) for evaluating game system performance. Recognizes potential performance issues from suboptimal algorithms in code.
Applies algorithm knowledge for analyzing performance bugs: identifies O(n²) operations in game loops, finds bottlenecks in pathfinding, sorting. Evaluates algorithmic complexity of backend logic.
Defines algorithmic review standards for QA team. Establishes approaches for testing scalability: load scenarios, stress testing for matchmaking, leaderboards, inventory.
Understands basic data structures (arrays, hash tables, trees) for analyzing game systems. Uses knowledge for formulating more precise bug reports about data issues.
Applies data structure knowledge for testing save/load systems, inventories, skill trees. Understands JSON/XML/protobuf game data formats, tests data integrity and migration.
Defines approaches to data integrity testing at studio level. Establishes strategy for testing data migration between game versions, implements automated data validation pipeline.
API Management
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Documents QA processes: test plans, bug report templates, test case documentation. Writes testing guides.
Creates QA documentation: test strategy documents, automation framework guides, reporting templates.
Defines documentation standards: mandatory test docs, review process, knowledge management.
Application Security
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Understands security for game QA: tests auth flows, cheat prevention, input validation. Verifies basic security requirements.
Tests game security: cheat detection, packet manipulation, memory exploitation. Automates security testing.
Defines security testing standards: mandatory security tests, anti-cheat validation, vulnerability response.
Verifies secure coding in games: tests input validation, auth flows, data encryption. Validates security requirements.
Tests game security: SQL injection, XSS in web components, secure API usage. Automates security scanning.
Defines security testing standards: mandatory security tests, vulnerability management, security review process.
Benchmarking
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Uses basic profiling tools: Unity Profiler, Unreal Insights, PIX for Windows. Takes profiles in problematic scenes, captures screenshots of results for bug reports.
Systematically profiles games: CPU profiling (hot functions, GC pressure), GPU profiling (draw calls, shader complexity), memory profiling (allocations, fragmentation). Interprets flame charts.
Defines profiling strategy for QA department. Implements continuous profiling in CI, establishes dashboards for trend tracking, trains team in profile interpretation.
Shapes enterprise profiling and benchmarking methodology. Defines profiling standards for different engines and platforms, integrates with performance prediction models.
Caching
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Tests Redis in game context: checks cache consistency, session data, leaderboard data. Validates cache invalidation.
Automates Redis testing: cache behavior validation, TTL testing, failover testing. Checks data consistency after restarts.
Defines Redis testing standards: cache testing requirements, performance benchmarks, reliability testing.
CI/CD
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Understands basic GitHub Actions for game QA: running automated test workflows for game builds, reading CI logs for test failures and build issues, understanding pipeline status for release readiness. Follows team conventions for game QA CI integration.
Independently creates GitHub Actions workflows for game QA: configures automated test execution for game builds, implements test reporting and artifact collection steps, automates build distribution for QA testing. Manages game QA CI pipeline configurations.
Defines DevOps strategy for game QA: establishes CI/CD standards for game quality gates, implements platform engineering approaches for test automation infrastructure, drives adoption of continuous testing practices in game development pipelines.
Defines organizational DevOps strategy for game quality: designs internal platform for game build and test automation at scale, shapes quality engineering culture through continuous testing practices, evaluates game QA infrastructure approaches at organizational level.
Clean Code & Refactoring
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Understands basic code quality principles for reading and analyzing test scripts. Follows coding conventions when writing automated tests, uses meaningful variable and function names.
Applies code quality principles when developing automated tests: DRY, KISS, page object pattern. Uses linters (ESLint, pylint) for test code, maintains test suite readability.
Defines code quality standards for QA automation team. Implements code review process for test code, establishes quality metrics (test coverage, flakiness rate, maintenance cost).
Cloud Providers
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Works with AWS for QA: tests game services on AWS (GameLift, DynamoDB). Sets up test environments in cloud.
Automates QA in AWS: cloud test environments, load testing infrastructure, automated deployment verification.
Defines cloud QA standards: test environment provisioning, cost management, infrastructure requirements.
Code Review
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Participates in code review of test scripts as a reviewer. Checks basic aspects: assertion correctness, code readability, presence of comments. Leaves constructive feedback.
Conducts code review of automated tests and test utilities. Checks test isolation, correctness of wait/retry logic, proper test data management. Identifies potential flaky tests.
Defines code review process for QA automation team. Establishes review checklist, implements automated review tools (SonarQube), trains junior engineers in review practices.
Concurrency & Parallelism
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Understands async for game QA: tests real-time game events, async matchmaking, network callbacks. Handles async test assertions.
Tests async game systems: multiplayer synchronization, server-client event flow, async game state updates.
Defines async testing standards: patterns for testing real-time systems, timing tolerance, async assertion guidelines.
Understands multithreading for game QA: tests concurrent game sessions, parallel test execution. Identifies race conditions.
Tests concurrent game systems: multiplayer synchronization, parallel game state, thread safety. Automates concurrency tests.
Defines concurrency testing standards: mandatory thread safety tests, parallel test policies, race condition detection requirements.
E2E Testing
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Runs simple Selenium tests for web versions of games and game portals. Understands basic locators (id, class, xpath), writes tests for authorization and navigation.
Develops Selenium automated tests for game studio web tools: admin panel, analytics dashboard, item shop. Applies explicit waits, page object pattern for stable tests.
Defines web automation strategy for QA department. Implements Playwright/Cypress as alternative to Selenium for modern web components, establishes hybrid approach.
Game Design
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Tests basic economic mechanics: buying/selling items, earning currency for quests, crafting costs. Checks balance for obvious exploit opportunities.
Systematically tests game economy: currency flows, sink/source balance, marketplace mechanics. Checks edge cases: currency overflow, negative balance, item duplication.
Defines economy QA standards for the studio. Implements automated economy simulation, establishes metrics framework for balance evaluation (Gini coefficient, inflation rate).
Game Infrastructure
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Verifies basic analytics events in the game: installation tracking, sessions, progression. Checks correctness of event sending to analytics backend (Firebase, GameAnalytics).
Tests full analytics pipeline: validates event schema, checks data accuracy in dashboards, tests funnel tracking. Identifies missing events and incorrect parameters.
Defines analytics QA standards for the studio. Implements automated event coverage tracking, establishes data quality metrics, coordinates with analytics team on dashboard validation.
Game Platforms
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Tests mobile games on basic devices: checks installation, launch, touch input, orientation. Finds bugs with UI scale, safe area, notch/punch-hole compatibility.
Systematically tests mobile games: device fragmentation (50+ devices), thermal throttling, battery drain, interrupts (calls, notifications). Tests IAP flow and store compliance.
Defines mobile QA standards for the studio. Implements automated device testing pipeline, establishes device tier matrix, coordinates store review compliance (App Store, Google Play).
Tests games on PC and consoles: checks launch, basic graphics settings, controller input. Knows basic TRC/TCR/Lotcheck requirements for PlayStation, Xbox, Nintendo Switch.
Systematically tests PC/console builds: hardware compatibility (GPU vendors, driver versions), controller remapping, HDR, achievements/trophies. Conducts pre-certification checks.
Defines platform QA standards for the studio. Manages certification process for 3+ platforms, builds relationships with first-party QA teams, optimizes submission timeline.
Shapes enterprise platform QA methodology for multiplatform publisher. Defines certification standards for all major platforms, including cloud gaming (GeForce NOW, xCloud).
Tests web games in major browsers: Chrome, Firefox, Safari, Edge. Checks loading, input, rendering. Finds bugs specific to WebGL/WebGPU, audio autoplay restrictions.
Systematically tests web games: cross-browser compatibility, performance across different GPUs, memory limits in browser, touch support for mobile browsers. Tests PWA functionality.
Defines web game QA standards for the studio. Implements automated browser testing pipeline, establishes browser support matrix, coordinates with web platform team.
Game Programming
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Tests basic game AI behavior: NPC pathfinding, enemy reactions, patrol routes. Finds bugs when AI gets stuck, walks through walls or doesn't react to the player.
Systematically tests AI systems: behaviour trees, state machines, utility AI. Checks AI difficulty scaling, companion AI, enemy group tactics. Creates test scenarios for edge cases.
Defines AI QA standards for the studio. Implements automated AI validation pipeline, establishes approaches for testing procedural AI content and adaptive difficulty systems.
Tests basic character animations: idle, walk, run, jump, attack. Finds bugs with blending, T-pose, floating, clothing and weapon clipping with character body.
Systematically tests animation systems: state machine transitions, IK (inverse kinematics), animation blending. Checks animation events (footsteps, VFX triggers) for synchronization.
Defines animation QA standards for the studio. Implements automated animation validation pipeline, establishes checklist for each animation state, coordinates with art team.
Tests basic game audio: SFX playback, music, voice lines. Finds bugs: missing sounds, clipping, incorrect volume, non-working audio triggers.
Systematically tests audio systems: 3D spatialization, occlusion, reverb zones, dynamic mixing. Checks audio middleware (Wwise, FMOD) for correct parameters and transitions.
Defines audio QA standards for the studio. Implements automated audio regression testing, establishes audio compliance checklist for platform certification (Dolby Atmos, 3D Audio).
Tests basic network interaction: server connection, matchmaking, ping display. Checks behavior on disconnect/reconnect, timeout and high latency (200ms+).
Systematically tests networking: packet loss simulation, jitter, bandwidth limitations via Network Link Conditioner/clumsy. Checks state synchronization between clients.
Defines network QA standards for the studio. Implements automated network testing lab with programmable network impairment, establishes certification criteria for online modes.
Shapes enterprise network QA methodology for online game portfolio. Defines netcode testing standards, integrates with global server infrastructure testing.
Game QA
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Tests basic localization: checks translations in UI, finds untranslated strings, text overflow in interface elements. Tests on 2-3 languages using checklist.
Systematically tests localization: checks all languages (10+) for completeness, context accuracy, formatting (dates, numbers, currencies). Tests RTL languages (Arabic, Hebrew).
Defines localization QA standards for the studio. Implements continuous localization testing, establishes quality metrics (LQA score), manages localization QA budget and timelines.
Git & Workflows
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Uses basic Git commands for working with test repositories: clone, pull, push, commit. Creates branches for test scripts, works with merge requests following team guidelines.
Applies advanced Git practices: rebase, cherry-pick, stash for managing test code. Resolves merge conflicts in test files, uses git bisect for finding regressions.
Defines Git workflow for QA automation team. Implements mono-repo approach for test frameworks, establishes branching strategy synchronized with game development branches.
GraphQL
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Understands GraphQL for game QA: tests GraphQL endpoints for game services, query validation. Uses GraphQL playground.
Tests game GraphQL: query complexity testing, mutation validation, subscription testing. Automates GraphQL API tests.
Defines GraphQL testing standards: schema validation requirements, performance testing, security policies.
Integration Testing
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Understands basics of integration testing for game subsystem interactions. Writes simple tests verifying asset loading, scene transitions, and server-client data synchronization. Follows team testing guidelines for game engine module integration validation.
Independently designs integration tests for game client-server synchronization and cross-system gameplay flows. Applies contract testing for matchmaking and leaderboard API boundaries. Integrates automated playtest scenarios into CI/CD build pipelines.
Defines testing strategy at product level. Establishes quality assurance standards. Implements shift-left testing culture.
Defines organizational QA strategy. Shapes quality engineering culture. Implements platform solutions for testing.
Kubernetes & Orchestration
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Understands Kubernetes for QA: tests containerized game services, verifies deployments. Uses kubectl for test verification.
Tests in Kubernetes: game service deployment validation, scaling testing, health check verification. Automates K8s testing.
Defines K8s testing standards: deployment validation, scaling requirements, reliability testing policies.
Logging
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Understands basic structured logging for game QA: reading game server logs for bug reproduction, understanding log levels for filtering gameplay events, basic log queries for identifying crash patterns. Follows team conventions for analyzing game logs during test sessions.
Configures structured logging for game QA workflows: implements log-based test result tracking for game sessions, creates dashboards for game stability metrics, sets up alerts for crash rate thresholds. Analyzes game incidents using correlated server and client logs.
Defines observability strategy for game QA operations: establishes SLO-based approach for game stability and performance monitoring, coordinates game incident management across QA and development teams, optimizes MTTD/MTTR for game-breaking issues through improved detection workflows.
Defines organizational observability strategy. Implements platform solutions. Shapes reliability culture. Defines enterprise SLO framework.
Metrics & Monitoring
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Works with Prometheus/Grafana for QA: monitors game server metrics, tracks performance during tests.
Creates QA dashboards: game performance metrics, test execution monitoring, build quality tracking.
Defines QA monitoring standards: performance tracking requirements, quality dashboards, alerting policies.
Networking
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Understands networking for game QA: tests latency, packet loss simulation, network conditions. Uses network emulation tools.
Tests game networking: multiplayer connectivity, reconnection handling, bandwidth optimization. Simulates various network conditions.
Defines network testing standards: latency requirements, connectivity testing, network resilience policies.
OOP & Design Patterns
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Applies patterns in game QA: Page Object, Test Data Builder, Fixture patterns. Organizes test code using patterns.
Uses QA patterns: Strategy for multi-platform testing, Observer for event monitoring, Factory for test data generation.
Defines QA design patterns: test framework patterns catalog, code review criteria, architectural guidelines.
Applies OOP in test automation: Page Object pattern, test class hierarchy, encapsulated test data. Organizes test code.
Uses OOP for test frameworks: abstract base test classes, strategy pattern for test scenarios, builder for test data.
Defines OOP standards for QA: test code architecture, design patterns, code organization guidelines.
Performance Testing
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Runs basic load tests for game server using prepared scripts. Monitors response time and error rate during tests, records results in report.
Develops load test scenarios for game backend: login storms, matchmaking peaks, in-game economy spikes. Uses Gatling/k6/Locust for simulating 1000+ concurrent users.
Defines load testing standards for the studio. Implements continuous load testing in CI/CD, establishes performance baselines and SLAs for each game service.
Prompt Engineering
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Crafts basic prompts for AI tools in QA context: generating test cases, formulating bug reports, creating test data. Iteratively improves formulations.
Develops structured prompts for game QA tasks: few-shot examples for bug classification, chain-of-thought for crash log analysis. Uses system prompts for context.
Defines prompt engineering strategy for QA department. Builds prompt library for all QA processes, implements prompt versioning and A/B testing for optimization.
Relational Databases
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Works with PostgreSQL for QA: checks game data integrity, validates database states after tests. Writes SQL for test verification.
Tests game database: data consistency validation, migration testing, performance queries. Automates database assertions.
Defines database testing standards: mandatory data tests, migration review, performance requirements.
REST API
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Understands REST API for game QA: tests backend API of game services, verifies endpoints for leaderboards, inventory, matchmaking.
Tests game REST API: automates API testing for game backends, validates data contracts, tests error handling.
Defines API testing standards: mandatory API tests, performance budgets for game endpoints, contract testing requirements.
System Design
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Understands basic game system architecture: client-server model, game loop, main subsystems (rendering, physics, networking). Uses knowledge for more effective testing.
Applies system design knowledge for testing: understands ECS, event systems, state machines in game logic context. Tests subsystem interactions and edge cases.
Defines approaches to architecture-aware testing for QA team. Establishes guidelines for testing various architectural patterns: ECS, microservices, event-driven.
Test Strategy
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Understands TDD/BDD fundamentals for game testing: writing test scenarios in Given/When/Then format, basic unit test concepts for game logic, and test-first approach for deterministic game systems. Follows team guidelines for BDD scenarios in gameplay feature testing.
Applies TDD/BDD for game feature testing: writes comprehensive BDD scenarios for gameplay mechanics, implements automated tests for game balance and progression systems, and uses property-based testing for randomized game elements. Integrates BDD scenarios with game CI pipelines. Covers edge cases in multiplayer interactions and state transitions.
Defines testing strategy at product level. Establishes quality assurance standards. Implements shift-left testing culture.
Defines organizational QA strategy. Shapes quality engineering culture. Implements platform solutions for testing.
Unit Testing
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Understands unit testing principles and reads existing tests in game codebase. Writes simple unit tests for test utilities and helper functions in QA framework.
Develops unit tests for test libraries and automation utilities. Applies mocking for test isolation, uses NUnit/xUnit for Unity or GoogleTest for C++ projects.
Defines unit testing standards for QA automation code. Establishes coverage targets, implements mutation testing for test quality assessment, trains team in TDD practices.
Understands basic unit testing concepts for game QA: test case structure for game mechanics, reproducible bug verification tests, gameplay scenario assertions. Follows team practices for automated smoke tests and regression test organization.
Independently writes unit tests for game systems: automated test cases for game mechanics, reproducible test scenarios for physics/AI behavior, regression tests for balance changes. Integrates game tests into CI/CD and covers edge cases for multiplayer state synchronization.
Defines testing strategy at product level for game projects: automated gameplay test standards, performance regression testing governance, multiplayer testing frameworks. Establishes shift-left testing culture with automated quality gates for game builds and content updates.
Defines organizational QA strategy for game development: enterprise game testing standards, cross-title test automation governance, quality engineering frameworks for live service games. Implements platform-wide testing solutions for game build reliability and content validation.