Data Test Analyst I

About the Company

Founded in 2005, 2K Games is a global video game company publishing titles developed by some of the most influential game development studios in the world. Our studios — Visual Concepts, Firaxis, Hangar 13, CatDaddy, Cloud Chamber, and HB Studios — are responsible for developing 2K's portfolio of world-class games across multiple platforms. Our portfolio spans today's most popular gaming genres, including sports, shooters, action, role-playing, strategy, casual, and family entertainment. Critically acclaimed franchises include NBA 2K, Battleborn, BioShock, Borderlands, The Darkness, Mafia, Sid Meier's Civilization, WWE 2K, and XCOM. 2K is headquartered in Novato, California and is a wholly owned label of Take-Two Interactive Software, Inc. (NASDAQ: TTWO).

About the Role

The Data Test Analyst I plays a vital role in ensuring the accuracy and reliability of game data. Working under the guidance of senior team members, the Data Test Analyst I assists in testing, validating, and analyzing data-driven features and systems within video games.

Responsibilities

• Assist in conducting thorough testing and validation of game data to ensure accuracy, consistency, and integrity across various platforms and environments.
• Support the development and execution of basic SQL queries to test game telemetry events and data outcomes.
• Learn and comprehend telemetry design and implementation and assist in identifying how new telemetry events impact existing game data.
• Collaborate with senior team members to develop and execute test plans tailored to specific data-related features and systems.
• Participate in regression testing processes to identify potential data anomalies or regressions caused by code changes or updates.
• Assist in analyzing game data to identify patterns, trends, and anomalies, providing actionable insights to senior team members and stakeholders.
• Document test cases, findings, and outcomes under the supervision of senior analysts.
• Contribute to generating reports to communicate test results effectively.
• Work closely with senior analysts, game developers, and other stakeholders to understand data requirements and ensure alignment with quality standards.
• Stay updated on emerging trends and best practices in data testing and the gaming industry to enhance your skills and knowledge.
• Act as a trusted advisor to senior leadership on Quality Assurance matters.

Core Competencies

• Behavioral:
  • Follows established protocols, independently resolves routine challenges, and proactively identifies and mitigates potential risks.
  • Provides clear, consistent updates on progress and blockers.
  • Communicates effectively across teams, ensuring alignment and surfacing potential risks early.
• Technical:
  • Skilled in Jira, TestRail, Confluence, and Databricks; proficient in managing standard workflows and using tools for routine tasks.
  • Working knowledge of SQL; able to create, execute, and manipulate data sets with proficiency, including advanced functions.
  • Understands and performs basic ETL functions with SQL queries; capable of troubleshooting workflows, debugging errors, and optimizing performance.
  • Proficient-level SQL with deep understanding of relational databases; experienced in handling complex ETL failures, performance issues, and scaling.
• Leadership:
  • Provides clear, timely updates to stakeholders on project status and risks.
  • Provides updates across teams and ensures dashboards accurately reflect project progress.
• Strategic Influence & Business Acumen:
  • Understands game development phases and can prioritize tasks within each cycle.
  • Proficient in streamlining processes and optimizing workflows across development stages.

Requirements

• 1–2 years of experience in data testing, quality assurance, or a related role (internship experience is acceptable).
• Strong communication skills in English, both written and verbal, to clearly document findings and provide feedback to level-appropriate audiences.
• Strong analytical skills, attention to detail, creative problem-solving skills, organizational abilities, and a sense of ownership over assigned duties.
• Positive attitude along with flexibility, dependability, and excellent interpersonal skills, including the ability to collaborate effectively within a team environment.
• Passion for video games and an understanding of gaming mechanics and player behaviors.

Technical Skills

• Basic proficiency in SQL and familiarity with scripting languages (e.g., Python).
• Understanding of data structures, databases, and data manipulation techniques.
• Exposure to data visualization tools such as Tableau or Power BI is a plus.

Physical Requirements

• Lift up to 20 lbs. unassisted or assisted occasionally.
• Stand, sit, and walk for prolonged periods of time.
• Move between three separate floors as needed.