Responsibilities
- Working directly with game developers using a consultative approach, continuously advising on analytics, through all stages of the game development process: design, development, testing, launch, and beyond
- Using your background in data mining, machine learning, and statistical models to extract useful information and turn it into insights that can help us improve our players’ experiences
- Building next generation analytics data solutions using new technologies and methodsDevelopment and analysis of complex data using statistical models to support existing games
- Performing a wide range of analysis to provide meaningful and actionable insight to improve the quality and commercial effectiveness of games
- Creating analytical models to understand player and weapon balancing, heatmaps, player engagement, retention, and social activity.
Skills/Experience Required
- Strong interest in modern console games (PS4, PS Vita, PS3, Xbox One, Xbox 360)
- Strong analytical and problem solving skills
- Expert skills in data mining, machine learning, and predictive modelling (classification, clustering, regression, anomaly detection, supervised learning, structured prediction, etc.)
- Solid experience in applications of data science in customer behaviour (collaborative filtering, personalisation, customer scoring, customer segmentation, text analytics, etc.)
- Expert skills in statistical and modelling tools (R, Python)
- Experience in building data models to support analysis
- Experience in data manipulation (SQL, Spark, MapReduce)
- Experience with analytic databases (Redshift, Vertica, Netezza)
- Excellent verbal and written communication skills in English
- The ability to communicate the results of your analyses in a clear and effective manner to any level of the organisation.
- Friendly, open, engaging work style with a desire to share experiences and skills with teammates
- The ability to establish and build long-term close working relationships with game studios and other teams
- The capacity to act in a discreet and confidential manne
- Ability to manage and work with ambiguity to reach a successful outcome
- Solid background in statistics and mathematics
- MS or PhD in mathematics, statistics, data mining, econometrics, or a related field with a strong quantitative element
Skills/Experience Preferred
- Experience in the game industry and/or game design
- Experience in dealing with large datasets
- Experience in using Amazon Web Services (EC2, EMR, Redshift, etc.)
- Experience in data visualization tools (Tableau, Looker, MicroStrategy)
- Experience in software development (Scala, Python, Java, Go)
- Fluency in written and spoken Japanese
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