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A Change to Improve Video Game Player Retention: A/B Testing

Summary:

One of main goals of any game is to retain players. A common method of influencing player engagement and retention is the progression system. Progression systems, in general, help give players a sense of progression and completion of goals, which makes games more enjoyable. Within many games, a more specific progression feature known as a progression gate temporarily halts progress, encouraging players to take an action such as waiting, inviting friends, or making an in-app purchase. This, in turn, boosts the average lifetime value per player, a goal of any company building games. Here, we will see how changing when the progression gate occurs may impact retention metrics.

Methods:

  • A/B Testing of Binary & Continuous Variables:
    • Hypothesis Testing
      • $X^2$ test
      • Mann-Whitney U Test

Tools:

  • Python 3.13.3
    • pandas numpy scipy random matplotlib.pyplot
  • Kanaries AI
    • pygwalker

Full Report:

https://zesty-bubbler-a87.notion.site/A-Change-to-Improve-Video-Game-Player-Retention-A-B-Testing-2025-207537d1e6d9806e949acfbd369c2700?source=copy_link

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