Mobile Gaming Use Cases/Data ScienceData Scientist

Do players exposed to more than 3 toxic chat messages per session show D7 retention rates at least 8 percentage points lower than unexposed players?

Quantify the causal impact of toxic in-game chat exposure on player retention using propensity score matching to control for player skill and tenure

Metrics & KPIs

D7 retention ratetoxicity exposure countATE estimatepropensity score balance

Required Data

Chat logstoxicity classifier scoressession dataretention eventsplayer attributes

Data Sources

TelemetryData Warehouse

Works with tools like

MixpanelAmplitudeGameAnalyticsFirebase AnalyticsdeltaDNASnowflakeBigQueryRedshiftDatabricksClickHouse

How Bruin answers this

Bruin

Bruin AI Data Analyst

Do players exposed to more than 3 toxic chat messages per session show D7 retention rates at least 8 percentage points lower than unexposed players?

Bruin connects to your Telemetry, Data Warehouse and runs the analysis automatically.

It tracks D7 retention rate, toxicity exposure count, ATE estimate and delivers the answer in seconds, in Slack, Discord, Teams, Google Chat, WhatsApp, Telegram, email, or your browser.

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