Mobile Gaming Use Cases/Data ScienceData Scientist

How many matches does it take for a new player's Elo rating to stabilize within 50 points of their true skill, and does calibration take more than 25 matches?

Evaluate the speed of matchmaking rating convergence to minimize unfair matches during calibration

Metrics & KPIs

Matches to convergencerating volatility during calibrationconvergence accuracysmurf detection rate

Required Data

Match resultsElo rating historycalibration phase markersskill estimates

Data Sources

Data WarehouseTelemetry

Works with tools like

SnowflakeBigQueryRedshiftDatabricksClickHouseMixpanelAmplitudeGameAnalyticsFirebase AnalyticsdeltaDNA

How Bruin answers this

Bruin

Bruin AI Data Analyst

How many matches does it take for a new player's Elo rating to stabilize within 50 points of their true skill, and does calibration take more than 25 matches?

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

It tracks Matches to convergence, rating volatility during calibration, convergence accuracy and delivers the answer in seconds, in Slack, Discord, Teams, Google Chat, WhatsApp, Telegram, email, or your browser.

Bruin for mobile gaming

Use cases across every team in your studio, from monetisation to LiveOps, product to engineering. One AI that speaks your data.

Ads Monetization ManagerC-LevelCRM / Lifecycle ManagerData ScientistEconomy DesignerEngineeringFinance / FP&AGame DesignerLiveOps ManagerPlayer Support / CommunityProduct ManagerQA EngineerUA Manager

Get this answer in seconds

Connect your data, ask the question, get the answer. No SQL needed.