Onboarding Engagement Metrics Operational

Session Attendance Rate

Session Attendance Rate: Percentage of scheduled onboarding sessions attended.

Formula

Attendance Rate = Sessions attended / Sessions scheduled × 100

Computable definition

The canonical formula in the GASP formula grammar. The MCP server compiles it to SQL over the datasets listed below.

count(field.onboarding_session_date where field.attendees > 0) / count(field.onboarding_session_date)

Unit: percent (the formula yields an unscaled ratio)

Notes: A session counts as attended when at least one attendee is recorded.

Data requirements

Grain: Per event, aggregate monthly · Frequency: Daily · Aggregation: aggregate (month) · Staged: no · Main source: CS Platform.

Field	Dataset	Type
`attendees`	onboarding_session	integer
`onboarding_session_date`	onboarding_session	date

Example SQL (Postgres)

SELECT (CAST((SELECT COUNT(onboarding_session_date) FROM onboarding_session WHERE onboarding_session_date >= :period_start AND onboarding_session_date <= :period_end AND attendees > 0) AS DOUBLE PRECISION) / NULLIF((SELECT COUNT(onboarding_session_date) FROM onboarding_session WHERE onboarding_session_date >= :period_start AND onboarding_session_date <= :period_end), 0)) AS session_attendance_rate

From an agent: with the GASP MCP server, call lookup_metric({ "name": "Session Attendance Rate" }) or generate_query({ "metric": "Session Attendance Rate", "adapter": "<your adapter JSON>" }).

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