Partnerships Partner Engagement Operational

Training Completion

Training Completion: Percentage of partners completing required training.

Formula

Training Completion = Partners completing training / Partners enrolled × 100

Computable definition

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

count_distinct(field.partner_id where field.training_completed = true) / count_distinct(field.partner_id)

Unit: percent (the formula yields an unscaled ratio)

Notes: Denominator is partners enrolled in required training.

Data requirements

Grain: End-of-month snapshot · Frequency: Monthly · Aggregation: snapshot (month) · Staged: no · Main source: Partner Management.

Field	Dataset	Type
`partner_id`	partner	string
`snapshot_date`	partner	date
`training_completed`	partner	boolean

Example SQL (Postgres)

SELECT (CAST((SELECT COUNT(DISTINCT partner_id) FROM partner WHERE snapshot_date = :period_end AND training_completed = TRUE) AS DOUBLE PRECISION) / NULLIF((SELECT COUNT(DISTINCT partner_id) FROM partner WHERE snapshot_date = :period_end), 0)) AS training_completion

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

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