Predictive Data Inputs
All data that Predictable ingests to train models and score the target population.
Known Customers
All customers in client universe
COLUMN NAME | TYPE | DEFINITION |
---|---|---|
CUSTOMER_ID | VARCHAR | unique customer identifier |
Transaction Events
All transaction events with relevant discount and spend data. This table should be at the transaction level – one row per transaction. For transactions with multiple products purchased, pass product SKUs in an array in the product column.
COLUMN NAME | TYPE | DEFINITION |
---|---|---|
CUSTOMER_ID | VARCHAR | unique customer identifier |
PURCHASE_DATETIME | NUMBER | unix timestamp in seconds of when transaction event occurred |
DISCOUNT_CODE | VARCHAR | discount code, if anything, used on purchase |
SPEND | FLOAT | total amount of spend in a transaction |
PRODUCT_COLUMN | VARCHAR | comma separated array of each product purchased in a specific transaction |
Messaging Engagement Events
Email and SMS event engagement.
COLUMN NAME | TYPE | DEFINITION |
---|---|---|
CUSTOMER_ID | VARCHAR | unique customer identifier |
DATE_EMAIL_SENT | NUMBER | unix timestamp in seconds of when message was sent |
CAMPAIGN_NAME | VARCHAR | name of the campaign associated with the message |
CLICKED_FLAG | INT | 1=message was clicked, 0 message was not clicked |
UNSUB_FLAG | INT | 1=indicates an unsubscribe event, 0=all other events |
MESSAGE_TYPE | VARCHAR | type of message sent (SMS, email, etc.) |
Web / Other Engagement Events
Site, app, and all other engagement types. This data source is optional but will maximize the predictive power of the models if available.
COLUMN NAME | TYPE | DEFINITION |
---|---|---|
CUSTOMER_ID | VARCHAR | unique customer identifier |
DATETIME | NUMBER | unix timestamp in seconds of when interaction occured |
INTERACTION_TYPE | VARCHAR | type of interaction (page view, add to cart, etc.) |
UTM_CAMPAIGN | VARCHAR | UTM campaign parameter associated with event |
UTM_MEDIUM | VARCHAR | UTM medium parameter associated with event |
UTM_SOURCE | VARCHAR | UTM source parameter associated with event |