Promotions
Put bonus cost beside player response
Build a casino bonus cost analysis that connects the promotion, incentive ledger and player outcomes. Define the cost and return before drawing conclusions about campaign ROI.
AskDataAnalyticsPromotions / Incentive lifecycle
What did the promotion cost, and what did players do next?
Separate the value issued from the cost recognised in the review. Follow the eligible players into the same outcome window.
In AskData
The campaign review distinguishes spending, observed response and the comparison needed to assess incremental value.
The starting point
Campaign definitions, bonus ledgers and recipient activity often arrive in separate reports. Treating issued value as consumed cost overstates spending; different treatment of bonus play creates discrepancies between views.
Analytics puts the offer, incentive cost and player response into one review. AskData opens a question about the campaign and follows it into the relevant records.
The analysis workflow
Keep a stable campaign identifier, the offer terms, eligible population and applicable exclusions. Preserve assignment and actual exposure separately.
Trace issuance, redemption, consumption, expiry and reversal under the operator’s definitions.
Follow the same players through deposits, gameplay and defined economic value. Record overlapping offers and late-arriving transactions.
Use the planned holdout or the documented observational approach. Keep observed activity and estimated incremental effect distinct.
Connect the records
The same identifier should connect the offer definition with participation, costs and the selected follow-up period.
| Layer | Required records | Check |
|---|---|---|
| Offer | Campaign ID, eligibility, terms, dates and exclusions. | Population and assignment rules are reproducible. |
| Incentive | Issued, redeemed, consumed, expired and reversed events. | The cost measure reconciles to its source. |
| Player outcome | Defined value and activity over a fixed window. | Exposed and comparison groups use the same definitions. |
| Comparison | Assignment, exposure, other offers and missing records. | The conclusion matches the strength of the design. |
What this enables
Use the review to revise an offer, examine a specific player group or design the next campaign test. It also makes an accounting or data issue visible before it is mistaken for campaign performance.
The promotion measurement research explains why a comparison matters. Promotion analytics connects that method to the owner’s spending decision.
After implementation
Measure the completeness and reproducibility of the review. Any financial campaign effect needs its own credible comparison.
| Measure | How to check it |
|---|---|
| Incentive reconciliation | The difference between the campaign ledger and the analytical cost measure, with reasons documented. |
| Assignment coverage | The share of eligible players with a preserved assignment and known exposure state. |
| Review reproducibility | Whether another analyst can reproduce the result using the same population, window and cost definition. |
Tell us about your casino and the decisions you want to understand.