Methods and apparatus to determine the effects of trade promotions on subsequent sales
View Patent ↗Example methods and apparatus to determine the effects of trade promotions on subsequent sales are disclosed. A disclosed example method includes determining a plurality of decremental effect factors, each corresponding to a respective one of a plurality of weeks, wherein at least some of the decremental effect factors are indicative of a downward trend in sales of a product that was under a promotion condition during a first one of the plurality of weeks. The example method also includes determining a plurality of decremental effect terms, each decremental effect term equal to the product of a corresponding coefficient multiplied by a corresponding one of the decremental effect factors, and determining a pantry loading effect term based on the plurality of decremental effect terms. Further, the example method includes determining a pantry loading incremental sub-volume based on the pantry loading effect term, and generating a report including the pantry loading incremental sub-volume.
1. A computer implemented method of determining and reporting on a pantry loading effect on sales of a product under a promotion, comprising:
calculating, with a pre-model generator, a plurality of lift terms, each lift term indicative of a lag effect during a plurality of weeks and calculated by dividing the log of sales of the product during the promotion by sales of the product absent the promotion;
retrieving, with a base driver data generator, a plurality of decremental effect factors, each corresponding to a respective one of the plurality of weeks, wherein at least some of the decremental effect factors are indicative of a downward trend in sales of the product that was under the promotion during a first one of the plurality of weeks, and wherein the plurality of decremental effect factors include the plurality of lift terms;
determining, with a scoring processor, a plurality of decremental effect terms, each decremental effect term calculated by multiplying a corresponding coefficient by a corresponding one of the plurality of decremental effect factors, wherein the plurality of decremental effect terms include LIFT store-UPC coefficient terms, each of which is calculated by multiplying a corresponding store-UPC coefficient term by a corresponding one of the plurality of lift terms;
determining, with the scoring processor, a pantry loading effect term by summing the LIFT store-UPC coefficient terms;
determining, with an incremental driver data generator, a pantry loading incremental sub-volume based on the pantry loading effect term; and
generating a report including the pantry loading incremental sub-volume.
2. A method as defined in claim 1 , further comprising determining the plurality of decremental effect factors and terms when at least one of a temporary price reduction of the product has been detected or a promotion of the product has been detected.
3. A method as defined in claim 2 , wherein the temporary price reduction has been detected when the price of the product is below a threshold price.
4. A method as defined in claim 1 , wherein the plurality of decremental effect factors are associated with the sales of the product within a single store.
5. A method as defined in claim 1 , wherein at least one of the plurality of decremental effect factors is equal to zero when an actual sales volume of the product for the week corresponding to the at least one of the plurality of decremental effect factors is greater than zero and the actual sales volume is greater than a base units sales volume.
6. A method as defined in claim 5 , wherein the base units sales volume is representative of the sales volume for the product that would have occurred during the week corresponding to the at least one of the plurality of decremental effect factors absent the trade promotion during the first one of the plurality of weeks.
7. An apparatus to determine a pantry loading effect on sales of a product under a promotion, comprising:
a pre-model generator to calculate a plurality of lift terms, each lift term indicative of a lag effect during a plurality of weeks and calculated by dividing the log of sales of the product during the promotion by sales of the product absent the promotion;
a base driver data generator to retrieve a plurality of decremental effect factors, each factor corresponding to a respective one of the plurality of weeks during the promotion for the product, wherein the plurality of decremental effect factors include the plurality of lift terms;
a scoring processor to calculate a plurality of decremental effect terms, each decremental effect term calculated by multiplying a corresponding coefficient by a corresponding one of the plurality of decremental effect factors, wherein the plurality of decremental effect terms include LIFT store-UPC coefficient terms, each of which is calculated by multiplying a corresponding store-UPC coefficient term by a corresponding one of the plurality of lift terms;
the scoring processor further to calculate a pantry loading effect term by summing the LIFT store-UPC coefficient terms;
and
an incremental driver data generator to calculate a pantry loading incremental sub-volume based on the pantry loading effect term.
8. An apparatus as defined in claim 7 , further comprising a baseline volume manager to identify a downward trend in sales of the product based on the plurality of decremental effect factors, the product under the promotion condition during a first one of the plurality of weeks.
9. A tangible machine readable storage medium, excluding propagating signals, comprising instructions to determine and report on a pantry loading effect on sales of a product under a promotion, which, when executed, the instructions cause a machine to at least:
calculate a plurality of lift terms, each lift term indicative of a lag effect during a plurality of weeks and calculated by dividing the log of sales of the product during the promotion by sales of the product absent the promotion;
retrieve a plurality of decremental effect factors, each corresponding to a respective one of the plurality of weeks, wherein at least some of the decremental effect factors are indicative of a downward trend in sales of the product that was under the promotion during a first one of the plurality of weeks, and wherein the plurality of decremental effect factors include the plurality of lift terms;
determine a plurality of decremental effect terms, each decremental effect term calculated by multiplying a corresponding coefficient by a corresponding one of the plurality of decremental effect factors, wherein the plurality of decremental effect terms include LIFT store-UPC coefficient terms, each of which is calculated by multiplying a corresponding store-UPC coefficient term by a corresponding one of the plurality of lift terms;
determine a pantry loading effect term by summing the LIFT store-UPC coefficient terms;
determine a pantry loading incremental sub-volume based on the pantry loading effect term; and
generate a report including the pantry loading incremental sub-volume.
10. A tangible machine readable storage medium as defined in claim 9 , wherein the instructions, when executed, cause the machine to determine the plurality of decremental effect factors and terms when at least one of a temporary price reduction of the product has been detected or a promotion of the product has been detected.
11. A tangible machine readable storage medium as defined in claim 9 , wherein the instructions, when executed, cause the machine to associate the plurality of decremental effect factors with the sales of the product within a single store.