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Assumptions

One of the major changes that has been done is the addition of clarification points between the two existing models. They both use data, and the misalignments in the way they were used before has been removed. Now they are using data in exactly the same way, so you define one date for both models, and then you define how it works.

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LEARN MORE: To learn more about the models, click here.

Data sets

Errors that would occur between the different data sets have also been addressed and fixed in the Paper Plane update. For example, we have the transaction data and the stock data, which are typically from different sources and may be updated at different intervals.

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In the new release, the models communicate with each other to determine the number of periods you can predict. For example, if you select another model that only fetches data for the next two weeks, you will not be able to make a mistake because it directly fetches the relevant data for that model.

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Optimization engine

One of the main changes is that we have improved the way we prioritize optimization for revenue or profits.

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We position the objectives based on the simulation results and then run the optimization. It's a two-step process that happens behind the scenes, but it helps us balance revenue and profits better. There haven't been many changes to the parameters we define, so we can still set price increase/decrease thresholds, boundaries for competitor prices, and stock coverage targets based on the type of product. The channel reference and average difference also remained the same.

Dashboard 

We still have the same impact dashboard with charts, but we have added additional metrics to make it easier for users to review and check the outputs.

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