2023_TS_PP_Vinsensia Fresian Meiliana_29121204_Full Thesis.pdf
PUBLIC Open In Flip Book Yose Ali Rahman
E-commerce XYZ is an Indonesian omnichannel commerce company that have 3 types of products in its B2C business
line: trading, consignment, and marketplace. From January 2021 until October 2022, the company’s trading rice
category product sales generated a negative profit. Even though for the last several years e-commerce has been focused
on growth instead of profitability, the current economic environment is forcing e-commerce companies to focus on
profitability as well. For trading products, maximum profit can be achieved in two ways: selling products with a very
high margin but with less quantities or selling in large quantities but with a sub-optimal margin. Hence, the company
needs to find maximum profit that can be created by an optimal combination of price and quantity. To find the
maximum profit, the researcher first created a demand function by using Gradient Boosted for every product group
which is already grouped based on their Unit of Measurement. Next, to find the optimal price point that generates the
best profit, the researcher used heuristic method against each of the demand functions. This method resulted in an
increased profit up to 975% from the actual negative profit at 8.5 billion Rupiah. Although this model successfully
gave price recommendation which results in better profit, business context still needs to be added before this model
can be implemented in real life as well as finding other features that might affect the demand function.