Demand forecasting of spare parts through machine learning

A parts distributor uses machine learning to improve the accuracy of demand forecasting, increasing parts availability and reducing lost sales by 50 %.


Increase forecast accuracy at all sales locations and for the most important product groups


Increase in parts availability (service level)

Targeted control of stock turnover


Reduction of lost sales by 50%


A dealer of construction machinery spare parts would like to forecast the demand quantities for its products in the next few months at various locations in order to stock its warehouses according to demand.


Relevant predictive indicators were identified from internal data (e.g. historical demand quantities, product master data, master data on sales locations, ...) and external data sources (weather and economic data). With the help of a machine learning algorithm, the demand for spare parts at all locations for the next 12 months can be predicted more accurately than was previously possible.


The increased forecasting accuracy means that retailers can manage their warehouses more efficiently. The added business value is reflected in key figures such as parts availability (service level), stock turnover and reduction of lost sales by avoiding empty warehouses.

Are you interested in your own use cases?


An automotive company would like to visualise various market-specific data in order to create a Competitive analysis for the US market.


There will be a interactive and Flexible application, including of different maps with two different views implemented.


Relevant markets are identifies, analyses and visualises. The dealer or the respective sales department have the possibility to compare the direct competition with their own product and to visualise the relevant data.

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