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Sales prediction method and system

A forecasting method and forecasting system technology, applied in marketing, commerce, instruments, etc., can solve problems such as enterprise loss, low forecasting accuracy, and out-of-stock products, increase the dimension and data volume, improve forecasting results, and reduce capacity requirements Effect

Inactive Publication Date: 2019-03-19
哈步数据科技(上海)有限公司
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  • Abstract
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  • Claims
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AI Technical Summary

Problems solved by technology

[0004] The data dimension used in this prediction method is relatively single, and the accuracy of the prediction results is low
Due to the low prediction accuracy, the formulation of business goals is not scientific enough. In terms of inventory management, the low prediction accuracy will lead to a backlog of unsalable products or out-of-stock products, which will eventually cause losses to the enterprise.
[0005] At the same time, the existing methods rely too much on the experience and judgment of enterprise procurement personnel, which requires high procurement experience and judgment.
Moreover, the number of products sold by enterprises is generally more than 10,000, and procurement cannot accurately estimate the sales volume for each product one by one.

Method used

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Embodiment Construction

[0036] In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the specific implementation manners of the present invention will be described below with reference to the accompanying drawings. Obviously, the accompanying drawings in the following description are only some embodiments of the present invention, and those skilled in the art can also obtain other accompanying drawings based on these drawings and obtain other implementations.

[0037] In order to make the drawing concise, each drawing only schematically shows the parts related to the present invention, and they do not represent the actual structure of the product. In addition, to make the drawings concise and easy to understand, in some drawings, only one of the components having the same structure or function is schematically shown, or only one of them is marked. Herein, "a" not only means "only one", but also means "more than one".

[0038] The p...

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Abstract

The invention discloses a sales prediction method and system, and relates to the field of sales prediction, and the method comprises the steps: obtaining a predicted category and corresponding time information; obtaining corresponding feature data according to the predicted category and the corresponding time information; and inputting the feature data into a preset model combination correspondingto the predicted category, and predicting the sales volume of the predicted category in the time corresponding to the time information. According to the invention, the system is directly adopted to replace manpower to predict the sales volume, so that the capability requirement on purchasing personnel is reduced; and a computer system is adopted for prediction, so that the dimensions and the datavolume considered during prediction are greatly increased, and a foundation is laid for accurate prediction. In addition, the sales volume is predicted by using a multi-model combination, and the precision is greatly improved compared with prediction by using only one model. And each category has a corresponding preset model combination, so that the matching degree is better, and the prediction result of each category is further improved.

Description

technical field [0001] The invention relates to the field of sales forecast, in particular to a sales forecast method and system. Background technique [0002] When formulating business goals, retail enterprises need to estimate sales for a period of time in the future, that is, sales forecast; when managing inventory, they need to estimate sales for a period of time in the future, that is, sales forecast. [0003] The existing sales or sales forecast is mainly based on simple weighted calculations based on the historical data of the same period and the average value of recent data to obtain the forecast value for a period of time in the future, and subjective adjustments are made in combination with the experience and judgment of business personnel. [0004] The data dimension used in this prediction method is relatively single, and the accuracy of the prediction results is low. Due to the low forecasting accuracy, the formulation of business goals is not scientific enough...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q30/02
CPCG06Q30/0202
Inventor 高杨孙贤杰黄超
Owner 哈步数据科技(上海)有限公司
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