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Trend-factored RFM scores to improve campaign performance

a campaign performance and trend factoring technology, applied in the field of consumer behavior forecasting, can solve the problems of ineffective, costly and wasteful undirected advertising

Inactive Publication Date: 2015-02-12
IBM CORP
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Benefits of technology

The present invention provides a method, computer software product, and system for calculating a trend factor in recency, frequency, and monetary scores. This is done by assigning recency, frequency, and monetary values to groups of contacts, and then generating trend factors based on the monetary values and timestamps of transactions for each contact. These trend factors are then applied to adjust the recency, frequency, and monetary scores for each contact. The technical effect of this invention is to provide a more accurate measure of the value of each contact's influence on the sales process, based on their recency, frequency, and monetary scores.

Problems solved by technology

Undirected advertizing can be ineffective, costly and wasteful, therefore campaigns benefit from efforts that identify distinguishable groups that are most likely to respond positively to marketing solicitations.

Method used

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  • Trend-factored RFM scores to improve campaign performance
  • Trend-factored RFM scores to improve campaign performance
  • Trend-factored RFM scores to improve campaign performance

Examples

Experimental program
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Embodiment Construction

[0010]Embodiments of the present invention recognize that similar RFM scores may result from different and even diverging contact data. Contacts may be customers making purchases, donors making donations, or responders to other solicitation or advertising. For example, the two contacts may be customers that both make purchases each week and have a most-current purchase date of five days previous to the current date. Both customers may have spent the same monetary amount on purchases over the last six months ($2400, for example). Both customers have the same recency (five days ago), the same frequency (twenty four purchases in the last six months) and the same monetary value ($2400), expended during the six month time period. Based on the data, the RFM score for both customers is the same implying that both customers would have similar response rates to a sales campaign promoting products purchased by both customers.

[0011]However, further analysis of the customer data indicates that ...

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PUM

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Abstract

A computer determines an RFM score for each of a plurality of contacts, each RFM score comprising a recency score, a frequency score and a monetary score respectively based on assigning recency values, frequency values, and monetary values of the plurality of contacts to groups. The computer generates trend factors, wherein the trend factors are based on the monetary values and timestamps of each of a plurality of transactions for each contact of the plurality of contacts. The computer generates a mean trend factor, based on the trend factors generated for each of the plurality of transactions for each contact of the plurality of contacts, and determines, by one or more processors, a trend adjusted RFM (tRFM) score based on applying the mean trend factor to at least one of the recency score, the frequency score, and the monetary score, for each contact of the plurality of contacts.

Description

BACKGROUND OF THE INVENTION[0001]The present invention relates generally to the field of consumer behavior forecasting, and more particularly to improving the effectiveness of response to solicitations.[0002]Marketing campaigns are used to focus sales or solicitation efforts and improve desired results. A marketing campaign uses organized activities to promote a product or a specific result through the use of different mediums, typically using various types of advertizing. Undirected advertizing can be ineffective, costly and wasteful, therefore campaigns benefit from efforts that identify distinguishable groups that are most likely to respond positively to marketing solicitations.[0003]Commercial solicitations, whether for traditional sales, direct sales or for contributions, make use of marketing techniques to identify contact sets having higher probability of responding. All forms of marketing carry a cost-benefit ratio, and determining the appropriate target audience for the mar...

Claims

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Application Information

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IPC IPC(8): G06Q30/02
CPCG06Q30/0202
Inventor SEWAK, MOHIT
Owner IBM CORP