IEEE/ICACT20220017 Slide.16        [Big Slide]       Oral Presentation
The success rate S increases as еч increases, as previously shown. Here, we see that S ranges from 65.4% to 86.1%. When the semi-manual method of approaching customers was employed, there was a total of 34 successful upsells out of a total of 80 customers approached, giving a 34/80 = 42.5% success rate. Hence, the utilization of a predictive logistic regression model to predict customer upsell for any given value of еч dramatically improves the success rate that was achieved using the traditional semi-manual approach by at least 22.9%. The number of target customers selected for future approach for upsell is outlined in the last row of the table. We observe that this number decreases as  increases, since the number of predicted outcomes is decreased.

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