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Tag Archives | customer metrics

Development of the Customer Sentiment Index: Reliability, Validity and Usefulness

This is Part 3 of a series on the Development of the Customer Sentiment Index (see introduction, Part 1 and Part 2). The CSI measures the degree to which customers hold positive/negative attitude about your company/brand. The CSI is based on a single survey question that asks customers to use the best word to describe the company/brand. This […]

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Development of the Customer Sentiment Index: Measuring Customers' Attitudes

This is Part 1 of a series on the Development of the Customer Sentiment Index (see introduction here). The CSI assesses the degree to which customers possess a positive or negative attitude about you. This post covers the measurement of customers' attitudes and the development of empirically-derived sentiment lexicons. I was invited to give a talk at the Sentiment […]

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The Hidden Bias in Customer Metrics

Business leaders understand how their business is performing by monitoring different metrics. Metrics are essentially a summary all the data (yes, even Big Data) into a score. Metrics include new customer growth rate, number of sales and employee satisfaction, to name a few. Your hope is that these scores tell you something useful. There are a few ways to […]

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Estimating Other "Likelihood to Recommend" Metrics from Your Net Promoter Score (NPS)

In the realm of customer experience management, businesses can employ different summary metrics of customer feedback ratings. That is, the same set of data can be summarized in different ways. Popular summary metrics include mean scores, net scores and customer segment percentages. Prior analysis of different likelihood to recommend metrics reveal, however, that they are highly […]

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