5 Ways to Analyze Customer Satisfaction for the Best Satisfaction Decision

5 Ways to Analyze Customer Satisfaction for the Best Satisfaction Decision

To make the best satisfaction decision, you must analyze customer satisfaction in two ways – transactional and cumulative. Here are some of the main ways to analyze customer satisfaction:


A model for customer satisfaction can help you determine what makes customers happy or dissatisfied. In customer satisfaction research, data are collected over time, which makes incorporating a time-series component in the model a natural extension of current practice. Time-series cross-sectional modeling incorporates both across-unit and across-time variation in the data. Moreover, time-series models can help you find out the underlying causes of customer dissatisfaction.


In the past, researchers have sought to determine the validity of different types of measurement tools, including patient ratings of their satisfaction with decision-making processes. This has led to the development of a variety of scales that measure decision-making processes, from the satisfaction of patients with a medical professional to patient satisfaction with their doctor. This study has provided preliminary evidence for the validity and reliability of a patient-rated satisfaction scale. The scale was previously validated only for cancer patients, but has since been used in mental health populations.

Gap analysis

If you have a customer survey, you may want to perform a gap analysis to determine if your products or services meet their customers’ needs. This method is based on a 5-point scale, and the gap between the satisfaction and importance measures is the difference between the two. In other words, if a customer does not feel satisfied with a certain attribute, they should take action. But if the customer is satisfied, they do not need to take action. A narrower gap indicates a better balance.

Effects on attitude change

We can define attitude in many ways, based on a variety of theories and research. Ajzen defined attitude as a degree of appraisal or evaluation of a particular object or situation. Although this definition does not fully capture our understanding of attitudes, it is still helpful in identifying how they change over time. This article focuses on the role of 미라클모닝 satisfaction in attitude change and how it influences satisfaction decisions. It also includes a discussion of whether the degree of satisfaction a person feels with a certain item or service is related to how quickly he will change an attitude.

Behavior intention

This study examined whether the destination image influenced satisfaction and behavioral intention. The results suggest that the latter do not significantly influence each other. The authors also note that they did not find any differences in response of either sex group. Although they found some differences, the results do not indicate that the destination image is important. However, it does indicate that the satisfaction level does matter. It is worth mentioning that the satisfaction level explains some of the variation observed in response.