Customer satisfaction metrics are quantitative indicators that measure how well your products, services, and support experiences meet customer expectations.  The most widely used are NPS, CSAT, and CES, each of which answers a different business question. Most companies collect at least some satisfaction data. Very few use it in a way that actually changes how...

“Qualitative vs. quantitative data: Which one is better?” “What is the difference between the two?” “Which type of data will give the best result for my research?” These are the questions that come to mind whenever you undertake a research project.  Especially when you are involved in the data science or statistics field, it becomes...

Modern-day businesses are leaving no stone unturned to overcome the digital transformation challenges – thinking that it’s the only necessity for plausible results.  If you think the same, then you must reconsider your approach. The terms “Customer Retention” and “Customer Churn” should be on the exact same page. A general overview of customer retention statistics...

Customers do not leave because they are unhappy. They left because it was too hard to stay. That is the core insight behind Customer Effort Score, and it is one of the most underused levers in customer experience management today. Most teams are still chasing satisfaction scores and NPS while quietly losing customers at friction...

There are over 7.8 billion people on this blue planet, and still finding your ideal survey respondents can be a huge challenge.  The people who take your survey are really important. In most cases, the right survey participants can bring the difference between a successful survey and a not-so-successful one. Now, modern entrepreneurs love to...

Want to ensure a good Net Promoter Score for your business? Start by understanding the importance of personal recommendations in the decision-making process. Just as we turn to our friends and family for guidance when making life-changing decisions, customers rely on recommendations from others to decide whether to opt-in or opt-out of a brand. These...

To collect customer feedback is the systematic process of gathering, classifying, and acting on customer opinions and experiences at key moments in their journey. It turns assumptions into evidence and reactive firefighting into a growth strategy you can actually defend in a meeting. Most businesses collect some feedback. Very few do anything useful with it....