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7 Steps to Product Roadmap Success
Learn how to fight feature creep, deliver the right value, and translate vision into action. Let us help you revitalize your product roadmap today, and help make 2021 your year.
Request a Demo
We tailor each demo to your specific business needs. See it for yourself and contact us today!
Thanks for reaching out! While you wait for confirmation from an Apptentive team member, you may find these free resources to be of interest:
Guide
View resourceGuide
7 Steps to Product Roadmap Success
Learn how to fight feature creep, deliver the right value, and translate vision into action. Let us help you revitalize your product roadmap today, and help make 2021 your year.
Mobile Marketing
How to Measure Mobile Customer Sentiment: 2020 Benchmarks
Today’s marketers and product managers have the power to reveal new fans, at-risk consumers, and shifts in emotion from customer experience over time in order to gauge sentiment. With this level of unique data from ongoing interactions—both online and onsite—brands can respond faster to revenue opportunities and build loyalty, while enhancing their own first-party data.
This post outlines how to gather, measure, and act on mobile customer sentiment based on data from our just-released 2020 Mobile App Engagement Benchmark Report.
How to gather mobile customer sentiment
Apptentive’s Love Dialog feature is used to gather the data, which starts with a simple “yes” or “no” question: “Do you love our brand?”
In 2019, 94% of all consumers who were prompted by a Love Dialog responded “Yes” or “No” rather than closing out of the prompt. On iOS, the number was even higher at 97%, compared to 87% of consumers on Android. The Love Dialog garners such high response rates primarily because of its simplicity. People are willing to answer short, simple questions and share feedback when they’re proactively asked for it at the right mobile moment.


How to measure expressed mobile customer sentiment
There is a new standard for measuring mobile customer sentiment and emotion through in-app customer voice and feedback initiatives, which is looking at what Apptentive calls “emotion data.” We capture emotion data through Fan Signals™, which allows your brand to measure expressed sentiment across time and touchpoints, helping you identify when sentiment has shifted and why—down to individual customer IDs.
In measuring expressed sentiment, we segment customers into four categories:
- New or Repeat Fans: Customers who have expressed positive emotion for the first time by answering “Yes,” or who have expressed positive emotion at least twice in a row.
- New or Repeat Risks: Customers who have expressed negative emotion for the first time by answering “No,” or who have expressed negative emotion at least twice in a row.
- Fans Shifted to Risks: Customers whose expressed emotion has shifted from positive to negative, or from Fan to Risk.
- Risks Shifted to Fans: Customers whose expressed emotion has shifted from negative to positive, or from Risk to Fan.
In 2019, the average number of New or Repeat Fans was 60% (iOS 58%, Android 65%). The average number of New or Repeat Risks was 31% (iOS 32%, Android 28%). On average, 5% of Fans shifted to Risks (iOS 5%, Android 3%) and 4% of Risks shifted to Fans (iOS 5%, Android 3%).

What does this data tell us?
There are various reasons why expressed mobile customer sentiment shifts.
Shifted Fans are typically validation that you’ve improved your customer experience or made a positive change to your in-app experience. Shifted Risks are the opposite and tend to show that you’ve made a negative change to your offerings or customer experience that people aren’t happy with.

If a customer is consistent in their expressed sentiment, that also calls for a certain type of action. For example, if the customer is consistently a Fan who has not shifted, your brand’s job is to help turn them into advocates. Again, the converse is true: if the customer is consistently unhappy, your brand needs to take dramatic action to keep them as a customer or you are in danger of losing them to a competitor.
It’s your turn
Most product leaders believe they measure emotion and sentiment when in reality, the metrics they rely on don’t tell a complete customer story. And measuring and acting on mobile customer sentiment correctly is critical to customer experience success. In order to measure sentiment correctly, you must also capture and understand the emotions that drive it; you can’t have one without the other.
We hope the data above serves as a benchmark for you to evaluate your app’s current performance and strategy. Of course, we’d love to help if you’re missing the mark.