Goodwater Consumer Insights systematically tracks consumer behavior trends across hundreds of consumer technology apps and services. For our initial launch on May 9, 2017 (one day ahead of SNAP earnings), Insights highlights consumer trends for 4 large scale players – Snapchat, Facebook (including Instagram), Twitter and Pinterest. Over time, we will be publicly releasing our data for other companies such as Uber, Lyft, Spotify, Pandora, and many others. The data will be updated quarterly ahead of public company earnings announcements. There are 4 key components of Insights:

1) Customer Love Score: Our proprietary customer sentiment score provides a weekly score of where consumer sentiment for a service is trending. It answers simple questions such as “How satisfied is Snapchat’s user base?” and “How does Snapchat compare to Instagram?” We ingest thousands of public data sources and process them in real time to come up with our proxy for customer satisfaction. One key use is to show how customers react to key product changes (see below):

2) Sentiment word clouds: Our word clouds lay out how consumers most frequently describe a particular product with respect to positive and negative associations. We analyze customer reviews and conduct our own interviews and surveys to create with these word clouds. Positive sentiment phrases provide insight into how the product is used and which aspects of the product users love, while negative sentiment phrases surface common annoyances, feature requests, and responses to product changes. Snapchat’s word cloud highlights public resentment towards alleged comments Evan Spiegel made about India, while positive sentiment has consistently been about filters and social features of the app.

3) Survey Panel: Every quarter we launch a 3,000 person consumer survey across a diverse set of consumers representing all ages, demographics and geographies of the US. We systematically track the usage of hundreds of apps, market share changes between competing apps and increased (or decreased) usage of apps within key customer segments.  Surprisingly, Snapchat Stories lost market share to Instagram Stories over the past 6 months AND Facebook Stories (which launched in March of 2017) has quickly taken 12% share, likely engaging a large group of people who previously had not used Stories at all.4) Financial: The final section includes key financials that investors will be paying particular attention to ahead of quarterly earnings announcement. We publish not just historical data, but what “street” expectations are and if companies meet, beat or miss expectations. While there is limited data for Snapchat, we do see that analysts are expecting significant revenue growth as the company continues to be unprofitable.

Key financials for Snap

Why are we launching Goodwater Consumer Insights?

Transparency. Goodwater Consumer Insights seeks to provide value to the entrepreneurial and financial communities by broadly sharing a systematic way to track consumer sentiment. This is relevant both to an early stage company launching their first product and also a well-established incumbent that is trying to ward off competition. As a consumer technology focused firm, we strive to provide this support to entrepreneurs so they can systematically track how their product (and corporate) decisions impact the end user base, their most critical asset. By using Snapchat, Facebook, Twitter and Pinterest as prime case examples, we hope this way of measuring consumer sentiment will be a valuable resource to the entrepreneurial community, bridging between fundamental financial metrics and consumer-centric data points. We consistently find that startups that make consumer research a core competency have a great advantage in building products that consumer truly want and love.

This document is for general informational purposes only. This document does not constitute investment advice or any offer to provide investment advisory or investment management services. The information in this document should not be construed as any current or past endorsement, recommendation or sponsorship of any company or security by Goodwater Capital. This document does not constitute a solicitation, offer, opinion, or recommendation by Goodwater to buy or sell any security, or to provide legal, tax, accounting, or investment advice or services regarding the profitability or suitability of any security or other investment. At the time of issuance of this document, Goodwater did not hold any interest in the company discussed in this document. Please refer to our Terms of Use for more detailed information.