Март 15, 2017
We often get asked how Tenjin compares to analytics companies such as Mixpanel, Amplitude, deltaDNA, and others. The short answer is that the best way to describe those other analytics solutions is as product-centric tools, while Tenjin can best be categorized as a growth-centric tool.
What do we mean by product vs. growth analytics? Product-centric analytics tools are designed to help you iterate on your app by understanding how users interact with it, while growth-centric analytics solutions like Tenjin are designed to help you grow your app profitably by identifying and targeting high-value users.
How might you use a product-centric analytics tool? These tools are useful for answering such questions as “Which features do my users love the most?”, “How many of my users are completing my tutorial?”, or “Which A/B test got more people to convert to an IAP?” Basically, these tools are good for helping you understand your user’s journey once they are inside your app.
Tenjin, on the other hand, helps you understand the user journey starting one step earlier in their life cycle — during the acquisition stage. Because we know which ad campaign and publishing source drove each new user to download your app, our analytics are used to answer such questions as “Which ad sources drove my highest value users?”, “Which campaigns delivered the users with the longest retention?” and “Which ad sources provided the most purchasers?”
So now the question becomes one of which events developers should track with product-centric analytics tools and which events to track with us. Product analytics are great for things like funnel analysis and A/B testing, but Tenjin is better suited for calculating campaign ROI.
Let us look at this first from a perspective of the typical life cycle of an indie game.
Early in the development of a game, developers often focus on retention. They try to iterate their game so the UX gets better and better with each update. One way how to measure this progress is to look at weekly retention cohort numbers and see if the numbers improve.
This is what weekly retention cohort numbers looks like on the Tenjin retention dashboard with data from some of our internal apps we use:
These users, however, don’t come from nowhere. Usually, at this point, the indie dev is buying the installs in countries such as Philippines (with its low CPI), Australia or Canada. You might be spending a couple of hundred dollars to get a thousand (test) users per week or so. At this stage, getting insight into some of your growth data starts to become valuable. Let’s take another look at our retention dashboard, but now with the granularity of looking at specific campaigns.
Out of this view there’s a first type of insight you can get from looking at your growth data. You can start seeing which campaigns and channels perform best and therefore minimise your test budgets. For instance, you might look at the chart above and draw the conclusion that “Those Chartboost campaigns are looking good on day 2, with lots of retaining users compared to most of the other campaigns and channels.”
Typically, at this point, you start to get interested not only in driving app installs and retention, but also in what a valuable user does in your game or app. For instance, some of the examples of events you might want to track at this stage include things such as “Finished tutorial,” “Reached level 5,” or “Purchased a specific sword IPA.”
You can find that type of information in another view in the Tenjin dashboard, the custom event view:
You won’t find this type of data in your product-centric tools, but you can find it in Tenjin. So to answer the question around which events to track with Tenjin at this stage in a game’s development: we’d suggest tracking anything that adds value to your game, whether a certain level completion, a certain viral mechanic, or that super cool sword people can buy in level 7.
This was a post on what type of events you should think of tracking in Tenjin in your game’s soft launch before monetisation. We will come to what to do once you start working on monetisation in a later post.
Did we mention that Tenjin is free for indie devs at this stage (if you stay below 12M events per month)? To get started, visit https://www.tenjin.io/sign_up.