Google Analytics-Driven Game Development by Example

Published August 01, 2015 by Tobiasz Siemi?ski, posted by sortris
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Hi there. A few months ago my friend and I performed something like a gamedev experiment. It was 'just create a trashy game, update it as frequently as possible and make it better based on users' and Google Analytics' feedback'. We didn't want to spend 6 months on developing another game that will get stuck among thousands ofother games on Google Play. Moreover, we didn't have as much as 6 months. It was more like a quick execution of a half-witted idea. We wanted our game to evolve based on the user feedback and our conclusions.

The Beginning - version 1.0

So, what was the idea for the game? Every time I had a browse in Google Play I wondered how a game about tapping an egg can become so popular. 'Over 5 million downloads of a simple tapping app. What is going on here?!' - I asked myself. RyydrRG.png s9YNuy5.png The game average rating was 3.0 and people were still downloading it. Apparently, the rating does not matter... You can clearly see that for Google Play the number of downloads is more important than the rating. This game is the first search result for the 'egg' keyword. So the idea was: Let's make a simple egg tapping game as fast as possible. Ingredients: free music, 50% of free graphics, 50% graphics made by my friend, 5 hours of programming, 2 hours of making screens and putting the game on Google Play and here we go: Pet Baby Egg. nATnIWg.gif Every time you tap the egg, you get closer to obtaining another pet. The next levels obviously become more and more difficult. 2rrKb7b.gif The only challenge for the player was to collect all pets, nothing more. Boooooring.Now let's take a look at some stats. DtgIAQW.png Damn, somebody has actually downloaded it! :D giWBbDX.png 611 sessions in 2 weeks. No marketing. Just keywords and the game. Only 46.2% of returning visitors means that after a month or two, nobody will play this game anymore. xAtq1zP.png The average session lasted only 3:03. First conclusions: Let's try to interest the player. Let's give more content to get a longer session duration. So when a player gets a new pet, why not let him take care of it?

First pet care - version 1.1

We added basic tamagotchi features: a kitchen to feed the pet, a fun room to play ball with it and a bedroom for sleeping. Moreover, a player could earn money by playing with his pet and by tapping the egg. There was also a shop to spend the earned money on food. It took us maybe a week to implement some new graphics and some new code in our spare time. This is what we got: nutUfRw.gif And after 7 days of version 1.1 being available in the Google Play Store we had the following stats: fssPVvO.png The number of new installations increased by around 20%! m5bBu6J.png Returning visitiors ratio grew to almost 52%! 4VoP39j.png And... the average session duration almost doubled! That made sense! So it was time to draw more conclusions: There were a bunch of game events. We knew exactly what users did in the game. NOS4eYU.png We analyzed the top events from the game and we came up with these results: the most popular event is 'touching the ball' (thanks to the physics engine that made it fun for the player). The users got 1 coin for 1 tap on the ball or the egg. But we were surprised by how few users bought balls in the shop. Our conclusion was that they didn't know how to earn money. They play ball with their pets but they don't know that it earns them money.

Earning money more visible - version 1.15

Before 2rrKb7b.gif After cOHoz4a.gif Before Lpg7BKV.gif After fe8INYe.gif The effect: In the 1.15 version there was over twice as much (6.77% to 14.99%) events related to buying balls! ZGBEyWg.png Ok, let's add more stuff.

Advanced care - version 1.2

It took more than a week to implement it but we added special indicators to show the levels of hunger, happiness and energy. Our goal was to engage the users more to take care of their pet or to return to the game more often. Playing ball with the pet also became more interactive as it could now play with us! jYGTFfr.gif The Effect: Over 57% of returning players. 5.5% more than in the previous 1.1 version! Tbh4KGV.png The average session duration grew to 7:22 and that is a 142% boost in comparison with the version 1.0 (3:03) and a 24% growth in relation to the version 1.1 (5:56)! 0cFkmbC.png

More content and a mini game to earn coins! - version 1.3

OK. We had a simple pet care simulator, but we wanted to add more items to be available for purchase. They became expensive (there was inflation in our small game because we didn't pay enough attention to economy in the game). For example, we made wallpaper available to be put in one of the rooms for 5000 coins. We thought we had to introduce a new way to earn more money so we implemented a mini game that made it possible. 1o4qcFI.gif The mini game made it possible to earn up to 500-1000 coins in a 1-2 minute gameplay. What was the effect? 1Bjcx3i.png The retention growth up to 70.5%! It is 13% more than in version 1.2! It was definitely worth implementing.

More stuff and features - version 1.5

In this version we fixed some bugs and added more items and features to the game. It was the last update we made to this game. iTKhApi.gif YSUxnn9.gif The effect: pOnp5F8.png The average session duration increased to 8:20 which is a 273% growth compared with the starting point from version 1.0!

Summary

  1. By adding more content to the game we got more retention (from 46.2% to 70.5%).
  2. By adding more content to the game we got longer average session duration (from 3:03 to 8:20).
  3. We do not only gather the Google Analytics events but we also analyze them!
We don't encourage you to make a poor game and update it, because in the long run it is not cost-effective. But we strongly encourage you to use Google Analytics and analyze the data you get!

Article Update Log

27 July 2015: Initial release 30 July 2015: Removed bad word 17 August 2015: Added author's Twitter profile link
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Comments

LoneDwarf

Great job. Have you monetized it?

July 29, 2015 01:43 PM
sortris

Thanks.
Yes, we monetized it. We included AdMob from the beginning: Interstitial every one minute (only if you change the scenes) and banner on the bottom of the screen.

From the version 1.35 we added also a reward ad from UnityAds network. A one button showing after minigame that allow you to double your coins earned in the race.

Number of players and revenue is not high at the time. This is rather our monthly pocket money. For example, we have almost no revenue from UnityAds and helpdesk says that number of daily ad views is too low.

July 29, 2015 01:58 PM
Eck

Some previous "analytics" articles seem like shameless plugs for their video games, but this article explains what you analyze, why you do it, and what you do in response. Very informative. Thanks for taking the time to write this up. It looks like Google has a plugin for Unity too, so that's pretty awesome.

https://developers.google.com/analytics/devguides/collection/unity/v3/devguide

July 29, 2015 02:11 PM
Dave Hunt

Very informative article. I could have done without the "Holy ****", but otherwise good job!

July 30, 2015 03:05 AM
sortris

Very informative article. I could have done without the "Holy ****", but otherwise good job!

You are right, it was not appropriate. I removed it. Thanks. smile.png

July 30, 2015 09:59 AM
Z3TA

The overview of users look interesting.

Could you make a screen-shot with the user overview of all versions!?

August 16, 2015 05:44 PM
sortris

The overview of users look interesting.

Could you make a screen-shot with the user overview of all versions!?

Thanks. Unfortunately Google Analytics allows to put only 4 versions on the one diagram (in the article I mentioned 6 versions). So the data don't look good on it. If you want more, please ask me in private message. I will share it with you.

August 17, 2015 11:44 AM
Gintas Zenevskis
Nice! How did you get your first players without any marketing? What was play store position for keyword that players found your game with?
August 19, 2015 07:22 AM
sortris

Nice! How did you get your first players without any marketing? What was play store position for keyword that players found your game with?

We got our all users only from positioning in the store. For, as far as I remember, 'tamago' phrase our game was at around 80 position and that was all. :) We also didn't focus much on creating the app description.

August 19, 2015 10:53 AM
hoggypX

great job, guys

August 01, 2016 12:23 PM
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