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How to boost your ASO
with data analytics
Few words about me
2 years experience in ASO
Working at Gamesture
Optimizing mobile games:
● Questland
● Fablehood
Combining data with ASO
Agenda
Pre-analytics (I) Post-analytics (III)
Real-time
analytics (II)
(I) Analyzing keyword KPIs for ASO purposes
(II) Using your own resources to boost conversion and revenue
(III) Correlation between UA & Similar Apps
ASO & data analytics help you with:
● making the right decisions
● predicting some app store behavior
● targeting the right audience
● improving KPIs
● investing budget the right way
● minimizing the risk of bad attempts
● reinforcing opinions & negating
false assumptions
Correlation between UA & Similar Apps
Post-analytics (III)
Scope & goal
- Similar Apps traffic data from AppTweak
- UA traffic (Android) data from Questland’s BI tool
- Using of ‘Pearson correlation coefficient’
Goal: Measure linear correlation between Similar Apps and UA traffic
Exporting Similar Apps data
Pearson correlation coefficient (CC)
Size of correlation Interpretation
0.9-1.0 (-0.9 to -1.0)
Very high positive
(negative)
correlation
0.7-0.9 (-0.7 to -0.9)
Highly positive
(negative)
correlation
0.5-0.7 (-0.5 to -0.7)
Moderate positive
(negative)
correlation
0.3-0.5 (-0.3 to -0.5)
Low positive
(negative)
correlation
0.0-0.3 (0.0 to -0.3)
Negligible
correlation
Scatter chart [-1:1]
Calculating correlation coefficient (CC)
Column A: =COUNTUNIQUE(A2:A351)
Columns R-V: =SUM(R2:R351)
Correlation: =((A352*T352)-(R352*S352))/SQRT(((A352*U352)-(R352^2))*((A352*V352)-(S352^2)))
Removing outliers
Presenting results
Correlation coefficient (CC):
0.81
High positive
correlation
Calculating CC for individual markets
Market CC Correlation
DE -0,18 negligible
FR -0,04 negligible
RU 0,09 negligible
CA 0,55 moderate positive
IT 0,41 low positive
NL 0,33 low positive
UK 0,63 moderate positive
US 0,71 high positive
US UK
CC: 0.71 CC: 0.63
DE
CC: -0.18
RU
CC: 0.09
What’s next?
● Correlation coefficient can be used for checking the linear influence of
two metrics on each other
● Use it only if you know/think that there are no other variables
● If you see high or very high correlation between metrics, take this into
account when planning your marketing budget
● Boost your organic traffic (organic uplift) up by investing in the most
correlated markets and UA channels
Using your own resources to boost conversion and revenue
Real-time
analytics (II)
In-game mechanism Social media
Using “Secret codes”
Adapting to the app listing
1st screenshot
Variants: 2
Audience share: 50/50
Estimated installs: 1767
Overall installs: 3014
Expected MDE: 15%
Running for: 7 days
Statistical power: 95%
Confidence level: 90%
Market: 󾓦 (en-US)
A/B testing
+29% more installs
Analyzing GP store performance
+36% higher CR
Analyzing in-game performance
*The data applies only to users who have created an account and used THUNDER20 as a secret code between 14-27/07/2020.
Analyzing in-game performance
88 payers (11,5%)
677 non-payers (88,5%)
Revenue:
$3394,77
*The data applies only to users who have created an account and used THUNDER20 as a secret code between 14-27/07/2020.
What we've learned from this approach?
● it’s worth the risk even when your approach may bend the rules
● it’s good to review your own resources from time to time
● it’s necessary to check major changes performance in real-time
● it’s profitable when creativity is on in the long term
● it’s nice to have great graphic designers and analysts aboard
Analyzing keyword KPIs for ASO purposes
Pre-analytics (I)
Scope & goal
- 38 most popular keywords on Google Play store
- analyzing listing and financial KPIs
- importing data acquisition reports from the classic GP Console
Goal: Discover the most engaging and profitable keywords
No of words: =IF(LEN(TRIM(B2))=0,0,LEN(TRIM(B2))-LEN(SUBSTITUTE(B2," ",""))+1)
Language: =DETECTLANGUAGE(B2:B20)
Importing data
Creating pivot tables
Visualizing data
Visualizing data
Checking language performance
Checking keyword length performance
Other examples of data sheets
● Installs & Conversion Rate
● Installs & ARPU
● Buyers & Conversion to Buyers
● Buyers & ARPPU
● Keywords & Revenue
etc.
What to use this data for?
● Optimizing text assets on the listing (title, description)
● Enriching screenshots with features connected with keywords
● Looking for profitable languages/markets for localization
● Using keywords in UA campaigns (eg. Google Ads)
● Increasing revenue and user engagement
Thank you!

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Personalisation as the key to optimising your game's revenue & LTV.
Personalisation as the key to optimising your game's revenue & LTV.Personalisation as the key to optimising your game's revenue & LTV.
Personalisation as the key to optimising your game's revenue & LTV.
 

How to boost your ASO with data analytics?

  • 1. How to boost your ASO with data analytics
  • 2. Few words about me 2 years experience in ASO Working at Gamesture Optimizing mobile games: ● Questland ● Fablehood Combining data with ASO
  • 3. Agenda Pre-analytics (I) Post-analytics (III) Real-time analytics (II) (I) Analyzing keyword KPIs for ASO purposes (II) Using your own resources to boost conversion and revenue (III) Correlation between UA & Similar Apps
  • 4. ASO & data analytics help you with: ● making the right decisions ● predicting some app store behavior ● targeting the right audience ● improving KPIs ● investing budget the right way ● minimizing the risk of bad attempts ● reinforcing opinions & negating false assumptions
  • 5. Correlation between UA & Similar Apps Post-analytics (III)
  • 6. Scope & goal - Similar Apps traffic data from AppTweak - UA traffic (Android) data from Questland’s BI tool - Using of ‘Pearson correlation coefficient’ Goal: Measure linear correlation between Similar Apps and UA traffic
  • 8. Pearson correlation coefficient (CC) Size of correlation Interpretation 0.9-1.0 (-0.9 to -1.0) Very high positive (negative) correlation 0.7-0.9 (-0.7 to -0.9) Highly positive (negative) correlation 0.5-0.7 (-0.5 to -0.7) Moderate positive (negative) correlation 0.3-0.5 (-0.3 to -0.5) Low positive (negative) correlation 0.0-0.3 (0.0 to -0.3) Negligible correlation Scatter chart [-1:1]
  • 9. Calculating correlation coefficient (CC) Column A: =COUNTUNIQUE(A2:A351) Columns R-V: =SUM(R2:R351) Correlation: =((A352*T352)-(R352*S352))/SQRT(((A352*U352)-(R352^2))*((A352*V352)-(S352^2)))
  • 11. Presenting results Correlation coefficient (CC): 0.81 High positive correlation
  • 12. Calculating CC for individual markets Market CC Correlation DE -0,18 negligible FR -0,04 negligible RU 0,09 negligible CA 0,55 moderate positive IT 0,41 low positive NL 0,33 low positive UK 0,63 moderate positive US 0,71 high positive US UK CC: 0.71 CC: 0.63 DE CC: -0.18 RU CC: 0.09
  • 13. What’s next? ● Correlation coefficient can be used for checking the linear influence of two metrics on each other ● Use it only if you know/think that there are no other variables ● If you see high or very high correlation between metrics, take this into account when planning your marketing budget ● Boost your organic traffic (organic uplift) up by investing in the most correlated markets and UA channels
  • 14. Using your own resources to boost conversion and revenue Real-time analytics (II)
  • 15. In-game mechanism Social media Using “Secret codes”
  • 16. Adapting to the app listing 1st screenshot
  • 17. Variants: 2 Audience share: 50/50 Estimated installs: 1767 Overall installs: 3014 Expected MDE: 15% Running for: 7 days Statistical power: 95% Confidence level: 90% Market: 󾓦 (en-US) A/B testing
  • 18. +29% more installs Analyzing GP store performance +36% higher CR
  • 19. Analyzing in-game performance *The data applies only to users who have created an account and used THUNDER20 as a secret code between 14-27/07/2020.
  • 20. Analyzing in-game performance 88 payers (11,5%) 677 non-payers (88,5%) Revenue: $3394,77 *The data applies only to users who have created an account and used THUNDER20 as a secret code between 14-27/07/2020.
  • 21. What we've learned from this approach? ● it’s worth the risk even when your approach may bend the rules ● it’s good to review your own resources from time to time ● it’s necessary to check major changes performance in real-time ● it’s profitable when creativity is on in the long term ● it’s nice to have great graphic designers and analysts aboard
  • 22. Analyzing keyword KPIs for ASO purposes Pre-analytics (I)
  • 23. Scope & goal - 38 most popular keywords on Google Play store - analyzing listing and financial KPIs - importing data acquisition reports from the classic GP Console Goal: Discover the most engaging and profitable keywords
  • 24. No of words: =IF(LEN(TRIM(B2))=0,0,LEN(TRIM(B2))-LEN(SUBSTITUTE(B2," ",""))+1) Language: =DETECTLANGUAGE(B2:B20) Importing data
  • 29. Checking keyword length performance
  • 30. Other examples of data sheets ● Installs & Conversion Rate ● Installs & ARPU ● Buyers & Conversion to Buyers ● Buyers & ARPPU ● Keywords & Revenue etc.
  • 31. What to use this data for? ● Optimizing text assets on the listing (title, description) ● Enriching screenshots with features connected with keywords ● Looking for profitable languages/markets for localization ● Using keywords in UA campaigns (eg. Google Ads) ● Increasing revenue and user engagement