Successfully reported this slideshow.
We use your LinkedIn profile and activity data to personalize ads and to show you more relevant ads. You can change your ad preferences anytime.
ON TINY YET REAL HAPPINESS
IN MOBILE GAMES MARKET
DSAA 2016 SS ON GAME DATA SCIENCE
Presenter: PoHeng Chen
Date: 2016.10.18
Authors
PoHeng Chen
RA
YiPei Tu
RA
KuanTa Chen
PI
Institute of Information Science, Academia Sinica
Taiwan
Outline
‣ Introduction
‣ Mobile Games Market
‣ Tiny Yet Real Happiness Phenomenon
‣ Mobile Games Design
‣ Data Collection
...
Mobile Games Market - App Store
# Country App Store (USD, 1 million)
1 USA $2,325
2 Japan $1,746
3 China $816
4 UK $411
5 ...
Mobile Games Market - Google Play
# Country Google Play (USD, 1 million)
1 Japan $2,002
2 USA $965
3 South Korea $932
4 Ge...
Mobile Games Market - Both Markets
# Country Per-person Spending (USD)
1 Japan $125.2
2 Hong Kong $64.2
3 Singapore $47.92...
Why Asian countries spend so much on gaming?
Tiny Yet Real Happiness (TYRH)
▸ From
▸ ``Afternoon at Langerhan’s Island’’ by Haruki Murakami
▸ Meaning
▸ The small, tran...
Tiny Yet Real Happiness Phenomenon
▸ Due to social problems
▸ Unbalanced salary structure
▸ Unfriendly working environment...
Why is the TYRH phenomenon prominent
in the mobile games?
The Design of Mobile Games
▸ Fit in with the life style of TYRH phenomenon
▸ Low entrance cost: $0.99, $1.99, $3.99 items
...
Hypothesis
Social Structure
TYRH
Spending
More On
Mobile
GamingMobile Game
Design
Data Collection - Spending Behaviour on Mobile Games
▸ App Annie
▸ Time: 2012 - 2014
▸ Platforms: App Store & Google Play
...
Data Collection - Country Characteristics (229)
▸ Economic and Working Condition Indices
▸ GDP, export rate, Gini index, u...
What causes the spending difference
between countries?
Question 1
Model 1: User Contribution Model
▸ Multiple linear regression model
▸ Y: Average User Contribution: users’ mobile gaming
s...
Variable and Model Selections
▸ check Variance Inflation Factors to remove interaction and
collinearity problems
▸ do stepw...
Summary 1
Use PCA to deal with sign flip problem
Wagesperhour(z-score)
Life Satisfaction (z-score)
High Wages And Satisfied
High Wages But Unsatisfied
K-means Clustering (RMSE) into 4 groups
PC1
PC2
HWAS HWBU
Education Index Gini Index Unemployment Rate
Conclusion 1
▸ While high wages and high life satisfaction is positively
associated with per-user spending on mobile games...
Why do diligent countries spend
disproportionally more?
Question 2
Model 2: Contribution Deviation Model
▸ Y: Contribution Deviation: a country’s actual spending on
mobile games market divi...
Summary 2
Life Satisfaction
Attitude to Competition
Disposable Salary /
Smartphone Usage Rate
Gini Index Work Hours per Week Unemployment Rate
HSHS HSLS
WVS.099
(Competition Attitude)
WVS.023
(Life Satisfaction)
Conclusion 2
▸ The predictors measuring the TYRH phenomenon become
more significant in Model 2: high Gini index, low
unempl...
Contribution
▸ The 1st paper investigating and linking TYRH
phenomenon to mobile games
▸ Confirm that higher levels of econ...
Future Work
▸ Investigate the interaction between game play and
spending behaviour by including more behavioural data
to e...
Thank you for your attention!
Upcoming SlideShare
Loading in …5
×

Tiny Yet Real Happiness in Mobile Games Market - DSAA 2016 Game Data Science

274 views

Published on

In this paper, we investigate the possible role of the tiny yet real happiness (小確幸) phenomenon in influencing how smartphone users spend money on mobile games.

Published in: Entertainment & Humor
  • Be the first to comment

Tiny Yet Real Happiness in Mobile Games Market - DSAA 2016 Game Data Science

  1. 1. ON TINY YET REAL HAPPINESS IN MOBILE GAMES MARKET DSAA 2016 SS ON GAME DATA SCIENCE Presenter: PoHeng Chen Date: 2016.10.18
  2. 2. Authors PoHeng Chen RA YiPei Tu RA KuanTa Chen PI Institute of Information Science, Academia Sinica Taiwan
  3. 3. Outline ‣ Introduction ‣ Mobile Games Market ‣ Tiny Yet Real Happiness Phenomenon ‣ Mobile Games Design ‣ Data Collection ‣ Methodology ‣ Two Models ‣ User Contribution / Contribution Deviation Models ‣ Future Work
  4. 4. Mobile Games Market - App Store # Country App Store (USD, 1 million) 1 USA $2,325 2 Japan $1,746 3 China $816 4 UK $411 5 Australia $286 * App Annie, 2013.09 - 2014.08
  5. 5. Mobile Games Market - Google Play # Country Google Play (USD, 1 million) 1 Japan $2,002 2 USA $965 3 South Korea $932 4 Germany $176 5 Taiwan $153 * App Annie, 2013.09 - 2014.08
  6. 6. Mobile Games Market - Both Markets # Country Per-person Spending (USD) 1 Japan $125.2 2 Hong Kong $64.2 3 Singapore $47.92 4 South Korea $42.68 5 Australia $39.35 8 Taiwan $29.71 * App Annie, 2013.09 - 2014.08
  7. 7. Why Asian countries spend so much on gaming?
  8. 8. Tiny Yet Real Happiness (TYRH) ▸ From ▸ ``Afternoon at Langerhan’s Island’’ by Haruki Murakami ▸ Meaning ▸ The small, transient moments of bliss felt during mundane activities ▸ ``After a tough and enduring marathon, have a bottle of cold-refreshing beer’’
  9. 9. Tiny Yet Real Happiness Phenomenon ▸ Due to social problems ▸ Unbalanced salary structure ▸ Unfriendly working environment ▸ High living levels of stress ▸ People (especially younger generation) may lose their ambition to actively develop their careers, and instead to cherish small, ordinary moment of happiness.
  10. 10. Why is the TYRH phenomenon prominent in the mobile games?
  11. 11. The Design of Mobile Games ▸ Fit in with the life style of TYRH phenomenon ▸ Low entrance cost: $0.99, $1.99, $3.99 items ▸ High cost-performance ratio: instant happiness, right time ▸ Fragmented design: short playing time, play on the way to office
  12. 12. Hypothesis Social Structure TYRH Spending More On Mobile GamingMobile Game Design
  13. 13. Data Collection - Spending Behaviour on Mobile Games ▸ App Annie ▸ Time: 2012 - 2014 ▸ Platforms: App Store & Google Play ▸ # of Countries: 50
  14. 14. Data Collection - Country Characteristics (229) ▸ Economic and Working Condition Indices ▸ GDP, export rate, Gini index, unemployment rate… ▸ Socio-demographics and Cultural Indices ▸ work attitude, education, satisfaction, world religions… ▸ Technology Indices ▸ internet development, internet penetration, smartphone usage rate…
  15. 15. What causes the spending difference between countries? Question 1
  16. 16. Model 1: User Contribution Model ▸ Multiple linear regression model ▸ Y: Average User Contribution: users’ mobile gaming spending on App Store and Google Play ▸ X: All Country Characteristics data without WVS AUC = gross revenue total users total users = population⇥ smartphone usage rate⇥ market share
  17. 17. Variable and Model Selections ▸ check Variance Inflation Factors to remove interaction and collinearity problems ▸ do stepwise regression for model selection ▸ check scatter plots ▸ do data transformation ▸ check normality, linearity ▸ repeat …
  18. 18. Summary 1
  19. 19. Use PCA to deal with sign flip problem Wagesperhour(z-score) Life Satisfaction (z-score)
  20. 20. High Wages And Satisfied High Wages But Unsatisfied
  21. 21. K-means Clustering (RMSE) into 4 groups PC1 PC2
  22. 22. HWAS HWBU
  23. 23. Education Index Gini Index Unemployment Rate
  24. 24. Conclusion 1 ▸ While high wages and high life satisfaction is positively associated with per-user spending on mobile games, high wages but low life satisfaction has stronger weight. ▸ Higher scores on Gini index and lower unemployment are associated with higher per-user spending on mobile games. ▸ These serve as preliminary evidence that people in tough living and working environments are likely to seek entertainment from mobile games.
  25. 25. Why do diligent countries spend disproportionally more? Question 2
  26. 26. Model 2: Contribution Deviation Model ▸ Y: Contribution Deviation: a country’s actual spending on mobile games market divided by its predicted spendings where the subscript as stands for the App Store and gp stands for Google Play. ▸ X: All Country Characteristics data, including WVS contribution deviation = yas + ygp ˆyas + ˆygp ,
  27. 27. Summary 2 Life Satisfaction Attitude to Competition Disposable Salary / Smartphone Usage Rate
  28. 28. Gini Index Work Hours per Week Unemployment Rate
  29. 29. HSHS HSLS
  30. 30. WVS.099 (Competition Attitude) WVS.023 (Life Satisfaction)
  31. 31. Conclusion 2 ▸ The predictors measuring the TYRH phenomenon become more significant in Model 2: high Gini index, low unemployment rate, and low life satisfaction. ▸ Longer work hours appears in Model 2, demonstrating positive relationship with response variable Y. ▸ Confirm that TYRH phenomenon plays an important role in influencing mobile games market.
  32. 32. Contribution ▸ The 1st paper investigating and linking TYRH phenomenon to mobile games ▸ Confirm that higher levels of economic and education are associated with increased user spending on mobile games ▸ While high levels of life satisfaction are associated with increases in user spending, low life satisfaction is also associated with increases in such spending. ▸ Long work hours, higher Gini index, lower unemployment rates, and lower life satisfaction are associated with higher user spending on mobile games.
  33. 33. Future Work ▸ Investigate the interaction between game play and spending behaviour by including more behavioural data to explain how games are played as well as how they are paid for ▸ Genre-specific models: explain model game spending in different types of games, such as RPG, action, puzzle… ▸ Ultimate goal: understand more about our societies and world, and identify ways to improve them.
  34. 34. Thank you for your attention!

×