From: Mapping socioeconomic indicators using social media advertising data
Feature type | Feature Description | Correlation with cluster Wealth Index | |
---|---|---|---|
Philippines | India | ||
Facebook penetration | 0.664 | 0.555 | |
Network access | 2G Network | 0.115 | 0.346 |
3G Network | −0.378 | 0.296 | |
4G Network | 0.693 | 0.003 | |
WiFi | 0.740 | 0.524 | |
Mobile OS | Android | 0.449 | 0.510 |
iOS | 0.663 | 0.567 | |
Windows phones | 0.387 | 0.357 | |
High-end phones | Apple iPhone X | 0.573 | 0.435 |
Apple iPhone X/8/8 Plus | 0.628 | 0.454 | |
Samsung Galaxy phone S9+ | 0.540 | 0.391 | |
Samsung Galaxy phone S8/S8+/S9/S9+ | 0.643 | 0.499 | |
Samsung Galaxy phone S8/S8+/S9/S9+ or Apple iPhone X/8/8 Plus | 0.669 | 0.524 | |
Other device types | All mobile devices | 0.264 | −0.061 |
Feature phones | 0.096 | 0.163 | |
Smartphone and tablets | 0.217 | −0.072 | |
Tablet | 0.492 | 0.423 | |
Cherry mobile | −0.275 | – | |
VIVO mobile devices | 0.539 | 0.024 | |
Huawei mobile devices | 0.534 | 0.292 | |
Oppo mobile devices | 0.499 | 0.129 | |
Oppo/VIVO/Cherry devices | 0.184 | 0.013 | |
Samsung Android devices | 0.123 | 0.087 |