| Literature DB >> 29301737 |
Gitanjali Das1,2, Cynthia Cheung3, Camille Nebeker1,3, Matthew Bietz3,4, Cinnamon Bloss1,3,5.
Abstract
BACKGROUND: Due to the growing availability of consumer information, the protection of personal data is of increasing concern.Entities:
Keywords: adolescent; comprehension; mobile applications; privacy
Year: 2018 PMID: 29301737 PMCID: PMC5773816 DOI: 10.2196/mhealth.7626
Source DB: PubMed Journal: JMIR Mhealth Uhealth ISSN: 2291-5222 Impact factor: 4.773
Figure 1App selection process flowchart (completed March 2016).
Flesch-Kincaid, Gunning-Fog, simplified measure of Gobbledygook (SMOG), and average reading grade levels (RGLs) for all apps included in the analysis. The average reading level column is the average of Flesch-Kincaid, Gunning-Fog, and SMOG RGLs.
| App name | Average reading level | Flesch-Kincaid reading level | Gunning-Fog | SMOGa |
| Disney Build It: Frozen | 17.1 | 16.8 | 19.4 | 15 |
| Subway surfers | 15.9 | 16.1 | 18.2 | 13.6 |
| Nova Launcher Prime | 15.6 | 15.8 | 16.9 | 14.1 |
| Monument Valley | 15.5 | 15.9 | 16.6 | 14 |
| 15.5 | 16.2 | 17.4 | 13 | |
| Du Battery Saver and phone charger | 15.2 | 14.5 | 17.9 | 13.3 |
| Netflix | 14.9 | 14.6 | 17.2 | 13 |
| Grand Theft Auto: San Andreas | 14.7 | 14.5 | 16.4 | 13.1 |
| Mobile Strike | 14.6 | 14.6 | 16.6 | 12.5 |
| Pages | 14.2 | 13.8 | 16.2 | 12.6 |
| Terraria | 14.2 | 13.7 | 16.3 | 12.5 |
| Faily brakes | 14.1 | 13.8 | 16.1 | 12.3 |
| Pandora | 14.1 | 13.9 | 16 | 12.5 |
| Rolling Sky | 14 | 13.4 | 16.4 | 12.3 |
| Stick Texting: The Emoji Killer | 13.9 | 13.8 | 15.7 | 12.4 |
| Gmail | 13.8 | 13.5 | 15.9 | 11.9 |
| Assassin’s Creed Identity | 13.7 | 13.8 | 14.8 | 12.5 |
| Minecraft: Story Mode | 13.7 | 13.5 | 15.6 | 12 |
| Angry Birds | 13.6 | 13.3 | 15.2 | 12.4 |
| NBA 2K16 | 13.5 | 13.3 | 15 | 12.2 |
| Candy Crush Jelly Saga | 13.4 | 13 | 15 | 12.2 |
| FaceSwap Live Lite | 13.4 | 13.3 | 14.5 | 12.3 |
| Ultimate Guitar Tabs and Chords | 13.3 | 13 | 14.8 | 12 |
| 13.2 | 13.2 | 15.2 | 11.2 | |
| Agar.io | 12.9 | 12.3 | 15.3 | 11.3 |
| Hitman: Sniper | 12.9 | 12.7 | 14.2 | 11.7 |
| Kimoji | 12.9 | 12.6 | 14.7 | 11.5 |
| Spotify Music | 12.8 | 12.5 | 14.3 | 11.7 |
| VivaVideo Pro | 12.8 | 12.3 | 14.8 | 11.2 |
| Facetune | 12.7 | 12.7 | 13.9 | 11.6 |
| Heads Up | 12.7 | 12.3 | 14.5 | 11.3 |
| Swype keyboard | 12.7 | 12.5 | 13.9 | 11.6 |
| Fishdom: Deep Dive | 12.6 | 12.4 | 14.4 | 11.1 |
| Game of Life Classic Edition | 12.6 | 12.4 | 14.3 | 11.2 |
| Geometry Dash | 12.6 | 12.2 | 14.4 | 11.3 |
| Power Clean: Optimize cleaner | 12.6 | 12.4 | 13.9 | 11.5 |
| Snapchat | 12.5 | 12.2 | 14.6 | 10.8 |
| Super Bright LED Flashlight | 12.5 | 12.3 | 13.5 | 11.8 |
| Clash Royale | 12.4 | 11.8 | 14.4 | 11.1 |
| Plague Inc | 12.4 | 12.6 | 13.1 | 11.6 |
| Sleep Cycle Alarm Clock | 12.4 | 12.4 | 13.2 | 11.6 |
| Bloon TD 5 | 12.3 | 12.3 | 14.1 | 10.6 |
| 12.3 | 11.8 | 14.3 | 10.8 | |
| 12.3 | 12.1 | 13.9 | 11 | |
| Akinator the Genie | 12.2 | 12.3 | 12.8 | 11.4 |
| YouTube | 12.2 | 11.7 | 14.4 | 10.6 |
| Please Don’t Touch Anything | 11.9 | 11.6 | 12.8 | 11.2 |
| Musical.ly | 11.8 | 11.5 | 12.7 | 11.2 |
| ZEDGE | 11.8 | 11.4 | 13.4 | 10.7 |
| Kik | 11.7 | 11.3 | 13.3 | 10.6 |
| PianoTiles 2 | 11.6 | 11.4 | 12.6 | 10.9 |
| Dragon Land | 11.4 | 10.7 | 12.8 | 10.6 |
| Kika Emoji Keyboard | 11.3 | 11 | 12.9 | 10 |
| NeoMonsters | 11.3 | 10.8 | 12.8 | 10.3 |
| 11.3 | 10.8 | 12.9 | 10.2 | |
| Toca Lab | 11.2 | 11 | 12.6 | 10 |
| Afterlight | 10.8 | 10.4 | 11.9 | 10.2 |
| Minecraft pocket edition | 10.7 | 10.2 | 11.9 | 10.1 |
| Badland 2 | 10.5 | 9.7 | 12.3 | 9.4 |
| True Skate | 10.2 | 10 | 11.4 | 9.1 |
| Pocket Casts | 10 | 9.2 | 11.5 | 9.3 |
| SuperPhoto Full | 10 | 9.4 | 11.7 | 9 |
| The Room Three | 10 | 9.3 | 11.7 | 9.1 |
| Papa’s Freezeria To Go | 8.5 | 8.6 | 8.8 | 8.2 |
aSMOG: simplified measure of Gobbledygook.
Mean readability statistics. Free versus paid: comparison of mean reading grade level (RGL), mean word count, and mean reading ease between free and paid apps from both the Android and Apple markets. The P values for the t tests between the two app types show that there is no significant difference between mean RGL, word count, and reading ease.
| Statistic | All appsa | Free apps | Paid apps | |
| N | 64 | 30 | 34 | -- |
| Mean RGLb | 12.78 | 13.09 | 12.51 | .15 |
| Mean word count | 2425 | 2355 | 2487 | .79 |
| Mean Flesch reading ease | 42.73 | 42.3 | 43.1 | .65 |
aColumn summarizes results for all apps included in the analysis; it was not included in the significance test for the P value in the last column.
bRGL: reading grade level.
Mean readability statistics. Entertainment versus social networking versus utility: comparison of mean reading grade level (RGL), mean word count, and mean reading ease between entertainment, social networking, and utility apps. The P values for the analysis of variance (ANOVA) tests show that there is no significant difference in the mean RGL and reading ease between the app categories, but there is a significant difference in mean word count.
| Statistic | All appsa | Entertainment | Social networking | Utility | |
| N | 64 | 44 | 7 | 13 | -- |
| Mean RGLb | 12.78 | 12.84 | 12.7 | 12.62 | .93 |
| Mean word count | 2425 | 2546 | 3493 | 1038 | .02 |
| Mean Flesch reading ease | 42.73 | 42 | 46.46 | 43.37 | .31 |
aColumn summarizes results for all apps included in the analysis; it was not included in the significance test for the P value in the last column.
bRGL: reading grade level.
Figure 2Privacy policy word count (N=64 apps). The average word count of the privacy policies was 2425 words. The Game of Life Classic Edition had the highest word count at 8290 words, and Plague Inc had the lowest word count at 140 words.
Figure 3Privacy policy reading grade level (RGL; N=64). The RGL was an average of the Flesch-Kincaid, Gunning Fog, and simplified measure of Gobbledygook (SMOG) RGLs. The mean RGL of all the apps was 12.78, which is equivalent to a freshman in college. This average level is also higher than the Patient Privacy Rights (PPR) recommended RGL of 12.00 and higher than the US average adult RGL of 8.00. In terms of the individual apps, the highest RGL was for Disney Build It: Frozen at 17.07, which is equivalent to a graduate student reading level. The lowest RGL was for Papa’s Freezeria To Go at 8.53.
Sample text from privacy policies with highest reading grade level (top 5).
| App name | Word count | Reading grade level | Sample text from privacy policy |
| Disney Build It: Frozen | 2880 | 17.07 | “We collect...Usage, viewing and technical data, including your device identifier or IP address, when you visit our sites...or open emails we send.” |
| “We acquire information from other trusted sources...” | |||
| Subway Surfers | 1272 | 15.97 | “We log information about your use of the App...” |
| “...if you log into the App using a third-party site or platform such as Facebook, we may access information about you from that site or platform...” | |||
| “We may allow third parties to serve contextual advertisements and provide analytics services in connection with the App. These entities may use various identifiers to collect information...” | |||
| Nova Launcher Prime | 1487 | 15.60 | “Information collected automatically from this Application (or third party services employed in this Application), which can include: the IP addresses or domain names of the computers utilized by the Users who use this Application...the country of origin...” |
| 2701 | 15.53 | “WhatsApp will periodically access your address book or contact list on your mobile phone...” | |
| “WhatsApp uses both session cookies and persistent cookies. A persistent cookie remains after you close your browser...” | |||
| Monument Valley | 984 | 15.50 | “For operation and maintenance purposes, this Application and any third party services may collect files that record interaction with this Application (System Logs) or use for this purpose other Personal Data (such as IP Address).” |
| “This Application does not support “Do Not Track” requests.” |