| # | Entity | Score |
|---|---|---|
| 01 | Book Lovers | 76.2 |
| 02 | Emily Henry | 68.8 |
| 03 | Funny Story | 61.3 |
| 04 | Beach Read | 49.6 |
| 05 | Abby Jimenez | 46.1 |
| 06 | Get a Life, Chloe Brown | 35.4 |
| 07 | Seven Days in June | 34.6 |
| 08 | Talia Hibbert | 34.5 |
| 09 | Tia Williams | 33.9 |
| 10 | Part of Your World | 32.6 |
| 11 | The Hating Game | 32.4 |
| 12 | The Paradise Problem | 31.5 |
| 13 | Sally Thorne | 31.3 |
| 14 | The Love Hypothesis | 30.4 |
| 15 | Red, White & Royal Blue | 29.7 |
| 16 | Ali Hazelwood | 29.7 |
| 17 | Casey McQuiston | 29.5 |
| 18 | fictiondb.com | 25.6 |
| 19 | School Library Journal | 23.1 |
| 20 | wikipedia.org | 21.0 |
| 21 | The Flatshare | 20.5 |
| 22 | Beth O’Leary | 20.1 |
| 23 | time.com | 19.1 |
| 24 | The Kiss Quotient | 18.8 |
| 25 | Helen Hoang | 18.6 |
| 26 | Happy Place | 18.1 |
| 27 | The Brown Sisters trilogy | 18.0 |
| 28 | Take a Hint, Dani Brown | 17.8 |
| 29 | Goodreads Choice Awards | 17.7 |
| 30 | Act Your Age, Eve Brown | 17.7 |