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You Must Have Been A Beautiful Baby has been performed in the following contests:
| Distric | Level | Year | Quartet | Music | Presentation | Singing | Total | | | | | | | | | |
| RMD | Int Prelims | 2000 | Ovation (EVG) | 75.500 | 73.000 | 74.500 | 74.333 | |
| MAD | Int Prelims | 2001 | Sound Revival | 69.000 | 73.333 | 75.333 | 72.556 | |
| EVG Division V | Division | 2000 | Ovation | 68.000 | 76.000 | 65.000 | 69.667 | |
| FWD | District | 1999 | A Touch of Class | 67.667 | 72.667 | 68.667 | 69.667 | |
| EVG | District | 2001 | Ovation | 67.000 | 66.500 | 67.500 | 67.000 | |
| FWD | District | 2000 | A Touch of Class | 67.667 | 67.333 | 65.000 | 66.667 | |
| ONT | District | 1999 | The Wave | 64.500 | 64.000 | 70.000 | 66.167 | |
| EVG | District | 2000 | Ovation | 70.000 | 63.000 | 63.500 | 65.500 | |
| EVG | Int Prelims | 2001 | Ovation | 62.000 | 67.000 | 67.000 | 65.333 | |
| ILL | District | 1999 | Murphy's Boys | 62.500 | 64.500 | 66.000 | 64.333 | |
| PIO | District | 2001 | Grand Prix | 67.000 | 62.500 | 63.000 | 64.167 | |
| EVG | Int Prelims | 2002 | Ovation | 60.500 | 59.000 | 64.500 | 61.333 | |
| ONT | Int Prelims | 2001 | VocalFX | 61.500 | 59.500 | 61.000 | 60.667 | |
| ONT | District | 2000 | VocalFX | 60.500 | 57.500 | 59.000 | 59.000 | |
| ILL | Int Prelims | 1999 | Hospitality | 59.500 | 59.000 | 58.000 | 58.833 | |
| EVG | District | 1999 | 240-Four | 52.500 | 60.000 | 61.000 | 57.833 | |
| ILL | Int Prelims | 2002 | Grandfather's Clock | 56.000 | 59.000 | 57.000 | 57.333 | |
| ONT | Int Prelims | 1999 | Flat Out | 55.000 | 57.500 | 52.500 | 55.000 | |
| CAR | Int Prelims | 1999 | Play It By Ear | 53.000 | 54.000 | 55.500 | 54.167 | |
| MAD | Int Prelims | 2001 | Hometown Harmony | 55.000 | 54.333 | 52.000 | 53.778 | |
| CSD | District | 1999 | The Iowans | 56.500 | 53.500 | 49.000 | 53.000 | |
You Must Have Been A Beautiful Baby was performed 21 times | 62.421 | 63.008 | 62.619 | 62.683 | |