All you have to do is go on Rotten Tomatoes and compare the professional critic's rating with the audience rating.
If your preferences generally align with professional critics, you are in the minority as far as I can tell - at least for movies.
I wouldn't be surprised if the same is true for books, vindicating OP, but I don't know of an appropriate data source that could settle this.