West Ham top the list of most goals conceded in the decade in Premier League with 520 goals. Arsenal ranked 6th, at least higher than their current league position...
Tottenham & Liverpool also into the top 10 of the list, they conceded 421 goals (in 380 games) & 401 goals (in 379 games) in the past 10 years.