Arsenal star Pierre-Emerick Aubameyang has scored 19 goals this season so far but he is also guilty of missing 20 big chances this season, according to Premier League's own statistics.
Callum Willson of Bournemouth is second in the chart.
Manchester City player Gabriel Jesus wasted 17 good opportunities.
Mohamed Salah of Liverpool leading the race of top-scorers with 21 goals, however, he missed 15 big chances this season.