The risk of pregnancy during the first year of use is 9%. With perfect use the failure rate is less than 1% 1.
There is no robust evidence for decreased efficacy in heavier women. Faculty of Sexual and Reproductive Healthcare (FSRH) advice is that women over 70kg should be advised to take only one POP each day (traditional or desogestrel).