I have done PhD in Statistics and my work is on multiple imputation of complex high dimensional data. I deal with MISSING AT RANDOM data from all fields of studies. I have develop data imputation techniques which can help you statistically sound results when some part of your data is missing and it suffers from incompatibility problems.