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Our findings show that even with 60% of nonresponse rate some of the MI methods could satisfactorily result in estimates with negligible RB. CONCLUSION Decision on MI method and variable transformation should be taken with caution. It is not possible to regard one method as totally the worst or the best and each method could outperform the others if it is applied in its right situation. Even in a certain situation, one method could be the best in terms of validity but the other method could be the best in terms of precision. © 2020 At