How is it that when I reverse-score an item I get completely different results in a MLM? I reverse-scored an item so that a high score would represent high national identification instead of it representing low national identification. Scores range from 1 to 4. The item is used as a measure for national identification (individual-level variable) in a multilevel model. However, after reverse-scoring the item, I get completely different results.