<prompt> Translate the following text to EnglishMaswali ya uhalali wa data na kuegemea yanapaswa kushughulikiwa mapema katika ushirikiano, na wataalamu wa kiufundi wanaofaa - kama vile wachambuzi wa data, wataalamu wa takwimu, au wataalamu wa teknolojia ya habari - wanapaswa kushauriana.  <response>: Considerations of data validity and reliability issues should be addressed early in the engagement, and appropriate technical specialists-such as data analysts, statisticians, or information technology specialists-should be consulted. 