The best replacement for longitudinal study is cross sectional study.

The best alternatives to longitudinal study are rated as following:
★★★★★  cross sectional study
★★★  cross sectional
★★★  case study
★★  cohort
★  cohort study
★  cross-sectional study
★  cross-sectional
★  correlational

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longitudinal study
cross sectional study
cross sectional