The best replacement for cross sectional is longitudinal.

The best alternatives to cross sectional are rated as following:
★★★★★  longitudinal
★★★★  time series
★★★  longitudinal research
★★  time series data
★★  longitudinal studies
★★  longitudinal study
★★  case control
★  longitudinal data
★  cohort
★  panel data
★  case control study
★  time series regression
  ecological study
  cohort studies
  prospective study

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cross sectional
longitudinal
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