Journal Entries not Displaying on the Reconcile Bank Statement Page

Navigate to Setup> Accounting> Accounting Preferences> General> Require Approvals on Journal Entries and check if it is set to True.

If it is, make sure that the Journal Entries are approved so that it will show on the Reconcile Bank Statement page.