The retention of precipitation water in land surface reservoirs damps
higher frequencies of evaporation variability and can thereby influenc
e the feedback of evaporation on precipitation. The extent of this inf
luence is examined in a series of general circulation model simulation
s in which the timescale of surface moisture retention is very careful
ly controlled. Shorter timescales lead to increased daily precipitatio
n variance and one-day-lagged precipitation autocorrelations but to de
creased autocorrelations at longer lags. An explanation for the simula
ted precipitation statistics is offered in the form of a heuristic mod
el of evaporation feedback that describes precipitation variance and a
utocorrelation in terms of three parameters: (i) the timescale of prec
ipitation persistence in the absence of feedback; (ii) the surface ret
ention timescale; and (iii) a parameter describing the atmosphere's re
sponsiveness to variations in evaporation. The heuristic model reprodu
ces the statistical trends seen in the GCM diagnostics, and it can be
used to explain geographical variations in precipitation statistics ge
nerated by a GCM coupled to a full biosphere model.