There is evidence in the literature that word-of-mouth and physical exposure are well-known powerful sources of behavior propagation, but their effectiveness in modern city environment remains largely unknown. In this talk, using large-scale quantitative behavioral data, we show two examples on the effect of direct and indirect communication on human decision-making.