Here's a good 2008 paper by Martin Sewell reviewing the literature on financial time series from around 1980 to 2008.

Some of the characteristics covered are: autocorrelation, return distributions, non-linearity, volume, calendar effects, and so on. It's a really comprehensive and easy to read review. Here's a screenshot of the Conclusion and Summary: