Let KAYAK do the searching
Based on KAYAK hotel searches, the most popular region to stay in Bolivia is La Paz. Chuquisaca and Cochabamba are also very popular.
KAYAK users have found double rooms in Bolivia for as cheap as S$ 9 (Sucre) in the last 3 days. The average price is S$ 41.