This thesis examines efficiency in the retail industry in two different directions. In the first setting, the link between inventory efficiency and performance is examined in relation to firm characteristics and exogenous explanatory variables. More specifically, in addition to general firm-specific characteristics, the effects of chain affiliation and time trends within retail chains is examined. ...