The value of unranked items in the analysis of incomplete ranking survey

In many market research studies, it is cost effective to ask the respondents to select and rank a small fixed number of the most preferred items from a list. There are several analyses available but they are not equally efficient.A simulation study is carried out to compare six intuitive approaches and a market research study is used throughout this article to illustrate the idea.