1. my preference: work by Norman Cliff on methods for ordinal data:

- book from 1996 (Ordinal Methods for Behavioral Data Analysis)
- articles from 1993 (Psychol. Bullet.), 1994 (Brit. Jnl. of Math. & Stat.
Psych.) and 1996 (Multiv. Behav. Research)
- article by Long on Ordinal Multiple Regression (Multiple Linear Regression
Viewpoints, 1998)

2. classical:

- Kendall & Gibbons: Rank Correlation methods
- nonparametric statistics textbooks (Conover as already suggested,
Siegel&Castellan)
- books by Alan Agresti on categorical data analysis

3. probably less known, like Cliff oriented towards a general framework for
ordinal data analysis:

Meddis, R. (1984): Statistics using ranks - a unified approach. Oxford:
Blackwell.

4. a title I just found in a bibliographic database, but don't know (from
description on Amazon it appears to me rather demanding for a
non-mathematician, even though a reviewer says the oposite):

Johnson, V.E., James, H.A., Krantz, S.G. (1999): Ordinal Data Modeling.
Springer.


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