Lieberson, Stanley. "Small N’s and Big Conclusions: An Examination of the Reasoning in Comparative Studies Based on a Small Number of Cases." Social Forces Vol. 70, No. 2, 1991, pp. 307-320.
Abstract
An increasing number of studies, particularly in the area of comparative and historical research, are using the method of agreement and method of difference proposed by Mill (1872) to infer causality based on a small number of cases. This article examines the logic of the assumptions implicit in such studies. For example, the research must assume: (1) a deterministic approach rather than a probabilistic one, (2) no errors in measurement, (3) the existence of only one cause, and (4) the absence of interaction effects. These assumptions are normally in appropriate, since they contradict a realistic appraisal of most social processes, but are mandatory if we follow Mill's causal analyses based on small N's. Research should not attempt employment of such methods in small-N cases without a more rigorous justification of heroic assumptions and a guard against possible distortions.
Table of content:
Introduction
Probabilistic and Determinism Perspectives
Mill's Methods
table 1: application of the method of difference
table 2: application of the method of agreement
Theoretical Concerns
The Quality of Qualitative Data
Conclusion