  I study the measurement of scientists' influence using bibliographic data.
The main result is an axiomatic characterization of the family of
citation-counting indices, a broad class of influence measures which includes
the renowned h-index. The result highlights several limitations of these
indices: they are not suitable to compare scientists across different fields,
and they cannot account for indirect influence. I explore how these limitations
can be overcome by using richer bibliographic information.
