A quantitative analysis of indicators of scientific performance

被引:79
作者
Lehmann, Sune [1 ,2 ]
Jackson, Andrew D. [3 ]
Lautrup, Benny E. [3 ]
机构
[1] Northeastern Univ, Dept Phys, Ctr Complex Network Res, Boston, MA 02115 USA
[2] Harvard Univ, Dana Farber Canc Inst, Ctr Canc Syst Biol, Boston, MA 02115 USA
[3] Niels Bohr Inst, DK-2100 Copenhagen, Denmark
关键词
D O I
10.1007/s11192-007-1868-8
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Condensing the work of any academic scientist into a one-dimensional indicator of scientific performance is a difficult problem. Here, we employ Bayesian statistics to analyze several different indicators of scientific performance. Specifically, we determine each indicator's ability to discriminate between scientific authors. Using scaling arguments, we demonstrate that the best of these indicators require approximately 50 papers to draw conclusions regarding long term scientific performance with usefully small statistical uncertainties. Further, the approach described here permits statistical comparison of scientists working in distinct areas of science.
引用
收藏
页码:369 / 390
页数:22
相关论文
共 24 条
[1]   The counting house [J].
Adam, D .
NATURE, 2002, 415 (6873) :726-729
[2]   Measuring science: An exploration [J].
Adams, J ;
Griliches, Z .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1996, 93 (23) :12664-12670
[3]   Statistical mechanics of complex networks [J].
Albert, R ;
Barabási, AL .
REVIEWS OF MODERN PHYSICS, 2002, 74 (01) :47-97
[4]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[5]   Information science - Going, going, gone: Lost Internet references [J].
Dellavalle, RP ;
Hester, EJ ;
Heilig, LF ;
Drake, AL ;
Kuntzman, JW ;
Graber, M ;
Schilling, LM .
SCIENCE, 2003, 302 (5646) :787-788
[6]   Evolution of networks [J].
Dorogovtsev, SN ;
Mendes, JFF .
ADVANCES IN PHYSICS, 2002, 51 (04) :1079-1187
[7]   Scientific communication - A vanity fair? [J].
Franck, G .
SCIENCE, 1999, 286 (5437) :53-+
[8]  
GARFIELD E, 1977, ESSAYS INFORM SCI, V1-2
[9]   An index to quantify an individual's scientific research output [J].
Hirsch, JE .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2005, 102 (46) :16569-16572
[10]  
KRYSSANOV VV, 2007, CS0703115