Which fields drive the h-index: Difference between revisions

From Top Italian Scientists Journal
(Created page with "{{DISPLAYTITLE:Which fields drive the h-index?}}")
 
No edit summary
Line 1: Line 1:
{{DISPLAYTITLE:Which fields drive the h-index?}}
{{DISPLAYTITLE:Which fields drive the h-index?}}{{#seo:
|title=Which fields drive the h-index? - Top Italian Scientists Journal
|description=The measurement of the quality of academic research is often done by means of the h-index measure.
|keywords=H-index, Poisson models, Scaling
|citation_author=Giudici, Paolo; Boscolo, Luca           
|citation_journal_title=Top Italian Scientists Journal
|citation_publication_date=2024/09/16
|citation_title=Which fields drive the h-index?
|citation_keywords=H-index, Poisson models, Scaling
|citation_publisher=Top Italian Scientists
|citation_volume=1
|citation_issue=4
|citation_doi=10.62684/FSOZ4761
|citation_issn=3033-5132
|}}{| class="wikitable" style="float:right ;border:solid 1px #a2a9b1; background-color: #f8f9fa" cellpadding="5"
|+ <span style="font-size:18px;"></span>
|-
| '''Published'''
|-
| September 16, 2024
|-
| '''Title'''
|-
| style="width:200px;" | Which fields drive the h-index?
|-
| '''Authors'''
|-
|  Paolo Giudici, Luca Boscolo.
|-
| '''DOI'''
|-
| [https://doi.org/10.62684/FSOZ4761 10.62684/FSOZ4761]
|-
| '''Keywords'''
|-
| H-index, Poisson models, Scaling
|}
'''[https://www.topitalianscientists.org/tis/52685/Paolo_Giudici_-_Top_Italian_Scientist_in_Mathematics Paolo Giudici]'''<sup>(a)</sup>, Luca Boscolo'''<sup>(b)</sup>.
 
<sup>(a)</sup> Department of Economics and Management Sciences, University of Pavia, Italy -
<sup>(b)</sup> Top Italian Scientists founder.
 
==Abstract==
The measurement of the quality of academic research is often done by means of the h-index measure. Although widely accepted, the h-index
has some issues and, in particular, it may depend on the scientific field in which a researcher operates. To date there is not a definitive answer as to whether this difference holds, and to what extent it varies. To fill the gap, we propose to operationaly measure the difference in h-index across the sectors of a relatively homogeneous population of all scientists of a nation. To answer the heterogeneity issue we apply three different explainable machine learning models: linear regression, Poisson regression and tree models. Our results show that the latter two models better explain the data. They show that the only sectors for which a difference in h-index is significant are Physics, Biology and Clinical Sciences.
 
==Declarations==
 
===Conflict of Interest===
The Authors declare that there is no conflict of interest.
 
== References ==
<ol class="references">
<li></li>
</ol>
 
[[Category:Open Access]]
 
[[Category:Re-Print]]
 
[[Category:Scientometrics]]

Revision as of 11:26, 16 September 2024

Published
September 16, 2024
Title
Which fields drive the h-index?
Authors
Paolo Giudici, Luca Boscolo.
DOI
10.62684/FSOZ4761
Keywords
H-index, Poisson models, Scaling

Paolo Giudici(a), Luca Boscolo(b).

(a) Department of Economics and Management Sciences, University of Pavia, Italy - (b) Top Italian Scientists founder.

Abstract

The measurement of the quality of academic research is often done by means of the h-index measure. Although widely accepted, the h-index has some issues and, in particular, it may depend on the scientific field in which a researcher operates. To date there is not a definitive answer as to whether this difference holds, and to what extent it varies. To fill the gap, we propose to operationaly measure the difference in h-index across the sectors of a relatively homogeneous population of all scientists of a nation. To answer the heterogeneity issue we apply three different explainable machine learning models: linear regression, Poisson regression and tree models. Our results show that the latter two models better explain the data. They show that the only sectors for which a difference in h-index is significant are Physics, Biology and Clinical Sciences.

Declarations

Conflict of Interest

The Authors declare that there is no conflict of interest.

References

Retrieved from ‘https://journal.topitalianscientists.org/index.php?title=Which_fields_drive_the_h-index&oldid=1558’