Panel data analysis—advantages and challenges
By Cheng Hsiao. 2007
1,245 citations recorded by the source corpus.
Subfields: Economics and Econometrics, Management Science and Operations Research
View Paper: https://www.semanticscholar.org/paper/dad2e56dcbb94dc07daf61ecb7c75785c7db18f0
How researchers see this paper
The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.
In Economics and Econometrics
- J. Fuinhas
- A. Marques
- Seyi Saint Akadiri
- Bo Bernhard Nielsen
- Chien‐Chiang Lee
- Godwin O. Olasehinde-Williams
- Andrei Hrebenciuc
- O. Siu
In Management Science and Operations Research
- O. Siu
- M. O’driscoll
- Godwin O. Olasehinde-Williams
- J. Fuinhas
- A. Marques
- James R. Kroes
- Andrew S. Manikas
- Carolyn Timms
Citations in the corpus
- Geopolitical risk and tourism: Evidence from dynamic heterogeneous panel models (2020, methodology): “Panel data combine time series and crosssectional characteristics for empirical analyses (Baltagi, 2005; Hsiao, 2007).”
- Cash Flow Management and Manufacturing Firm Financial Performance: A Longitudinal Perspective (2014, positive): “In general, approaches that explore such relationships from a longitudinal panel perspective lead to more accurate inferences and a better understanding of the underlying economic complexities (Hsiao, 2007).”
- The Impact of Board Gender Diversity and Foreign Institutional Investors on the Corporate Social Responsibility (CSR) Engagement of Chinese Listed Companies (2019, background): “It also provided a large number of data points, which increased the degree of freedom and decreased the collinearity among all explanatory variables [76].”
- The Importance of Maritime Transport for Economic Growth in the European Union: A Panel Data Analysis (2021, background): “Consequently, panel data represent large samples, which make them appropriate for estimations and their analysis has several advantages [48].”
- Corporate Governance and Firm Performance: Evidence from the Insurance Sector of Ghana (2012, neutral): “An observation in panel data involves at least two dimensions; a cross-sectional dimension, indicated by subscript and a time series dimension, indicated by subscript (Hsiao and Yanan, 2006).”
- The Location Choice of Foreign Direct Investments: Empirical Evidence and Methodological Challenges (2017, background): “Obviously, the latter approach is more powerful, as it allows for a variety of panel data methods and improves the efficiency of econometric estimation by ensuring more degrees of freedom and higher sample variability (Hsiao, 2007).”
- The impact of globalization and economic freedom on economic growth: the case of the Latin America and Caribbean countries (2018, positive): “…the empirical analysis techniques used on the globalization-economic growth studies, the application of panel data techniques to address this issue is becoming far more usual, given that it presents a vast number of advantages over the cross-section and time-series analysis (see Hsiao, 2007).”