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What is Panel Data

Encyclopedia of Information Science and Technology, Fifth Edition
Data derived from a small number of observations over time on a large number of cross-sectional units (for Example, individuals, households, firms, or governments).
Published in Chapter:
Panel Data: A Case Study Analysis
Vera Costa (FEUP, University of Porto, Portugal) and Rui Portocarrero Sarmento (Statsframe, University of Porto, Portugal)
Copyright: © 2021 |Pages: 21
DOI: 10.4018/978-1-7998-3479-3.ch045
Abstract
Panel data is a regression analysis type that uses time data and spatial data. Thus, the behavior of groups, for example, enterprises or communities, is analyzed through a time scale. Panel data allows exploring variables that cannot be observed or measured or variables that evolve over time but not across groups or communities. In this chapter, two different techniques used in panel data analysis is explored: fixed effects (FE) and random effects (RE). First, theoretical concepts of panel data are presented. Additionally, a case study example of the use of this type of regression is provided. Panel data analysis is performed with R language, and a step-by-step approach is presented.
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More Results
Infrastructure and Growth: Comparing Latin America and East Asia
In statistics and econometrics, the term panel data refers to multi-dimensional data frequently involving measurements over time. Panel data contain observations of multiple phenomena obtained over multiple time periods for the same firms or individuals.
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The Relationship Between Stock Prices and Exchange Rates: Evidence From MENA Countries
Data on an economic variable that include both multiple economic units and multiple time periods, thus displaying both cross sectional variation and time series variation.
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ERP-Driven Performance Changes and Process Isomorphism
Panel data are data where multiple cases (e.g. firms) are observed over multiple time periods. The data contain two kinds of information: the cross-sectional information reflected in the differences between case, and the time-series information reflected in the changes within subjects over time. Panel data offers several advantages compared to cross-sectional or time-series data as the researcher can exploit these different types of information.
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The Effects of Corporate Tax Rate on the Firm Performance
Panel data is a combination of data cross-section and time-series. Panel data methodology ensures a more reliable model with less multicollinearity.
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Panel Non-Stationarity Methods in Macro- and Microeconomic Studies
A data set with both cross-sectional and time series dimension. If all cross-sectional units are observed for the whole time period, the panel is balanced. Otherwise, if the time series for some of the cross-section units are not of the same length and there are missing values, the panel is unbalanced .
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Socioeconomic Influences on Fertility Rate Fluctuations in Developed and Developing Economies
Dataset that includes both a time series and cross-sectional element for variables.
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Infrastructural Development: An Engine of Growth – An Empirical Study in SAARC Countries
It is the pooling of cross sectional information over the data available for a small length of time.
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The Empirics of the Digital Divide: Can Duration Analysis Help?
a collection of cross sections of data gathered at multiple times, where the same units of observation (e.g., individuals or households) are represented in each cross section. Also known as longitudinal data.
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Defense Expenditure and Its Impact on Health in the SAARC Countries
It is the pooling of cross sectional information over the data available for a small length of time.
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Impact of Information and Communication Readiness on the Tourism Industry: A Dynamic GMM Approach
Panel data is a subset of longitudinal data where observations are for the same subjects each time. Time series and cross-sectional data can be thought of as special cases of panel data that are in one dimension only (one panel member or individual for the former, one time point for the latter).
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Internet Use and Economic Growth: Evidences From Lower Middle Income and Low Income Countries
In statistics and econometrics, the term panel data refers to multi-dimensional data frequently involving measurements over time. Panel data contain observations of multiple phenomena obtained over multiple time periods for the same firms or individuals. In short panel data captures both cross-sectional and time dimension of data.
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Left-Wing Extremism From the Indian Perspective: An Econometric Interpretation
Also called longitudinal data, represents cross-sectional time series data i.e. data on multi-dimensional cross-sections (comprising of individuals, firms and countries) over a period of time.
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Reputational Transfer Between the Leader and His Corporation in Spain: Does the Family Matter?
Data set that combines a temporal dimension (time series) and a transversal dimension (individuals).
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Gross Domestic Savings, Household Consumption, and Inequality in Africa: A Panel Analysis
Panel data is a type of data that contains observations about different cross sections across time.
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Outward US Foreign Direct Investment and Environmental Degradation
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Aging and Consumption Patterns in Turkey: Analysis Based on Regional Data
Type of data containing observations on different cross sections over time.
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Relationship Between ICT and Tourism: The Case of Mediterranean Countries
Gathering cross-sectional observations of units such as individuals, countries, firms, and households over a period.
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The Tourism Sector's Impact on Carbon Emissions: An Empirical Analysis of Transitioning G20 Countries
Multidimensional data contains both time series and cross-section dimension and showing a sample of cross-sections over time.
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Full Text Chapter Download: US $37.50 Add to Cart
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