Table 2 Applied analytical tools.

From: Transforming power of research and development on inequality and well-being: a European Union perspective within the circular economy framework

Analysis

Methods/models

Purpose

Source

Used R packages

Cluster analysis

Partitioning around medoids—manhattan distance

Country grouping based on CE use

Kassambara, 2017

cluster, factoextra

Silhouette analysis

 

Optimal number of clusters

Struyf et al. (1996)

factoextra

Regression model assumptions

F-test, Hausman test, Breusch-Pagan

Evaluation of assumptions and selection of an appropriate model

Wooldridge, 2010

plm, lmtest,

Panel regression analysis

Random effect model (white estimator), within effect model (Arellano estimator)

Quantifying the significance of selected relationships

Wooldridge, 2010; Arellano, 1987

plm, sandwich