Comparison of values of Pearson’s and Spearman’s correlation coefficient on the same sets of data
dc.contributor.author | Hauke, Jan | |
dc.contributor.author | Kossowski, Tomasz | |
dc.date.accessioned | 2016-11-17T16:31:26Z | |
dc.date.available | 2016-11-17T16:31:26Z | |
dc.date.issued | 2011 | |
dc.description.abstract | Spearman’s rank correlation coefficient is a nonparametric (distribution-free) rank statistic proposed by Charles Spearman as a measure of the strength of an association between two variables. It is a measure of a monotone association that is used when the distribution of data makes Pearson’s correlation coefficient undesirable or misleading. Spearman’s coefficient is not a measure of the linear relationship between two variables, as some “statisticians” declare. It assesses how well an arbitrary monotonic function can describe a relationship between two variables, without making any assumptions about the frequency distribution of the variables. Unlike Pearson’s product-moment correlation coefficient, it does not require the assumption that the relationship between the variables is linear, nor does it require the variables to be measured on interval scales; it can be used for variables measured at the ordinal level. The idea of the paper is to compare the values of Pearson’s product-moment correlation coefficient and Spearman’s rank correlation coefficient as well as their statistical significance for different sets of data (original - for Pearson’s coefficient, and ranked data for Spearman’s coefficient) describing regional indices of socio-economic development. | pl_PL |
dc.identifier.citation | Quaestiones Geographicae vol. 30 (2), 2011, pp. 87-93 | pl_PL |
dc.identifier.isbn | 978-83-62662-62-3 | |
dc.identifier.issn | 0137-477X | |
dc.identifier.uri | http://hdl.handle.net/10593/15580 | |
dc.language.iso | eng | pl_PL |
dc.publisher | Wydział Nauk Geograficznych i Geologicznych Uniwersytetu im. Adama Mickiewicza | pl_PL |
dc.rights | info:eu-repo/semantics/openAccess | pl_PL |
dc.subject | Pearson’s correlation coefficient | pl_PL |
dc.subject | Spearman’s rank correlation coefficient | pl_PL |
dc.subject | Kendall’s tau | pl_PL |
dc.subject | regional indices of socio-economic development | pl_PL |
dc.title | Comparison of values of Pearson’s and Spearman’s correlation coefficient on the same sets of data | pl_PL |
dc.type | Artykuł | pl_PL |