Table 1

Empirical studies that have considered the effects of some macroeconomic variables on the NPLs of EU countries after the 2007 financial crisis

AuthorIndependent variablesCountriesYearsEconometric method
Škarica (2014) GDP, unemployment, inflation rateBulgaria, Croatia, Czech Republic, Hungary, Latvia, Romania and Slovakia2007–2012Fixed effects
Tanasković and Jandrić (2015) (FX_cred; ex_rate; intr_r; infl; fin_mark; sound_b)1Albania, Bosnia and Herzegovina, Bulgaria, Croatia, Hungary, Lithuania, Montenegro, FYR Macedonia, Romania, Serbia and Slovenia2006 to 2013 periodFixed effects
Beck et al. (2015) RGDP; NEER; Lending IR; ICL275 Western countries, including 26 of the 28 EU countries (countries not considered: Cyprus and Malta2000–2010
  1. Fixed effects

  2. Arellano-Bond estimation

Anastasiou et al. (2016) ROA, ROE, LTD, UNEMP, TAXINC, FISCAL, DEBT, GROWTH, infl3Euro-area1990–2015GMM estimations
Anastasiou et al. (2019a) ROA, ROE, LTD, UNEMP, TAXINC, FISCAL, DEBT, GROWTH, inflEuro-area2003–2016VAR
Anastasiou et al. (2019b) GOVERNANCE index (PCA for all the Worldwide Governance Indicators, WGI)Greece1996–2016OLS

Note(s): 1FX_cred, is the local currency value of FX denominated debt and its servicing cost; ex_rate is the change in the nominal US dollar exchange rate for each country; intr_r is Increases in lending rates; infl is inflation rate; fin_mark is financial market developments; sound_b is soundness of the banking system; 2RGDP (Real Gross domestic Product); NEER (Nominal Effective Exchange Rate); LendingIR (Lending Interest Rate); ICL (International Claims); 3ROA (return on assets); ROE(return on equity); LTD (increasing loans to deposits ratio); UNEMP (increasing unemployment). TAXINC(income tax as % of GDP); FISCAL(government budget balance as % of GDP). DEBT (the general gross government debt as % of GDP); GROWTH (the percentage growth rate of real GDP); Infl (inflation rate)

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