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. 2022 Apr 4;27(3):525–551. doi: 10.1007/s10666-022-09816-7

Table 7.

Illustrative and Explanatory variables

A Descriptive variables related to energy system Source
PECON - Primary energy consumption (per capita), tons per capita Eurostat
FECON - Final energy consumption tons per capita Eurostat
EU - Energy use (kg of oil equivalent per capita) Eurostat
FFEC - Fossil fuel energy consumption (% of total) Eurostat
EAFC - Electricity available for final consumption (kWh per capita)— Eurostat
SB - Share of biofuels in gross inland renewable energy consumption (%) Eurostat
SSFF - Share of solid fossil fuels in gross available energy (%) Eurostat
SHP - Share of hydro power in gross inland renewable energy consumption (%) Eurostat
SSP - Share of solar photovoltaic in gross inland renewable energy consumption (%) Eurostat
SNG - Share of natural gas in gross available energy (%) Eurostat
SOPP - Share of oil and petroleum products (excluding biofuel portion) in gross available energy (%) Eurostat
SRB - Share of renewables and biofuels in gross available energy (%) Eurostat
SNRW - Share of non-renewable waste in gross available energy (%) Eurostat
SNH - Share of nuclear heat in gross available energy (%) Eurostat
SFF - Share of fossil fuels in gross available energy (%) Eurostat
SST - Share of solar thermal in gross inland renewable energy consumption (%) Eurostat
SWP - Share of wind power in gross inland renewable energy consumption (%) Eurostat
EPSFFS - Electricity production from solid fossil fuels sources (% of total) Eurostat
EPNGS - Electricity production from natural gas sources (% of total) Eurostat
EPOPP - Electricity production from oil and petroleum products (excluding biofuel portion) sources (% of total) Eurostat
EPRBS - Electricity production from renewables and biofuels sources (% of total) Eurostat
EPHS - Electricity production from hydroelectric sources (% of total) Eurostat
EPNH - Electricity production from nuclear heat (% of total) Eurostat
EPOGC - Electricity production from oil, gas and coal sources (% of total) Eurostat
EPROD - Energy productivity (Euro per kilogram of oil equivalent (KGOE)) Eurostat
PERBS - Electricity production from renewables and biofuels sources, excluding hydroelectric (% of total) Eurostat
PERBK - Electricity production from renewables and biofuels sources, excluding hydroelectric (kWh) per capita Eurostat
B Effort ratios to national target Source
EF_GHG: Greenhouse gas emissions Eurostat
EF_PEC: Primary energy consumption Eurostat
EF_SREC: Share of renewable energy in final energy consumption Eurostat
C Explanatory thematic variables of the discrimination models Source
Economic performance
GDP - GDP per capita (constant price 2010) World Bank
GDPGR - GDP growth rate World Bank
UN - Unemployment rate (all 15–64) Eurostat
Innovation system
PAT - Patents in environment-related technologies per million inhabitants 2017 OECD
SPAT - Share of environment-related technologies patents in total patents (%) 2017 OECD
EPBI - Environmental patent Balassa index 2017 OECD
R&D - Research and development expenditure (% of GDP) World Bank
Trade performance
EDEP - Energy dependence measured as energy imports in % of energy uses Eurostat
TRADE - Terms of trade measured as the ratio of export prices to import prices Eurostat
ETRADE - Energy terms of trade measured as the ratio of energy exports (Mtoe) to energy import (Mtoe) Eurostat
HTEX - High-technology exports (% of manufactured exports) Word Bank
Policy mix design
ENT - Energy taxes (% of GDP) Eurostat
ENVT - Total environmental taxes (% of GDP) Eurostat
GR&D - Total government budget allocations for R&D (% of GDP) Eurostat
GEPE - Governments’ environmental protection expenditures (% of GDP) Eurostat
GEER&R - Governments’ environmental and energy R&D expenditures (% of GDP) Eurostat

In the temporal DA on the sub-periods, we do not have the GEER&R data from 2000 to 2003, thus the variable is dropped and there are only 4 variables in the model