Table 1.
Metrics for classifying European Union member states in terms of the level of consumption of RES
| Variable | Full name |
|---|---|
| x1 | Share of renewable energy in gross final energy consumption (total) |
| x2 | Share of renewable energy in gross final energy consumption in transport |
| x3 | Share of renewable energy in gross final energy consumption in electricity |
| x4 | Share of renewable energy in gross final energy consumption in heating and cooling |
Table 2.
Selected total ordering methods
| Method | Synthetic variable | Comments |
|---|---|---|
| Hellwig | ||
| TOPSIS | ||
| SSW | ||
| MUZ |

Figure 1.
Descriptive statistics for the diagnostic variables for 2015 and 2022.
Source: own elaboration based on results
Table 3.
Coefficient of correlation between the variables in 2015 and 2022

Figure 2.
Country ranks according to the four ordering procedures for 2022 data.
Source: own elaboration based on results.
Note: Method designations as in Table 2. HELLWIG, Hellwig method; MUZ, zero-based unitisation method; SSW, the method of sums of standardised values; TOPSIS, the technique for order of preference by similarity to ideal solution
Table 4.
| Method | HELLWIG | TOPSIS | SSW | MUZ | u̅p |
|---|---|---|---|---|---|
| HELLWIG | 1.000 | 0.890 | 0.945 | 0.918 | 0.918 |
| TOPSIS | 0.890 | 1.000 | 0.896 | 0.885 | 0.890 |
| SSW | 0.945 | 0.896 | 1.000 | 0.962 | 0.934 |
| MUZ | 0.918 | 0.885 | 0.962 | 1.000 | 0.921 |
[i] Note: Method designations as in Table 2

Figure 3.
Ranks of European Union member states for 2022 and 2015 by development of RES consumption calculated with the SSW method.
Source: own elaboration based on results. RES, renewable energy sources
Table 5.
Groups of European Union member states similar in terms of the development of RES consumption in 2022
| Group | Country (acronym) |
|---|---|
| Group 1 | Sweden (SE), Finland (FI), Denmark (DK) |
| Group 2 | Latvia (LV), Austria (AT), Portugal (PT), Estonia (EE), Lithuania (LT), Croatia (HR) |
| Group 3 | Spain (ES), Slovenia (SI), Romania (RO), Germany (DE), Italy (IT), Greece (GR), France (FR), Cyprus (CY) |
| Group 4 | Bulgaria (BG), Netherlands (NL), Malta (MT), Slovakia (SK), Belgium (BE), Czechia (CZ), Poland (PL), Hungary (HU), Luxembourg (LU), Ireland (IE) |
Table 6.
Descriptive statistics for group metrics, 2022
| Group | Characteristics | X1 | X2 | X3 | X4 |
|---|---|---|---|---|---|
| I | min. | 41.60 | 10.24 | 47.93 | 50.11 |
| max. | 66.00 | 29.16 | 83.34 | 69.39 | |
| mean | 51.83 | 19.41 | 69.50 | 59.35 | |
| II | min. | 29.35 | 2.40 | 26.46 | 30.58 |
| max. | 43.32 | 10.14 | 74.67 | 65.44 | |
| mean | 34.86 | 6.59 | 50.00 | 48.55 | |
| III | min. | 19.01 | 4.08 | 10.13 | 8.59 |
| max. | 25.00 | 10.81 | 50.90 | 41.56 | |
| mean | 21.68 | 8.64 | 33.94 | 26.79 | |
| IV | min. | 13.11 | 5.51 | 15.34 | 6.30 |
| max. | 19.10 | 10.35 | 36.78 | 25.80 | |
| mean | 15.65 | 7.75 | 22.37 | 17.28 |

Figure 4.
Share of renewable energy in gross final energy consumption in European Union member states in 2015 and 2022 vs European Union averages.
Source: own elaboration based on: (Eurostat, 2024). AT, Austria; BE, Belgium; BG, Bulgaria; CY, Cyprus; CZ, Czechia; DK, Denmark; DE, Germany; EE, Estonia; ES, Spain; FI, Finland; FR, France; GR, Greece; HR, Croatia; HU, Hungary; IE, Ireland; IT, Italy; LT, Lithuania; LU, Luxembourg; LV, Latvia; MT, Malta; NL, Netherlands; PL, Poland; PT, Portugal; RO, Romania; SE, Sweden; SI, Slovenia; SK, Slovakia

Figure 5.
RES in sectors [%] in European Union member states in 2015 and 2022 vs European Union averages.
Source: own elaboration based on: (Eurostat, 2024). AT, Austria; BE, Belgium; BG, Bulgaria; CZ, Czechia; CY, Cyprus; DK, Denmark; DE, Germany; EE, Estonia; ES, Spain; FI, Finland; FR, France; GR, Greece; HR, Croatia; HU, Hungary; IE, Ireland; IT, Italy; LT, Lithuania; LU, Luxembourg; LV, Latvia; MT, Malta; NL, Netherlands; PL, Poland; PT, Portugal; RES, renewable energy sources; RO, Romania; SE, Sweden; SI, Slovenia; SK, Slovakia

Figure 6.
2022/2015 relative changes for the diagnostic variables. *: double value; **: quadruple value
Source: own elaboration based on the results. AT, Austria; BE, Belgium; BG, Bulgaria; CY, Cyprus; CZ, Czechia; DK, Denmark; DE, Germany; EE, Estonia; ES, Spain; FI, Finland; FR, France; GR, Greece; HR, Croatia; HU, Hungary; IE, Ireland; IT, Italy; LT, Lithuania; LU, Luxembourg; LV, Latvia; MT, Malta; NL, Netherlands; PL, Poland; PT, Portugal; RO, Romania; SE, Sweden; SI, Slovenia; SK, Slovakia
