Renewable Energy Attitudes and Behaviour of Local Governments in Poland
Abstract
:1. Introduction
2. Literature Review
3. Materials and Methods
4. Results
4.1. The Attitudes of Local Governments to Renewable Energy Investments
4.2. Local Governments’ Renewable Energy Investments under Operational Programs 2007–2013 and 2014–2020
5. Discussion
6. Limitations
7. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Data Categories | Description and Sources |
---|---|
For 2007–2013: Number of renewable energy projects Total value of RE projects (mln Polish zloties) EU funds for RE projects (mln Polish zloties) Types of projects by renewable energy sources Location of renewable energy investments Leading beneficiaries and partners | Qualitative and quantitative data on projects carried out in Poland under Operational Programmes 2007–2013, obtained from the National Information System SIMIK 07–13 [84] run by the Ministry of Regional Development (name of the Ministry as of 31 January 2016, when the data was obtained), the data shows the state of arts as of 31 December 2015, according to the n+2 EU regional policy rule [85], that allows the managing institutions in eligible member states to spend the EU funds allocations till the end of the second year after the year of receiving the funds, i.e., in case of 2007–2013 financial perspective till the end of 2015; from database containing 150,000 entries, we extracted entries describing all 264 investments in renewable energy, carried out by municipalities. |
For 2014–2020: Number of renewable energy projects Total value of renewable energy projects (mln Polish zloties) EU funds for renewable energy projects (mln Polish zloties) Types of projects by renewable energy sources Location of renewable energy investments Leading beneficiaries and partners | Qualitative and quantitative data on projects carried out in Poland under Operational Programmes 2014–2020, as of September 2020, obtained from the Central Teleinformation System SL 2014 run by the Ministry of Funds and Regional Policy, and retrieved on 1 December 2020 from [86], from the database containing 177,458 entries, we extracted 1161 entries describing 909 investments carried out by 638 municipalities, defined as leading beneficiaries. |
Types of municipalities by degree of urbanisation (DEGURBA) | The degree of urbanization (DEGURBA) classification categorizes municipalities into the three categories: Code 1—cities, or: densely populated areas Code 2—towns and suburbs, or: intermediate density areas Code 3—rural areas, or: thinly populated areas retrieved on 30 June2020 from [87] |
Tax ID of municipalities | National Court Register [88] accessed on 15 January 2021. |
TERYT codes, names and types of administrative units | Database retrieved from the National Official Register of the Territorial Division of the Country (TERYT), retrieved from [89]. |
addresses and codes of municipality offices | Data retrieved from the Public Information Bulletin [90]. |
Method | Applied to Test: |
---|---|
Kolmogorov-Smirnov test | to what degree the distribution of the analyzed data categories was skewed vs. normally distributed |
Kruskal-Wallis H test | whether the total value of renewable energy projects and the share of EU funds in the total value of renewable energy projects in 2007–2013 and 2014–2020 were significantly affected by the types of municipalities |
Mann-Whitney U test Wilcoxon rank-sum test | whether there were significant differences in total value of renewable energy projects, value of EU funds cofounding renewable energy projects and the share of EU funds in total value of renewable energy projects between different types of municipalities, i.e., those classified as cities, towns and suburbs, and rural. |
Wilcoxon signed-rank test | whether the total value of renewable energy projects and the value of EU funds cofounding renewable energy projects differed between 2007–2013 and 2014–2020 in case of the municipalities that carried out renewable energy projects in both financial perspectives. |
Types of Municipalities | Financial Perspective 2007–2013 | Financial Perspective 2014–2020 | ||||||
---|---|---|---|---|---|---|---|---|
Municipalities Investing in Renewable Energy | Renewable Energy Projects | Municipalities Investing in Renewable Energy | Renewable Energy Projects | |||||
No | % of All Municipalities of This Type | No | % of All Renewable Energy Projects by Municipalities | No | % of All Municipalities of This Type | No | % of All Renewable Energy Projects by Municipalities | |
Cities (1) | 8 | 11 | 13 | 5 | 20 | 26 | 48 | 5 |
Towns and suburbs (2) | 54 | 10 | 61 | 23 | 103 | 20 | 165 | 18 |
Rural (3) | 167 | 9 | 188 | 72 | 513 | 27 | 695 | 77 |
All | 229 | 9.2 | 262 | 100 | 636 | 25.6 | 908 | 100 |
Type of Municipalities * | N | Mean | Std. Error | Median | Std. Dev. | Min | Max | Range | Skewness | Kurthosis | |
---|---|---|---|---|---|---|---|---|---|---|---|
Total value of renewable energy projects (Polish zloty) 2007–2013 | 1 | 8 | 3.7 | 1.6 | 1.9 | 4.4 | 0.25 | 13.4 | 13.1 | 1.86 | 3.35 |
2 | 54 | 3.2 | 0.5 | 1.8 | 3.6 | 0.07 | 14.9 | 14.8 | 1.85 | 3.02 | |
3 | 167 | 3.9 | 0.2 | 3.0 | 3.1 | 0.05 | 14.4 | 14.4 | 1.12 | 0.99 | |
all | 229 | 3.7 | 0.2 | 2.9 | 3.3 | 0.05 | 14.9 | 14.9 | 1.33 | 1.48 | |
Value of EU funds for projects (Polish zloty) 2007–2013 | 1 | 8 | 2.2 | 0.7 | 1.3 | 2.1 | 0.15 | 5.9 | 5.7 | 1.10 | −0.22 |
2 | 54 | 2.4 | 0.4 | 1.3 | 2.6 | 0.04 | 11.7 | 11.7 | 1.81 | 2.88 | |
3 | 167 | 2.9 | 0.2 | 2.3 | 2.4 | 0.03 | 11.9 | 11.9 | 1.28 | 1.77 | |
all | 229 | 2.8 | 0.2 | 2.1 | 2.5 | 0.03 | 11.9 | 11.9 | 1.38 | 1.87 | |
The share of EU funds in total value of renewable energy projects (%) 2007–2013 | 1 | 8 | 68% | 4% | 71% | 12% | 44% | 85% | 41% | −1.11 | 2.31 |
2 | 54 | 72% | 2% | 76% | 13% | 25% | 85% | 60% | −1.63 | 3.44 | |
3 | 167 | 73% | 1% | 77% | 10% | 26% | 85% | 59% | −1.91 | 4.91 | |
all | 229 | 73% | 0.7% | 76% | 11% | 25% | 85% | 60% | −1.79 | 4.19 | |
Total value of renewable energy projects (Polish zloty) 2014–2020 | 1 | 20 | 13.6 | 4.1 | 7.1 | 18.3 | 0.9 | 68.5 | 67.6 | 2.24 | 4.69 |
2 | 103 | 11.3 | 1.8 | 5.1 | 18.2 | 0.2 | 87.6 | 87.4 | 2.77 | 7.22 | |
3 | 503 | 6.1 | 0.5 | 3.2 | 10.1 | 0.1 | 77.7 | 77.5 | 4.58 | 24.56 | |
all | 626 | 7.2 | 0.5 | 3.4 | 12.3 | 0.1 | 87.6 | 87.5 | 4.01 | 17.63 | |
Value of EU funds for projects (Polish zloty) 2014–2020 | 1 | 20 | 10.7 | 3.7 | 5.0 | 16.7 | 0.7 | 61.3 | 60.6 | 2.46 | 5.46 |
2 | 103 | 8.0 | 1.3 | 3.2 | 13.0 | 0.1 | 71.6 | 71.5 | 2.91 | 8.53 | |
3 | 503 | 4.3 | 0.3 | 2.1 | 7.0 | 0.1 | 67.9 | 67.8 | 4.79 | 28.67 | |
all | 626 | 5.1 | 0.4 | 2.4 | 8.9 | 0.1 | 71.6 | 71.5 | 4.26 | 20.74 | |
The share of EU funds in total value of renewable energy projects (%) 2014–2020 | 1 | 20 | 69% | 4% | 70% | 17% | 41% | 95% | 54% | −0.29 | −0.80 |
2 | 103 | 70% | 1% | 73% | 13% | 31% | 95% | 64% | −0.47 | 0.16 | |
3 | 503 | 68% | 1% | 70% | 11% | 32% | 88% | 56% | −0.80 | 0.03 | |
all | 626 | 69% | 0.5% | 70% | 12% | 31% | 95% | 64% | −0.66 | 0.07 |
Kruskal-Wallis Tests Outcomes on | H(2) | p |
---|---|---|
The types of municipalities affecting the total value of renewable energy projects | ||
in 2007–2013 | 4.918 | >0.86 |
in 2014–2020 | 12.629 | >0.002 |
The types of municipalities affecting the share of EU funds in the total value of renewable energy projects | ||
in 2007–2013 | 1.991 | >0.37 |
in 2014–2020 | 2.157 | >0.34 |
Tests for Groups of Municipalities *** | Total value of Renewable Energy Projects in | European Union Funds Cofounding Renewable Energy Projects in | % of European Union Funds in Total Value of Renewable Energy Projects in | |||
---|---|---|---|---|---|---|
A * | B ** | A * | B ** | A * | B ** | |
(1) and (2) | ||||||
Mann-Whitney (U) | 203.000 | 890.000 | 204.000 | 925.000 | 175.000 | 970.500 |
Wilcoxon rank-sum (W) | 1688.000 | 6246.000 | 1689.000 | 6281.000 | 211.000 | 6326.500 |
Z | −0.273 | −0.960 | −0.252 | −0.720 | −0.861 | −0.408 |
Effect size (r) | −0.020 | −0.071 | −0.019 | −0.053 | −0.063 | −0.030 |
Asympt. Sig. (2-tailed) | 0.785 | 0.337 | 0.801 | 0.472 | 0.389 | 0.683 |
Mt. Carlo Sig. (1-tailed) b | 0.794 | 0.335 | 0.815 | 0.468 | 0.394 | 0.687 |
(1) and (3) | ||||||
Mann-Whitney (U) | 576.000 | 549.000 | 449.500 | 3426.500 | 3505.500 | 4882.000 |
Wilcoxon rank-sum (W) | 612.000 | 585.000 | 485.500 | 130,182.500 | 130,261.500 | 5092.000 |
Z | −0.607 | −0.802 | −1.522 | −2.419 | −2.300 | −0.223 |
Effect size (r) | −0.023 | −0.030 | −0.057 | −0.091 | −0.086 | −0.008 |
Asympt. Sig. (2-tailed) | 0.544 | 0.422 | 0.128 | 0.016 | 0.021 | 0.823 |
Mt. Carlo Sig. (1-tailed) b | 0.540 | 0.419 | 0.132 | 0.014 | 0.020 | 0.826 |
(2) and (3) | ||||||
Mann-Whitney (U) | 3571.000 | 3520.000 | 4350.000 | 21,382.000 | 21,146.000 | 23,530.000 |
Wilcoxon rank-sum (W) | 5056.000 | 5005.000 | 5835.000 | 148,138.000 | 147,902.000 | 28,886.000 |
Z | −2.187 | −2.313 | −0.260 | −2.794 | −2.939 | −1.467 |
Effect size (r) | −0.076 | −0.080 | −0.009 | −0.097 | −0.102 | −0.051 |
Asympt. Sig. (2-tailed) | 0.029 | 0.021 | 0.795 | 0.005 | 0.003 | 0.142 |
Mt. Carlo Sig. (1-tailed) b | 0.029 | 0.021 | 0.801 | 0.005 | 0.004 | 0.147 |
Median 2007–2013 (mln Polish Zloties) | Median 2014–2020 (mln Polish Zloties) | T | p-Value | Change r | |
---|---|---|---|---|---|
The total value of renewable energy projects | 2.9 | 3.5 | 2021 | <0.05 | −0.29 |
European Union funds value | 2.1 | 2.4 | 2217 | <0.05 | −0.22 |
The share of EU funds in the total value of renewable energy projects | 76% | 70% | 1632 | <0.05 | −0.49 |
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Rakowska, J.; Ozimek, I. Renewable Energy Attitudes and Behaviour of Local Governments in Poland. Energies 2021, 14, 2765. https://doi.org/10.3390/en14102765
Rakowska J, Ozimek I. Renewable Energy Attitudes and Behaviour of Local Governments in Poland. Energies. 2021; 14(10):2765. https://doi.org/10.3390/en14102765
Chicago/Turabian StyleRakowska, Joanna, and Irena Ozimek. 2021. "Renewable Energy Attitudes and Behaviour of Local Governments in Poland" Energies 14, no. 10: 2765. https://doi.org/10.3390/en14102765
APA StyleRakowska, J., & Ozimek, I. (2021). Renewable Energy Attitudes and Behaviour of Local Governments in Poland. Energies, 14(10), 2765. https://doi.org/10.3390/en14102765