Interregional Diversity of Social Capital in the Context of Sustainable Development—A Case Study of Polish Voivodeships
Abstract
:1. Introduction
2. Materials and Methods
- The measures (Figure 1) and indicators (Table 1) of social capital were determined based on a review of the literature. The study relied on the indicators described by Coleman [20], Putnam [25], Grootaert and van Bastelar [57], Narayan and Cassidy [58], Będzik [59], Janc [60], Foxton and Jones [61], Sierocińska [62], Siegler [63], Inglot-Brzęk [64], and Witczak-Roszkowska [65].
- Excessively correlated variables (indicators) were eliminated from each measure by analyzing diagonal elements in the inverse correlation matrix. Various tools can be used to eliminate diagnostic variables, including the inverse correlation matrix. The elimination procedure involves the creation of a matrix of coefficients of correlation [R] between variables, followed by the creation of an inverse matrix [R−1]. The diagonal elements of the inverse matrix are then analyzed. A variable whose value on the main diagonal exceeds 10, i.e., a variable that is excessively correlated with the remaining variables, should be eliminated [54,66,67]. As a result, a total of 26 indicators were selected for further analysis (Table 1).
- 3.
- The composite indicators representing every measure of social capital were developed with the use of the TOPSIS method based on the following procedure:
- indicator values were normalized with Formula (1) and the eigenvector was derived with Formula (2):
- normalized indicator values were weighted with the following formula:
- the coordinates of ideal units—positive ideal solution (A+) and negative ideal solution (A-)—were determined based on the below formulas:
- composite indicators were calculated for each measure of social capital:
- 4.
- The evaluated objects (voivodeships) were arranged in a linear order and three typological classes were determined for every measure of social capital with the use of the arithmetic mean () and standard deviation of the composite indicator (Si):
- —class I—high level of the analyzed measures of social capital;
- —class II—moderate level of the analyzed measures of social capital;
- —class III—low level of the analyzed measures of social capital.
- 5.
- Significant correlations between composite indicators of the analyzed measures of social capital in Polish voivodeships were determined based on the value of Pearson’s correlation coefficient. Data were processed using STATISTICA software.
3. Results
3.1. Civic Engagement in Political and Social Life (Measure 1)
3.2. Degree of Selfless Behavior (Measure 2)
3.3. Sense of Security and Social Confidence (Measure 3)
3.4. Formation of Social Structures (Measure 4)
3.5. Observance of Norms and Attitudes That Foster Desirable Social Interactions (Measure 5)
3.6. Analysis of Correlations between Measures of Social Capital
4. Summary and Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
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No. | Item | Type of Variable (Indicator) | Source | Year |
---|---|---|---|---|
Civic engagement in political and social life (Measure 1) | ||||
1 | General elections (voter turnout)—(x1) | s | [52] | 2015 |
2 | Local elections (voter turnout)—(x2) | s | [52] | 2014 |
3 | Participation in various events per 100 population (events organized by community centers and clubs; mass events)—(x3) | s | [49] | 2016 |
4 | Percentage of municipalities with a village fund in the total number of eligible municipalities—(x4) | s | [49] | 2016 |
5 | Percentage of citizens aged 16 years and older who are involved in community work (municipalities, districts) —(x5) | s | [47] | 2015 |
Degree of selfless behavior (Measure 2) | ||||
1 | Number of blood donors per 10,000 population—(x1) | s | [49] | 2016 |
2 | Number of volunteers in welfare and educational institutions per 100,000 population—(x2) | s | [49] | 2016 |
3 | Number of charitable organizations entitled to receive 1% of income tax from individuals per 100,000 population—(x3) | s | [51] | 2015 |
4 | Total donations in virtue of 1% of income tax from individuals in a given area per 100 population—(x4) | s | [51] | 2015 |
Sense of security and social confidence (Measure 3) | ||||
1 | Confidence in police (percentage of citizens aged 16 years and older)—(x1) | s | [47] | 2015 |
2 | Confidence in local authorities (percentage of citizens aged 16 years and older)—(x2) | s | [48] | 2015 |
3 | Trust in neighbors (percentage of citizens aged 16 years and older)—(x3) | s | [48] | 2015 |
4 | Crime rate per 1000 population—(x4) | d | [49] | 2016 |
5 | Sense of security in the place of residence (percentage of citizens aged 16 years and older)—(x5) | s | [48] | 2015 |
Formation of social structures (Measure 4) | ||||
1 | Social isolation index (percentage of citizens aged 16 years and older)—(x1) | d | [48] | 2015 |
2 | Membership in sports clubs per 10,000 population—(x2) | s | [49] | 2016 |
3 | Membership in artistic organizations per 10,000 population—(x3) | s | [49] | 2016 |
4 | Membership in hobby clubs per 10,000 population—(x4) | s | [49] | 2016 |
5 | Foundations, associations, and social organizations per 10,000 population—(x5) | s | [49] | 2016 |
Observance of norms and attitudes that foster desirable social interactions (Measure 5) | ||||
1 | Percentage of citizens aged 16 years and older who are sensitive to offenses against the public good—(x1) | s | [50] | 2015 |
2 | Unconditional disapproval of tax evasion (percentage of citizens aged 16 years and older)—(x2) | s | [48] | 2015 |
3 | Unconditional disapproval of welfare fraud (percentage of citizens aged 16 years and older)—(x3) | s | [48] | 2015 |
4 | Unconditional disapproval of bribery (percentage of citizens aged 16 years and older)—(x4) | s | [48] | 2015 |
5 | Unconditional disapproval of illegal employment (percentage of citizens aged 16 years and older)—(x5) | s | [48] | 2015 |
6 | Unconditional disapproval of fare evasion in public transport (percentage of citizens aged 16 years and older)—(x6) | s | [48] | 2015 |
7 | Indicator of good neighborly relations (percentage of citizens aged 16 years and older)—(x7) | s | [48] | 2015 |
No. | Voivodeship | x1 | x2 | x3 | x4 | x5 | Si |
---|---|---|---|---|---|---|---|
1 | Lower Silesia | 49.42 | 44.74 | 280.65 | 82.84 | 19.86 | 0.728 |
2 | Kujawy and Pomerania | 46.36 | 44.96 | 221.64 | 74.02 | 12.5 | 0.403 |
3 | Lublin | 49.01 | 49.88 | 230.20 | 69.74 | 17.05 | 0.548 |
4 | Lubuskie | 44.63 | 46.91 | 275.61 | 75.68 | 19.15 | 0.670 |
5 | Łódź | 51.62 | 48.12 | 161.31 | 52.20 | 11.99 | 0.246 |
6 | Małopolska | 54.90 | 48.65 | 350.25 | 64.28 | 15.68 | 0.668 |
7 | Mazovia | 58.70 | 51.20 | 203.61 | 63.08 | 14.29 | 0.441 |
8 | Opole | 43.12 | 42.69 | 187.22 | 80.88 | 21.66 | 0.576 |
9 | Podkarpacie | 50.43 | 50.87 | 265.81 | 78.47 | 17.02 | 0.648 |
10 | Podlasie | 47.10 | 48.18 | 289.55 | 45.79 | 10.03 | 0.356 |
11 | Pomerania | 51.87 | 45.88 | 278.56 | 67.00 | 15.16 | 0.560 |
12 | Silesia | 52.25 | 43.38 | 253.07 | 64.23 | 17.37 | 0.566 |
13 | Świętokrzyskie | 46.81 | 53.38 | 215.14 | 54.64 | 14.67 | 0.396 |
14 | Warmia and Mazury | 42.32 | 47.02 | 256.77 | 66.00 | 7.91 | 0.318 |
15 | Wielkopolska | 50.16 | 47.20 | 242.65 | 75.48 | 15.38 | 0.541 |
16 | Western Pomerania | 45.87 | 44.15 | 263.34 | 59.22 | 14.35 | 0.450 |
Polish average | 49.04 | 47.33 | 248.46 | 67.10 | 15.25 | - |
No. | Voivodeship | x1 | x2 | x3 | x4 | Si |
---|---|---|---|---|---|---|
1 | Lower Silesia | 172.70 | 15.19 | 28.20 | 1552.79 | 0.307 |
2 | Kujawy and Pomerania | 165.09 | 22.89 | 13.57 | 464.04 | 0.118 |
3 | Lublin | 117.43 | 25.92 | 17.48 | 488.87 | 0.130 |
4 | Lubuskie | 153.94 | 28.31 | 25.05 | 487.45 | 0.196 |
5 | Łódź | 148.87 | 16.38 | 16.76 | 704.08 | 0.099 |
6 | Małopolska | 137.10 | 21.49 | 19.18 | 1189.32 | 0.192 |
7 | Mazovia | 128.26 | 21.17 | 23.29 | 5170.88 | 0.720 |
8 | Opole | 139.83 | 24.57 | 30.92 | 564.77 | 0.214 |
9 | Podkarpacie | 134.89 | 20.49 | 23.31 | 383.92 | 0.128 |
10 | Podlasie | 297.62 | 36.24 | 20.19 | 475.63 | 0.315 |
11 | Pomerania | 172.42 | 23.41 | 25.61 | 878.20 | 0.212 |
12 | Silesia | 148.16 | 30.86 | 19.36 | 981.75 | 0.224 |
13 | Świętokrzyskie | 148.41 | 16.36 | 13.12 | 316.45 | 0.052 |
14 | Warmia and Mazury | 152.66 | 19.84 | 21.12 | 399.03 | 0.117 |
15 | Wielkopolska | 194.14 | 19.44 | 16.69 | 1442.14 | 0.251 |
16 | Western Pomerania | 147.51 | 26.29 | 15.20 | 494.42 | 0.136 |
Polish average | 159.94 | 23.05 | 20.57 | 999.61 | - |
No. | Voivodeship | x1 | x2 | x3 | x4 | x5 | Si |
---|---|---|---|---|---|---|---|
1 | Lower Silesia | 63.11 | 50.00 | 71.00 | 25.73 | 84.00 | 0.185 |
2 | Kujawy and Pomerania | 72.06 | 50.00 | 70.00 | 17.82 | 89.00 | 0.554 |
3 | Lublin | 73.41 | 48.00 | 73.00 | 14.62 | 89.00 | 0.711 |
4 | Lubuskie | 67.66 | 52.00 | 64.00 | 22.38 | 89.00 | 0.316 |
5 | Łódź | 71.13 | 43.00 | 68.00 | 18.50 | 85.00 | 0.456 |
6 | Małopolska | 70.68 | 52.00 | 76.00 | 21.50 | 89.00 | 0.405 |
7 | Mazovia | 69.58 | 45.00 | 73.00 | 20.20 | 80.00 | 0.384 |
8 | Opole | 59.88 | 46.00 | 75.00 | 20.01 | 83.00 | 0.378 |
9 | Podkarpacie | 69.84 | 56.00 | 78.00 | 11.02 | 93.00 | 0.943 |
10 | Podlasie | 68.58 | 49.00 | 77.00 | 14.36 | 88.00 | 0.729 |
11 | Pomerania | 71.16 | 54.00 | 72.00 | 19.93 | 87.00 | 0.473 |
12 | Silesia | 66.62 | 49.00 | 72.00 | 23.18 | 85.00 | 0.263 |
13 | Świętokrzyskie | 67.26 | 48.00 | 72.00 | 15.12 | 91.00 | 0.669 |
14 | Warmia and Mazury | 70.47 | 53.00 | 77.00 | 18.76 | 90.00 | 0.544 |
15 | Wielkopolska | 69.69 | 54.00 | 73.00 | 17.74 | 91.00 | 0.590 |
16 | Western Pomerania | 73.24 | 46.00 | 78.00 | 21.00 | 84.00 | 0.398 |
Polish average | 69.02 | 49.69 | 73.06 | 18.87 | 87.31 | - |
No. | Voivodeship | x1 | x2 | x3 | x4 | x5 | Si |
---|---|---|---|---|---|---|---|
1 | Lower Silesia | 7.00 | 280.05 | 58.57 | 160.52 | 40.36 | 0.494 |
2 | Kujawy and Pomerania | 10.00 | 267.07 | 54.72 | 121.90 | 32.40 | 0.315 |
3 | Lublin | 5.00 | 228.03 | 94.30 | 135.85 | 36.90 | 0.610 |
4 | Lubuskie | 10.00 | 285.08 | 67.37 | 151.28 | 37.66 | 0.416 |
5 | Łódź | 11.00 | 261.17 | 71.97 | 140.73 | 34.54 | 0.352 |
6 | Małopolska | 8.00 | 312.31 | 106.59 | 152.33 | 36.50 | 0.663 |
7 | Mazovia | 10.00 | 250.10 | 49.24 | 125.53 | 45.67 | 0.359 |
8 | Opole | 9.00 | 351.92 | 93.06 | 161.81 | 35.22 | 0.591 |
9 | Podkarpacie | 5.00 | 334.73 | 139.01 | 145.83 | 35.75 | 0.846 |
10 | Podlasie | 5.00 | 255.79 | 87.82 | 122.04 | 34.22 | 0.584 |
11 | Pomerania | 8.00 | 222.91 | 55.34 | 105.55 | 36.83 | 0.370 |
12 | Silesia | 8.00 | 266.60 | 77.18 | 137.41 | 27.48 | 0.455 |
13 | Świętokrzyskie | 10.00 | 172.63 | 71.59 | 111.72 | 34.38 | 0.303 |
14 | Warmia and Mazury | 10.00 | 235.48 | 78.96 | 141.15 | 39.47 | 0.417 |
15 | Wielkopolska | 7.00 | 251.27 | 75.93 | 137.52 | 38.01 | 0.511 |
16 | Western Pomerania | 14.00 | 278.62 | 67.96 | 126.39 | 38.44 | 0.287 |
Polish average | 8.56 | 265.86 | 78.10 | 136.10 | 36.49 | - |
No. | Voivodeship | x1 | x2 | x3 | x4 | x5 | x6 | x7 | Si |
---|---|---|---|---|---|---|---|---|---|
1 | Lower Silesia | 57.40 | 59.00 | 78.00 | 77.00 | 40.00 | 55.00 | 55.00 | 0.513 |
2 | Kujawy and Pomerania | 52.30 | 56.00 | 80.00 | 86.00 | 47.00 | 57.00 | 51.00 | 0.570 |
3 | Lublin | 53.70 | 53.00 | 81.00 | 80.00 | 38.00 | 59.00 | 63.00 | 0.516 |
4 | Lubuskie | 55.90 | 51.00 | 82.00 | 85.00 | 48.00 | 56.00 | 50.00 | 0.573 |
5 | Łódź | 42.60 | 46.00 | 75.00 | 83.00 | 40.00 | 48.00 | 60.00 | 0.362 |
6 | Małopolska | 57.70 | 59.00 | 80.00 | 81.00 | 40.00 | 57.00 | 65.00 | 0.584 |
7 | Mazovia | 53.70 | 44.00 | 74.00 | 77.00 | 42.00 | 41.00 | 56.00 | 0.380 |
8 | Opole | 56.50 | 58.00 | 86.00 | 86.00 | 60.00 | 61.00 | 57.00 | 0.791 |
9 | Podkarpacie | 48.60 | 53.00 | 75.00 | 82.00 | 43.00 | 61.00 | 71.00 | 0.584 |
10 | Podlasie | 61.20 | 45.00 | 77.00 | 80.00 | 29.00 | 47.00 | 59.00 | 0.369 |
11 | Pomerania | 51.40 | 52.00 | 80.00 | 77.00 | 42.00 | 57.00 | 60.00 | 0.517 |
12 | Silesia | 56.90 | 53.00 | 81.00 | 82.00 | 49.00 | 55.00 | 57.00 | 0.636 |
13 | Świętokrzyskie | 50.70 | 48.00 | 68.00 | 69.00 | 32.00 | 47.00 | 61.00 | 0.288 |
14 | Warmia and Mazury | 40.00 | 53.00 | 72.00 | 79.00 | 48.00 | 52.00 | 60.00 | 0.488 |
15 | Wielkopolska | 42.30 | 58.00 | 77.00 | 80.00 | 48.00 | 59.00 | 58.00 | 0.557 |
16 | Western Pomerania | 53.20 | 47.00 | 79.00 | 85.00 | 40.00 | 46.00 | 48.00 | 0.380 |
Polish average | 52.13 | 52.19 | 77.81 | 80.56 | 42.88 | 53.63 | 58.19 | - |
Measures of Social Capital | Measure 1 | Measure 2 | Measure 3 | Measure 4 | Measure 5 |
---|---|---|---|---|---|
Measure 1 | 1.0000 | ||||
Measure 2 | 0.0991 | 1.0000 | |||
Measure 3 | −0.2594 | −0.3052 | 1.0000 | ||
Measure 4 | 0.5154 * | −0.0367 | 0.4408 | 1.0000 | |
Measure 5 | 0.6069 * | −0.0937 | −0.2096 | 0.4858 | 1.0000 |
Voivodeship | Measure 1 | Measure 2 | Measure 3 | Measure 4 | Measure 5 |
---|---|---|---|---|---|
Class | |||||
Lower Silesia | Class I | Class I | Class III | Class II | Class II |
Kujawy and Pomerania | Class III | Class III | Class II | Class III | Class II |
Lublin | Class II | Class III | Class I | Class I | Class II |
Lubuskie | Class I | Class II | Class III | Class II | Class I |
Łódź | Class III | Class III | Class II | Class III | Class III |
Małopolska | Class I | Class II | Class II | Class I | Class I |
Mazovia | Class II | Class I | Class III | Class III | Class III |
Opole | Class II | Class II | Class III | Class I | Class I |
Podkarpacie | Class I | Class III | Class I | Class I | Class I |
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Pawlewicz, K.; Pawlewicz, A. Interregional Diversity of Social Capital in the Context of Sustainable Development—A Case Study of Polish Voivodeships. Sustainability 2020, 12, 5583. https://doi.org/10.3390/su12145583
Pawlewicz K, Pawlewicz A. Interregional Diversity of Social Capital in the Context of Sustainable Development—A Case Study of Polish Voivodeships. Sustainability. 2020; 12(14):5583. https://doi.org/10.3390/su12145583
Chicago/Turabian StylePawlewicz, Katarzyna, and Adam Pawlewicz. 2020. "Interregional Diversity of Social Capital in the Context of Sustainable Development—A Case Study of Polish Voivodeships" Sustainability 12, no. 14: 5583. https://doi.org/10.3390/su12145583
APA StylePawlewicz, K., & Pawlewicz, A. (2020). Interregional Diversity of Social Capital in the Context of Sustainable Development—A Case Study of Polish Voivodeships. Sustainability, 12(14), 5583. https://doi.org/10.3390/su12145583