Causes and Consequences of Local Government Efforts to Reduce Risk and Adapt to Extreme Weather Events: Municipal Organizational Robustness
Abstract
:1. Introduction
1.1. Research Question
1.2. Scope and Contributions
2. Background: Chilean Case
3. Literature Review
3.1. Capacities
3.2. Leadership
3.3. Municipal Organization
3.4. External Institutional Dynamics and Governance Relationships
4. Modeling Moderating Effects
4.1. Considering That Several Local Governments Do Not Invest in New Projects
4.2. The Moderating Effect of Municipal Organization Arrangements and Governance Relationships
5. Methodological Design
5.1. Quantitative Analysis: Case Selection Variable, and Data Analysis
5.1.1. Case Selection
5.1.2. Variables
5.1.3. Data Collection and Analysis
5.2. Qualitative Analysis: Case Selection, Data Collection, and Analysis
5.2.1. Case Selection
5.2.2. Data Collection and Analysis
5.3. Validity
6. Results: Quantitative Evidence and Analysis with Support of Qualitative Evidence
6.1. Regressions, Marginal Effects, Standard Deviation, and Median
6.2. Analysis of the Findings with Support of Qualitative Evidence
6.2.1. Financial Resources, Professional Staff, Political Leadership Atributtes
6.2.2. Municipal Organizational Arrangements
6.2.3. External Institutional Dynamics (e.g., Governance Relationships)
7. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
Variable | Description | Measurement |
---|---|---|
partFCM_rate | Municipal Common Fund in the total budget a | Percentage |
Pmarate | Municipal staff working on the environment a,b | Percentage |
Perate | Municipal staff working on civil protection a,b | Percentage |
prof_muni_rate | Staff holding a bachelor’s degree a | Percentage |
edumayor (technical) | Mayor’s education, up to technical a, b | 1, up to technical education; 0, otherwise |
edumayor (professional) | Mayor’s education, college or more a,b | 1, college or more; 0, otherwise |
mayorvote_rate | Mayor’s winning votes in the election a | Percentage |
council_coalition | Councilors in the political coalition of the mayor a | |
Rulingparty | Elected president in the political coalition of the mayor a | 1, mayor and president in the same political coalition; |
0, otherwise | ||
Incumbent | Continuity in office a | 1, mayor is in a continuing appointment; |
0, otherwise | ||
Iacm | Municipal council accountability index a,b | 0, low or base; 1, medium; 2, high |
Orgm | Municipal organization index a,b | |
transptotal_rate | Compliance with standards of transparency a | Percentage |
Subdemanagtranshab | Transfers to improve management a | Thousands of annual Chilean pesos (CLP) per inhabitant |
Subdeinvesttranshab | Transfers to improve urban equipment a | |
gastranscor_reghab | Regional government transfers a | |
horizontal_networkhab | Transfers to and from other municipalities a | |
Coastline | Location on the Pacific coast a | 1, coast; 0, otherwise |
valley-mountain | Location in valley or mountain a | 1, valley; 0, otherwise |
Size | Surface a | Square kilometers |
Rainfall | Rainfall, annual a | Millimeters |
Temperature | Temperature, annual average a | Celsius degrees |
Density | Population divided by surface a | Ratio |
ethnic_rate | Indigenous population a | Percentage |
urb_rate | Population residing in urban areas a | Percentage |
pover_rate | Povertya | Percentage |
unemploy_rate | Householders reporting not having a job a | |
no_illegal_settlements | Agglomerations with population living at risk a | Number |
num_eve_clim_hig | Extreme weather events and disasters 1971–2014 a | Number |
num_eve_clim | Decrees in areas of water scarcity 2008–2016 a,c | |
earqk10_scale | Earthquake 2010 intensity a | Mercalli scale |
earqk10_deaths | Earthquake 2010 deaths a | Number |
Reported | Declarations of emergencies a,c | |
num_plantacontrata | Municipal employees a,b | Number |
cap_region | Distance from the regional capital a | Kilometers |
Appendix B
Variable Name | Measure | Average | Median | Std. Dev. |
---|---|---|---|---|
population | Number | 50,040 | 18,148 | 77,496 |
investment | × 1000 annual CLP per inhabitant | 139.3 | 28.7 | 550.7 |
maintenance | × 1000 annual CLP per inhabitant | 235.0 | 72.6 | 864.5 |
partFCM | Percentage | 47.3% | 49.7% | 20.1% |
num_plantacontrata | Number | 109 | 52 | 163 |
prof_muni_rate | Percentage | 27.3% | 25.9% | 10.4% |
pmarate | Percentage | 1.0% | 0.0% | 5.2% |
perate | Percentage | 0.7% | 0.0% | 3.4% |
edumayor | 0, Without tertiary education (base) | 22% | -- | -- |
1, Technical education | 17% | -- | -- | |
2, Professional education | 61% | -- | -- | |
mayorvote_rate | Percentage | 49.8% | 49.5% | 10.0% |
council_coalition | Percentage | 30.8% | 33.3% | 23.9% |
rulingparty | 1, Mayor and president in the same political coalition; 0, Otherwise | 37.5% | -- | -- |
incumbent | 1, Mayor is in a continuing appointment; 0, Otherwise | 51.4% | -- | -- |
iacm | 0, Low (Base) | 19% | -- | -- |
1, Medium | 42% | |||
2, High | 39% | |||
orgm | 0, Low (Base) | 22% | -- | -- |
1, Medium | 72% | |||
2, High | 5% | |||
transptotal_rate | Percentage | 53% | 55.2% | 25.8% |
subdeinvesttrans | × 1000 annual CLP per inhabitant | 50.52 | 11.88 | 232.00 |
Appendix C
- 1.
- Parameters estimation: xttobit controls ##(), ll(0) tobit
- 2.
- Marginal effects—post estimation commands:
- 2.1.
- Direct effect: dydx(*) predict (ystar(0,.))
- 2.2.
- Moderating effect of on the effect of on
- 2.2.1.
- Case 1, and are continuous:
- 2.2.2.
- Case 2, is categorical and is continuous:
- 2.2.3.
- Case 2, and are categorical:
Appendix D
Appendix D.1. Case Selection
Appendix D.2. Data Collection
Appendix E
Variables | Model 1: Investment | Model 2: Maintenance |
---|---|---|
partFCM_rate | 0.84614 *** | −118.346 |
medium (base: low) × partFCM_rate | −1.206.112 | −5.64391 ** |
high (base: bajo) × partFCM_rate | 0.3806593 | −191.648 |
Pmarate | 0.32313 | 199.059 |
medium (base: low) × pmarate | 1.270.784 | −435.189 |
high (base: low) × pmarate | 1.643.535 | −344.245 |
Perate | 0.56664 | 341.424 |
medium (base: low) × perate | −1.574.757 | −1.564.425 |
high (base: low) × perate | −4.497.749 | −2.281.455 |
prof_muni_rate | −0.61795 | 4.77559 *** |
medium (base: low) × prof_muni_rate | 0.5767846 | 13.78759 *** |
high (base: low) × prof_muni_rate | 1.623.527 | 0.25064 |
edumayor (technical) | −307.692 | 2.317.893 |
medium (base: low) × edumayor | −8.723.003 | −15.953.990 |
high (base: low) × edumayor | 5.397.387 | −2.402.755 |
edumayor (professional) | 323.677 | 358.932 |
medium (base: low) × edumayor | −5.878.114 | −4.888.378 |
high (base: low) × edumayor | 3.552.982 | −1.279.376 |
mayorvote_rate | 0.34824 | 291.780 |
medium (base: low) × mayorvote_rate | 4.85202 *** | −14.26488 *** |
high (base: low) × mayorvote_rate | 3.508.063 | −12.90603 ** |
council_coalition | −0.404916** | −1.684582 ** |
medium (base: low) × council_coalition | −0.491772 | 1.998.828 |
high (base: low) × council_coalition | −0.71.5589 | 1.797.725 |
Rulingparty | 18.42414 ** | −1.286.452 |
medium (base: low) × rulingparty | −2.691.243 | 388.681 |
high (base: low) × rulingparty | 1.343.677 | 6.652.708 |
Incumbent | 14.46393 * | 1.614.288 |
medium (base: low) × incumbent | 4.585.507 | 10.859.117 |
high (base: low) × incumbent | 2.184.817 | 5.999.462 |
iacm (Medium, base: Low) | 1.148.032 | −5.195.023 |
iacm (High, base: Low) | 748.007 | −8.665.127 |
orgm (Medium, base: Low) | 340.030 | 9.709.894 |
orgm (High, base: Low) | 4.274.493 | 8.664.163 |
transptotal_rate | −0.22212 | −0.12968 |
Coastline | 1.035.576 | 2.921.506 |
valley-mountain | 239.633 | −0.63852 |
Size | 0.00450 ** | −0.05334 *** |
Rainfall | 0.91262 | 0.06068 |
Temperature | −0.01673 | 0.36430 |
pover_rate | −0.07061 | −0.52588 |
unemploy_rate | 263.907 | −1.104.613 |
ethnic_rate | 1.43475 *** | 4.88791 ** |
cap_region | 1.405.354 | 0.00038 |
Density | −0.00118 | 0.000001 |
urb_rate | −0.47204 * | −2.91397 *** |
num_eve_clim_hig | 1.078.131 | 55.23354 ** |
num_eve_clim | −0.14427 | −3.68663 ** |
earqk10_deaths | −0.21178 | −142.251 |
earqk10_scale | 816.027 | −1.636.648 |
reported0814 | −136.793 | −431.245 |
no_illegal_settlements | 1.842.745 | −1.514.096 |
num_plantacontrata | −0.02152 | 0.11696 |
regional fixed effects | YES | YES |
time fixed effects | YES | YES |
RE (county) | YES | YES |
adjusted Rho-squared | 0.1996 | 0.2262 |
No of observations | 1626 | 1454 |
Variables | Model 3: Investment | Model 4: Maintenance |
---|---|---|
partFCM_rate | 0.95611 *** | −2.03521 * |
interaction × partFCM_rate | 0.00469 | −0.14008 *** |
Pmarate | −220.363 | −1.157.431 |
interaction × pmarate | −0.07790 | −0.49204 * |
Perate | −0.21570 | 816.279 |
interaction × perate | 2.080.444 | 0.35228 ** |
prof_muni_rate | −0.61014 | 4.38795 ** |
interaction × prof_muni_rate | −0.00315 | 0.12606 *** |
edumayor (technical) | 234.609 | −1.615.647 |
interaction × edumayor | −0.842372 | −0.20869 |
edumayor (professional) | −0.842372 *** | −2.322.270 |
interaction × edumayor | −1.214724 *** | −0.15584 |
mayorvote_rate | 0.30316 | 4.21960 ** |
interaction × mayorvote_rate | −0.01622 * | 0.02872 |
council_coalition | −0.529106 *** | −1.577342 ** |
interaction × council_coalition | −0.010583 *** | −0.357629 ** |
Rulingparty | 16.70460 ** | −2.807.512 |
interaction × rulingparty | −0.2678327 | −1.91807 *** |
Incumbent | 22.44683 *** | 2.661.684 |
interaction × incumbent | 1.113316 *** | 3.38906 *** |
Subdemanagtranshab | 1.15707 * | −0.59521 |
Subdeinvesttranshab | −0.44622 | 212.849 |
gastranscor_reghab | −0.00109 | −0.09284 |
horizontal_networkhab | 0.00005 | 0.00006 |
Coastline | 645.979 | 1.998.859 |
valley-mountain | 416.873 | 2.590.524 |
Size | 0.00574 *** | −0.05255 *** |
Rainfall | −0.01310 | 0.04569 |
Temperature | 0.86191 | −0.22025 |
pover_rate | −0.11429 | 0.07495 |
unemploy_rate | 3.58730 * | −554.504 |
ethnic_rate | 1.53013 *** | 3.98765 ** |
cap_region | 624.880 | 5.184.679 |
Density | −0.00218 | 0.00232 |
urb_rate | −0.34390 | −2.50651 ** |
num_eve_clim_hig | 12.29390 ** | 53.92427 ** |
num_eve_clim | −0.23489 | −2.67605* |
earqk10_deaths | −0.01089 | −0.87266 |
earqk10_scale | 811.540 | −442.482 |
reported0814 | 0.36276 | −495.383 |
no_illegal_settlements | 1.491.111 | −780.230 |
num_plantacontrata | −0.22450 | 0.35171 |
regional fixed effects | YES | YES |
time fixed effects | YES | YES |
RE (comuna) | YES | YES |
adjusted Rho-squared | 0.2349 | 0.2543 |
No of observations | 1.626 | 1454 |
Variables | Model 5: Investment | Model 6: Maintenance |
---|---|---|
partFCM_rate | 0.82661 *** | −113.760 |
medium (base: low) × partFCM_rate | −0.6967037 | −329.817 |
high (base: bajo) × partFCM_rate | 8.48499 *** | −304.874 |
Pmarate | 204.944 | 548.559 |
medium (base: low) × pmarate | 3.332.897 | −324.323 |
high (base: low) × pmarate | 6.094.854 | 9.077.675 |
Perate | 0.81822 | 368.485 |
medium (base: low) × perate | −7.453.823 | −1.558.892 |
high (base: low) x perate | −1.712.324 | −1.353.712 |
prof_muni_rate | −0.55399 | 5.51509 *** |
medium (base: low) × prof_muni_rate | 1.167.583 | 9.28556 ** |
high (base: low) × prof_muni_rate | −4.114.763 | −252.113 |
edumayor (technical) | 180.420 | 1.881.865 |
medium (base: low) × edumayor | −2.750.327 | −6.866.637 |
high (base: low) × edumayor | 1.380.645 | −2.413.567 |
edumayor (professional) | 563.107 | −482.699 |
medium (base: low) × edumayor | −3.258.027 | −4.949.822 |
high (base: low) × edumayor | 128.997 | −17.148.606 |
mayorvote_rate | 1.09634 ** | 306.746 |
medium (base: low) × mayorvote_rate | 1.710.782 | −10.71454 ** |
high (base: low) × mayorvote_rate | 38.26841 *** | −1.101.569 |
council_coalition | −0.270838 | −1.428652 * |
medium (base: low) × council_coalition | −0.818493 | 2.230.169 |
high (base: low) × council_coalition | 2.661.787 | 1.899.637 |
Rulingparty | 19.94061 *** | −1.530.918 |
medium (base: low) × rulingparty | 9.328.835 | 967.592 |
high (base: low) × rulingparty | 7.984.552 | 371.413 |
Incumbent | 16.36236 ** | 720.539 |
medium (base: low) × incumbent | 5.697.539 | 4.573.341 |
high (base: low) × incumbent | −9.170.789 | 1.853.434 |
iacm (medium, base: Low) | −1.001.691 | −7.391.593 |
iacm (high, base: Low) | −1.803.071 | −12.163.967 |
orgm (medium, base: Low) | 2.447.997 | 12.542.401 |
orgm (high, base: Low) | 150.37013 *** | 13.761.530 |
transptotal_rate | −0.15831 | −0.07838 |
Coastline | 1.331.887 | 519.391 |
valley-mountain | 717.044 | 339.381 |
Size | 0.00505 *** | −0.05719 *** |
Rainfall | −0.01630 | 0.05507 |
Temperature | 114.045 | 166.029 |
pover_rate | 0.32793 | −0.58197 |
unemploy_rate | 229.028 | −879.040 |
ethnic_rate | 1.26995 *** | 4.93559 ** |
cap_region | 760.688 | 4.652.036 |
Density | −0.00131 | 0.00653 |
urb_rate | −0.39979 | −2.82187 ** |
num_eve_clim_hig | 13.23202 * | 62.62578 ** |
num_eve_clim | −0.30934 | −2.78529 * |
earqk10_deaths | −0.23281 | −159.552 |
earqk10_scale | 647.751 | −768.231 |
reported0814 | −244.646 | −678.367 |
no_illegal_settlements | 932.760 | −2.232.422 |
num_plantacontrata | −0.02611 | −0.08732 |
regional fixed effects | YES | YES |
time fixed effects | YES | YES |
RE (comuna) | YES | YES |
adjusted Rho-squared | 0.2205 | 0.2174 |
No of observations | 1626 | 1454 |
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Model 1: Investment | Model 2: Maintenance | ||
---|---|---|---|
Capacities | partFCM_rate | 0.84614 *** | −118.346 |
medium × partFCM_rate | −1.206.112 | −5.64391 ** | |
high × partFCM_rate | 0.3806593 | −191.648 | |
pmarate | 0.32313 | 199.059 | |
medium × pmarate | 1.270.784 | −435.189 | |
high × pmarate | 1.643.535 | −344.245 | |
perate | 0.56664 | 341.424 | |
medium × perate | −1.574.757 | −1.564.425 | |
high × perate | −4.497.749 | −2.281.455 | |
prof_muni_rate | −0.61795 | 4.77559 *** | |
medium × prof_muni_rate | 0.5767846 | 13.78759 *** | |
high × prof_muni_rate | 1.623.527 | 0.25064 | |
edumayor (technical) | −307.692 | 2.317.893 | |
medium × edumayor | −8.723.003 | −15.953.990 | |
high × edumayor | 5.397.387 | −2.402.755 | |
edumayor (professional) | 323.677 | 358.932 | |
medium × edumayor | −5.878.114 | −4.888.378 | |
high × edumayor | 3.552.982 | −1.279.376 | |
Political leadership atributtes | mayorvote_rate | 0.34824 | 291.780 |
medium × mayorvote_rate | 4.85202 *** | −14.26488 *** | |
high × mayorvote_rate | 3.508.063 | −12.90603 ** | |
council_coalition | −0.404916 ** | −1.684582 ** | |
medium × council_coalition | −0.491772 | 1.998.828 | |
high × council_coalition | −0.71.5589 | 1.797.725 | |
rulingparty | 18.42414 ** | −1.286.452 | |
medium × rulingparty | −2.691.243 | 388.681 | |
high × rulingparty | 1.343.677 | 6.652.708 | |
incumbent | 14.46393 * | 1.614.288 | |
medium × incumbent | 4.585.507 | 10.859.117 | |
high × incumbent | 2.184.817 | 5.999.462 | |
Controls | YES | YES | |
fixed effects at the region level | YES | YES | |
time fixed effects | YES | YES | |
RE (municipality) | YES | YES | |
adjusted Rho-squared | 0.1996 | 0.2262 | |
No of observations | 1626 | 1454 |
Variables | Model 2: Investment | Model 3: Maintenance |
---|---|---|
partFCM_rate | 0.95611 *** | −2.03521 * |
interaction × partFCM_rate | 0.00469 | −0.14008 *** |
pmarate | −220.363 | −1.157.431 |
interaction × pmarate | −0.07790 | −0.49204 * |
perate | −0.21570 | 816.279 |
interaction × perate | 2.080.444 | 0.35228 ** |
prof_muni_rate | −0.61014 | 4.38795 ** |
interaction × prof_muni_rate | −0.00315 | 0.12606 *** |
edumayor (technical) | 234.609 | −1.615.647 |
interaction × edumayor | −0.842372 | −0.20869 |
edumayor (professional) | −0.842372 *** | −2.322.270 |
interaction × edumayor | −1.214724 *** | −0.15584 |
mayorvote_rate | 0.30316 | 4.21960 ** |
interaction × mayorvote_rate | −0.01622 * | 0.02872 |
council_coalition | −0.529106 *** | −1.577342 ** |
interaction × council_coalition | −0.010583 *** | −0.357629 ** |
rulingparty | 16.70460 ** | −2.807.512 |
interaction × rulingparty | −0.2678327 | −1.91807 *** |
incumbent | 22.44683 *** | 2.661.684 |
interaction × incumbent | 1.113316 *** | 3.38906 *** |
control | YES | YES |
fixed effects at the region level (15 regions) | YES | YES |
time fixed effects | YES | YES |
RE (municipality) | YES | YES |
adjusted Rho-squared | 0.2349 | 0.2543 |
No of observations | 1626 | 1454 |
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Valdivieso, P.; Neudorfer, P.; Andersson, K.P. Causes and Consequences of Local Government Efforts to Reduce Risk and Adapt to Extreme Weather Events: Municipal Organizational Robustness. Sustainability 2021, 13, 7980. https://doi.org/10.3390/su13147980
Valdivieso P, Neudorfer P, Andersson KP. Causes and Consequences of Local Government Efforts to Reduce Risk and Adapt to Extreme Weather Events: Municipal Organizational Robustness. Sustainability. 2021; 13(14):7980. https://doi.org/10.3390/su13147980
Chicago/Turabian StyleValdivieso, Patricio, Pablo Neudorfer, and Krister P. Andersson. 2021. "Causes and Consequences of Local Government Efforts to Reduce Risk and Adapt to Extreme Weather Events: Municipal Organizational Robustness" Sustainability 13, no. 14: 7980. https://doi.org/10.3390/su13147980
APA StyleValdivieso, P., Neudorfer, P., & Andersson, K. P. (2021). Causes and Consequences of Local Government Efforts to Reduce Risk and Adapt to Extreme Weather Events: Municipal Organizational Robustness. Sustainability, 13(14), 7980. https://doi.org/10.3390/su13147980