Abstract
Hazard mitigation plans can help to reduce communities’ losses when faced with natural hazards, some of which (e.g., floods) are projected to intensify with climate change. A growing body of plan evaluation literature seeks to measure the quality of these plans, given that higher-quality plans may be more likely to achieve their objectives (e.g., reducing a community’s losses from flooding). Processes of collaboration (i.e., joint decision-making by various agencies and stakeholders) and diffusion (i.e., the spread of ideas between jurisdictions over time and space), among others, may influence plan quality, although empirical evidence is limited. This study assessed potential predictors of plan quality for 33 county-level hazard mitigation plans in Washington State, using a combination of survey data, county characteristics, and previously determined plan quality scores. Significant predictors of plan quality included indicators of vertical (state-to-county) and horizontal (county-to-county) diffusion, as well as economic capacity, although indicators of collaborative dynamics, along with several other hypothesized predictors, including past disaster experience (i.e., severity) were not significant. Hazard planning professionals at the federal, state, and local levels may benefit from integrating these findings into future work, in conjunction with other climate change adaptation initiatives. Specifically, fostering peer-to-peer interactions between counties might help to produce and disseminate knowledge about climate solutions.
Similar content being viewed by others
Data availability
Data and material are available from the author upon request.
References
Ansell C, Gash A (2007) Collaborative governance in theory and practice. J Public Adm Res Theory 18:543–571
Baer WC (1997) General plan evaluation criteria: an approach to making better plans. J Am Plan Assoc 63(3):329–344
Bassett E, Shandas V (2010) Innovation and climate action planning: perspectives from municipal plans. J Am Plan Assoc 76:435–450
Bell E, Scott TA (2020) Common institutional design, divergent results: a comparative study of collaborative governance platforms for regional water planning. Environ Sci Pol 111:63–73
Ben-Nun P (2008) Respondent fatigue. In: Lavrakas PJ (ed) Encyclopedia of survey research methods. SAGE, Thousand Oaks, p 743
Berke P, Godschalk D (2009) Searching for the good plan: a meta-analysis of plan quality studies. J Plan Lit 23(3):227–240
Berke P, Smith G, Lyles W (2012) Planning for resiliency: evaluation of state hazard mitigation plans under the Disaster Mitigation Act. Nat Hazards Rev 13(2):139–149
Berke PR, Lyles W, Smith G (2014) Impacts of federal and state hazard mitigation policies on local land use policy. J Plan Educ Res 34(1):60–76
Berry FS, Berry WD (2014) Innovation and diffusion models in policy research. In: Sabatier PA, Weible CM (eds) Theories of the policy process, 3rd edn. Westview, Boulder, pp 307–359
Brody SD (2003) Are we learning to make better plans?: a longitudinal analysis of plan quality associated with natural hazards. J Plan Educ Res 23:191–201
Callegaro M (2008) Social desirability. In: Lavrakas PJ (ed) Encyclopedia of survey research methods. SAGE, Thousand Oaks, p 826
Cho (2008) Intercoder reliability. In: Lavrakas PJ (ed) Encyclopedia of survey research methods. SAGE, Thousand Oaks, pp 344–345
Columb MO, Atkinson MS (2016) Statistical analysis: sample size and power calculations. BJA Educ 16(5):159–161
Daley DM, Garand JC (2005) Horizontal diffusion, vertical diffusion, and internal pressure in state environmental policymaking, 1989-1998. Am Polit Res 30(5):615–644
Dillman DA, Smyth JD, Christian LM (2009) Internet, mail, and mixed-mode surveys: the tailored design method. Wiley, New York
Dolšak N, Sampson K (2012) The diffusion of market-based instruments: the case of air pollution. Adm Soc 44(3):310–342
Eisinga R, te Grotenhuis M, Pelzer B (2013) The reliability of a two-item scale: Pearson, Cronbach, or Spearman-Brown? Int J Public Health 58:637–642
Emerson K, Nabatchi T (2015) Collaborative governance regimes. Georgetown University, Washington
Feinberg DS, Ryan CM (2020) Evaluating the quality and implementation of hazard mitigation plans in coastal Washington State. Nat Hazards Rev 21(2):04020013
FEMA (Federal Emergency Management Agency) (2006) Washington State’s enhanced hazard mitigation plan pays off. Available at: https://www.fema.gov/news-release/2006/06/08/washington-states-enhanced-hazard-mitigation-plan-pays. Accessed 26 Jan 2019
FEMA (Federal Emergency Management Agency) (2015) State mitigation plan review guide. Available at: https://www.fema.gov/media-library-data/1425915308555-aba3a873bc5f1140f7320d1ebebd18c6/State_Mitigation_Plan_Review_Guide_2015.pdf. Accessed 3 Oct 2020
Frazier TG, Walker MH, Kumari A, Thompson CM (2013) Opportunities and constraints to hazard mitigation planning. Appl Geogr 40:52–60
Gilardi F (2016) Four ways we can improve policy diffusion research. State Polit Policy Q 16(1):8–21
Godschalk DR, Beatley T, Berke P, Brower DJ, Kaiser EJ (1999) Natural hazard mitigation: recasting disaster policy and planning. Island, Washington
Goldstein H (2011) Multilevel statistical models. Wiley, Hoboken
Hartley J, Sorensen E, Torfing J (2013) Collaborative innovation: a viable alternative to market competition and organizational entrepreneurship. Public Adm Rev 73(6):821–830
Hazard Reduction and Recovery Center (2008) Status and trends of coastal vulnerability to natural hazards project. Available at: http://hrrc.arch.tamu.edu/_common/documents/08-03R_StatusTrends_Phase_1-final_report_2008.pdf. Accessed 23 Nov 2018
Horney J, Nguyen M, Salvesen D, Dwyer C, Cooper J, Berke P (2016) Assessing the quality of rural hazard mitigation plans in the southeastern United States. J Plan Educ Res 37(1):56–65
Kaplowitz MD, Hadlock TD, Levine R (2004) A comparison of web and mail survey response rates. Public Opin Q 68(1):94–101
Kapucu N, Hu Q (2016) Understanding multiplexity of collaborative emergency management networks. Am Rev Public Adm 46(4):399–417
Koontz TM, Thomas CW (2006) What do we know and need to know about the environmental outcomes of collaborative management? Public Adm Rev 66(6):111–121
Koontz TM, Thomas CW (2012) Measuring the performance of public-private partnerships: a systematic method for distinguishing outputs from outcomes. Public Perform Manag Rev 35:769–786
Krause RM (2012) Political decision-making and the local provision of public goods: the case of municipal climate protection in the U.S. Urban Stud 49(11):2399–2417
Leach WD, Sabatier PA (2005) Are trust and social capital the keys to success? Watershed partnerships in California and Washington. In: Sabatier PA, Focht W, Lubell M, Trachtenberg Z, Vedlitz A, Matlock M, Kraft ME, Kamieniecki S (eds) Swimming upstream: collaborative approaches to watershed management. MIT, Cambridge, pp 233–258
Leach WD, Weible CM, Vince SR, Siddiki SN, Calanni JC (2013) Fostering learning through collaboration: knowledge acquisition and belief change in marine aquaculture partnerships. J Public Adm Res Theory 24(3):591–622
Lofland J, Snow D, Anderson L, Lofland LH (2006) Analyzing social sciences: a guide to qualitative observation and analysis. Wadsworth/Thomson Learning, Belmont
Lyles W, Berke P, Smith G (2014) A comparison of local hazard mitigation plan quality in six states, USA. Landsc Urban Plan 122:89–99
Lyles W, Berke P, Smith G (2015) Local plan implementation: assessing conformance and influence of local plans in the United States. Environ Plann B Plann Des 43(2):381–400
May PJ (2013) Public risks and disaster resilience: rethinking public and private sector roles. In: Kapucu N, Hawkins CV, Rivera FI (eds) Disaster resiliency: interdisciplinary perspectives, 1st edn. Routledge, New York, pp 126–145
McGuire M, Silvia C (2010) The effect of problem severity, managerial and organizational capacity, and agency structure on intergovernmental collaboration: evidence from local emergency management. Public Adm Rev 70(2):279–288
Miller IM, Shishido C, Antrim L, Bowlby CE (2013) Climate change and the Olympic Coast National Marine Sanctuary: interpreting potential futures. Available at: https://sanctuaries.noaa.gov/science/conservation/cc_ocnms.html. Accessed 14 Nov 2018
Municipal Research and Services Center (2015) Hazard mitigation planning in Washington State. Available at: http://mrsc.org/Home/Explore-Topics/Public-Safety/Emergency-Services/Hazard-Mitigation-Planning-in-Washington-State.aspx. Accessed 12 Nov 2018
Municipal Research and Services Center (2018) Growth Management Act. Available at: http://mrsc.org/Home/Explore-Topics/Planning/General-Planning-and-Growth-Management/Comprehensive-Planning-Growth-Management.aspx. Accessed 24 Nov 2018
Nelson AC, French SP (2002) Plan quality and mitigating damage from natural disasters: a case study of the Northridge earthquake with planning policy considerations. J Am Plan Assoc 68(2):194–207
Nohrstedt D, Nyberg L (2015) Do floods drive hazard mitigation policy? Evidence from Swedish municipalities. Geogr Ann A 97(1):109–122
Nohrstedt D, Bynander F, Parker C, ’t Hart P (2018) Managing crises collaboratively: prospects and problems – a systematic literature review. Perspect Public Manag Gov 1(4):257–271
O’Donovan KT (2012) Floods, hazard mitigation and policy diffusion: testing the influences on state policy adoption, 1968–2008. Dissertation, North Carolina State University
Osland AC (2015) Building hazard resilience through collaboration: the role of technical partnerships in areas with hazardous liquid and natural gas transmission pipelines. Environ Plan A 47:1063–1080
Patton MG (2002) Qualitative research and evaluation methods. Sage, Los Angeles
Politico (2016) 2016 Washington presidential election results. Available at: https://www.politico.com/2016-election/results/map/president/washington/. Accessed 24 Nov 2018
Rogers EM (2003) Diffusion of innovations. Free Press, New York
Scott TA, Greer RA (2019) Polycentricity and the hollow state: exploring shared personnel as a source of connectivity in fragmented urban systems. Policy Stud J 47(1):52–76
Scott T, Thomas C (2015) Do collaborative groups enhance interorganizational networks? Public Perform Manag Rev 38(4):654–683
Shipan CR, Volden C (2006) Bottom-up federalism: the diffusion of antismoking policies from U.S. cities to states. Am J Polit Sci 50:825–843
Shipan CR, Volden C (2014) When the smoke clears: expertise, learning and policy diffusion. J Public Policy 34(3):357–387
Stevens MR, Lyles W, Berke PR (2014) Measuring and reporting intercoder reliability in plan quality evaluation research. J Plan Educ Res 34(1):77–93
Stultz M (2017) Integrating climate change into hazard mitigation planning: opportunities and examples in practice. Clim Risk Manag 17:21–34
Tang Z, Brody SD (2009) Linking planning theories with factors influencing local environmental-plan quality. Environ Plann B 36:522–537
Thomas CW (2003) Bureaucratic landscapes: interagency cooperation and the preservation of biodiversity. MIT, Cambridge
Thomson AM, Perry JL, Miller TK (2007) Conceptualizing and measuring collaboration. J Public Adm Res Theory 19(1):23–56
Ulibarri N (2015) Collaboration in federal hydropower licensing: impacts on process, outputs, and outcomes. Public Perform Manag Rev 38(4):578–606
United States Department of Agriculture (2013) Rural-Urban Continuum Codes. Available at: https://www.ers.usda.gov/data-products/rural-urban-continuum-codes/. Accessed 6 Nov 2018
WA Emergency Management Division (2001) Washington State hazard identification and vulnerability assessment. http://okanogandem.org/documents/Washington/HIVA.pdf. Accessed 24 November 2018
WA OFM (Office of Financial Management) (2018) Educational attainment (mapped by county). https://www.ofm.wa.gov/washington-data-research/statewide-data/washington-trends/social-economic-conditions/educational-attainment/educational-attainment-mapped-county. Accessed 24 November 2018
WA OFM (Office of Financial Management) (n.d.) Median household income estimates by county: 1989 to 2015 and projections for 2016. https://www.ofm.wa.gov/sites/default/files/public/legacy/economy/hhinc/medinc.pdf. Accessed 24 Nov 2018
Walker JL (1969) The diffusion of innovations among the American states. Am Polit Sci Rev 63:880–899
Acknowledgments
The author thanks Washington Sea Grant for providing funding. The author also thanks Clare Ryan, Nives Dolšak, Himanshu Grover, Aseem Prakash, and Craig Thomas for feedback on early ideas and drafts.
Funding
This study was partially funded by Washington Sea Grant (Project No. R/RCE-4).
Author information
Authors and Affiliations
Contributions
The author designed the study, collected and analyzed the data, and drafted and revised the manuscript.
Corresponding author
Ethics declarations
Conflict of interest
The author declares that he has no conflict of interest.
Code availability
Code is available from the author upon request.
Additional information
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Appendices
Appendix 1
Appendix 2
Survey questionnaire. The purpose of question 1 was to reduce bias by checking that the survey captured its intended participants. Questions 2–5 drew from the Emerson and Nabatchi (2015) framework for collaborative governance and Ulibarri’s (2015) measures of collaboration dynamics leading to an output. Specifically, questions 2 and 3 probed principled engagement, and question 5 corresponded to capacity for joint action. Question 4 checked for a potential barrier to collaboration. Questions 6–19 explored potential diffusion (e.g., Gilardi 2016) with regard to mitigation strategies from the plan quality evaluation protocol
Introductory statement: Thank you for taking this survey. I will be asking about your perspectives towards the hazard mitigation planning process of a county in Washington State. The goal of this research is to gather information that could help emergency managers and planners. Your responses are anonymous and confidential, and you may choose to skip questions (although answering all of them would be very helpful). The survey takes about 15 minutes. On a mobile device, the survey looks best when the device is turned sideways.
-
(1)
Did you have a role in a county’s hazard mitigation planning process in Washington State? (yes/no)
-
a.
(if yes) Which county? (if you were involved in more than one county, please choose the one where you spent the most time working on hazard planning) [dropdown menu with list of counties]
-
b.
(if yes) What was your role? (open-ended)
-
c.
(if yes) During what part of the process were you involved? (answer choices: towards the beginning; throughout the entire process; towards the end)
-
d.
(if no) Thank you for your time; however, this survey is intended for people who were directly involved in a county’s hazard mitigation planning process. Could you please suggest 1 or more people who were involved, along with their email address(es) if possible? (open-ended; then end survey)
-
a.
For the following statements, please indicate the extent to which you agree or disagree (if at all). Questions 2-5 were followed by Likert-scale options: strongly disagree, somewhat disagree, neither disagree nor agree, somewhat agree, strongly agree.
-
(2)
The hazard planning process – from start to finish – involved all of the stakeholders (i.e., all of the people and groups that have a significant interest in the issues and outcome).
-
a.
(if disagree) Who was missing from the planning process? (please check all that apply)
-
local agency/agencies
-
special district(s)
-
non-governmental organization(s)
-
state agency/agencies
-
federal agency/agencies
-
other (open-ended)
-
-
b.
(if disagree) Could you provide any further details about who was missing from the planning process? For example, if you indicated “local agency/agencies,” which one(s)? (open-ended)
-
a.
-
(3)
Representatives of different partner organizations agreed – from the beginning – about the goals of the hazard mitigation plan (Defining partner organizations as other agencies, businesses, or non-profit groups participating in a county’s hazard planning process).
-
(4)
The planning process was contentious.
-
a.
(if agree) You mentioned that the planning process was contentious. Did that inhibit your ability to learn from others? (yes/no)
-
a.
-
(5)
All of the partner organizations had access to information that was relevant to the hazard planning process.
-
(6)
Were you specifically involved in writing the county’s hazard mitigation plan document? (yes/no/other [open-ended])
-
a.
(if yes, continue to question 7)
-
b.
(if no or other, skip to question 20)
-
a.
-
(7)
During the process of writing your county’s plan, did you search for information from any of the following sources? (please check all that apply)
-
federal government (e.g., FEMA)
-
state government(s) (e.g., WA Emergency Management Division)
-
other county/counties (in either WA or another state)
-
other participant(s) in your county’s planning process
-
smaller government(s) within your county (e.g., city)
-
consultant(s)
-
general online search (e.g., Google)
-
other (open-ended)
-
-
(8)
Could you provide any further details about where you searched for information? For example, if you searched in other county plan(s), which county/counties? (open-ended)
-
(9)
During the process of writing your county’s plan, did you adopt any strategies from other county/counties? (These counties could be in WA or other states.) [yes/no/other (open-ended)]
-
a.
(if yes, continue to question 10)
-
b.
(if no or other) Although you did not mention adopting strategies from other counties, did you adopt strategies from any other source(s)? If so, could you mention any particular source(s), and what strategies you adopted from them? (open-ended; then skip to question 20)
-
a.
The next set of questions will ask about hazard planning strategies that you may have adopted from other counties.
-
(10)
During the planning process, did you adopt any of the following general strategies from other counties? (please check all that apply)
-
Discourage development in hazardous areas
-
Support adoption of new regulatory legislation at local level
-
Other (open-ended)
-
(11)
During the planning process, did you adopt any of the following regulatory strategies from other counties? (please check all that apply)
-
Permitted land use
-
Low density conservation or other hazard zone
-
Overlay zone with reduced density provisions
-
Down zoning of floodplains
-
Dedication of open space for hazards
-
Policy to locate public facilities in zones not subject to hazards
-
Transfer of development rights
-
Cluster development
-
Setbacks
-
Site plan review
-
Special study/impact assessment for development in hazard zones
-
Building standards/building code
-
Land and property acquisition
-
Impact fees
-
Retrofitting of private structures
-
Separate hazard mitigation plan
-
Relocation of structures out of hazard zones
-
Other (open-ended)
-
(12)
During the planning process, did you adopt any of the following incentive-based strategies from other counties? (please check all that apply)
-
Tax abatement for using mitigation
-
Density bonus
-
Low interest loans
-
Participation in National Flood Insurance Program (NFIP)
-
Join Community Rating System (CRS)
-
Other (open-ended)
-
(13)
During the planning process, did you adopt any of the following structural strategies from other counties? (please check all that apply)
-
Levees
-
Seawalls
-
Riprap
-
Bulkheads
-
Detention ponds
-
Channel maintenance
-
Wetland restoration
-
Slope stabilization
-
Storm water management
-
Maintenance of structures
-
Other (open-ended)
-
(14)
During the planning process, did you adopt any of the following awareness/educational strategies from other counties? (please check all that apply)
-
General awareness
-
Real estate hazard disclosure
-
Disaster warning and response program
-
Posting of signs indicating hazardous areas
-
Technical assistance to developers or property owners for mitigation
-
Maps of areas subject to hazards
-
Inclusion of floodplain boundaries
-
Education and training in several languages
-
Hazard information center
-
Other (open-ended)
-
-
(15)
During the planning process, did you adopt any of the following public facilities/infrastructure strategies from other counties? (please check all that apply)
-
Capital Improvements Plan
-
Retrofitting public structure
-
Retrofitting critical facilities
-
Other (open-ended)
-
(16)
During the planning process, did you adopt any of the following recovery planning strategies from other counties? (please check all that apply)
-
Land use change
-
Building design change to meet enhanced safety standards
-
Moratorium
-
Recovery organization
-
Private acquisition
-
Financial recovery
-
Other (open-ended)
-
(17)
During the planning process, did you adopt any of the following emergency preparedness strategies from other counties’ plans? (please check all that apply)
-
Evacuation
-
Contingency plan
-
Preparedness plan
-
Require emergency plans
-
Purchasing rescue materials
-
Other (open-ended)
-
(18)
During the planning process, did you adopt any of the following natural resource protection strategies from other counties’ plans? (please check all that apply)
-
General description of best management practice
-
Forest and vegetation management in riparian areas
-
Sediment and erosion control regulations
-
Stream dumping regulations
-
Urban forestry and landscape
-
Other (open-ended)
-
(19)
You are almost finished with the survey. Did you adopt strategies from other counties for any of the following reasons? (please check all that apply)
-
The strategies were successful in mitigating hazards in the other county/counties.
-
The strategies seemed normal because the other county/counties had already adopted them.
-
The strategies could help your county to compete economically with the other county/counties.
-
Other (open-ended)
-
(20)
Lastly, would you be open to scheduling a follow-up interview?
-
a.
(if yes) Please provide your name and email address, so that I can contact you about possibly setting up an interview. (open-ended)
-
a.
Closing statement: Thank you very much for your time. Your responses will be helpful in informing research and practice of hazard mitigation planning.
Appendix 3
Appendix 4
Appendix 5
Rights and permissions
About this article
Cite this article
Feinberg, D.S. What factors predict the quality of hazard mitigation plans in Washington State?. Climatic Change 164, 1 (2021). https://doi.org/10.1007/s10584-021-02987-4
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s10584-021-02987-4