Affordability of the National Flood Insurance Program: Application to Charleston County, South Carolina Wendy Zhao The Wharton School University of Pennsylvania Howard Kunreuther The Wharton School University of Pennsylvania Jeffrey Czajkowski The Wharton School University of Pennsylvania Forthcoming in Natural Hazards Review July 20 2015 Working Paper # 2015-03 _____________________________________________________________________ Risk Management and Decision Processes Center The Wharton School, University of Pennsylvania 3730 Walnut Street, Jon Huntsman Hall, Suite 500 Philadelphia, PA, 19104 USA Phone: 215‐898‐5688 Fax: 215‐573‐2130 http://wharton.upenn.edu/riskcenter ___________________________________________________________________________ THE WHARTON RISK MANAGEMENT AND DECISION PROCESSES CENTER Established in 1984, the Wharton Risk Management and Decision Processes Center develops and promotes effective corporate and public policies for low‐probability events with potentially catastrophic consequences through the integration of risk assessment, and risk perception with risk management strategies. Natural disasters, technological hazards, and national and international security issues (e.g., terrorism risk insurance markets, protection of critical infrastructure, global security) are among the extreme events that are the focus of the Center’s research. The Risk Center’s neutrality allows it to undertake large‐scale projects in conjunction with other researchers and organizations in the public and private sectors. Building on the disciplines of economics, decision sciences, finance, insurance, marketing and psychology, the Center supports and undertakes field and experimental studies of risk and uncertainty to better understand how individuals and organizations make choices under conditions of risk and uncertainty. Risk Center research also investigates the effectiveness of strategies such as risk communication, information sharing, incentive systems, insurance, regulation and public‐private collaborations at a national and international scale. From these findings, the Wharton Risk Center’s research team – over 50 faculty, fellows and doctoral students – is able to design new approaches to enable individuals and organizations to make better decisions regarding risk under various regulatory and market conditions. The Center is also concerned with training leading decision makers. It actively engages multiple viewpoints, including top‐level representatives from industry, government, international organizations, interest groups and academics through its research and policy publications, and through sponsored seminars, roundtables and forums. More information is available at http://wharton.upenn.edu/riskcenter Affordability of the National Flood Insurance Program: Application to Charleston County, South Carolina Wendy Zhao, Howard Kunreuther and Jeffrey Czajkowski* The Wharton School, University of Pennsylvania July 2015 Abstract: In March 2014, Congress passed legislation delaying the phasing-in of premium increases on discounted flood insurance policies that had been authorized in July 2012 by the Biggert-Waters Flood Insurance Reform Act. This reversal highlights the tension between the realization of risk-based premiums and affordability of flood insurance for homeowners in flood-prone areas. This study on Charleston County, South Carolina, seeks to understand how the tension can be resolved using a voucher program coupled with required mitigation. It specifically focuses on home elevation as the mitigation method. We demonstrate a potential average increase of 108 to 159 percent for high-risk single-family properties in Special Flood Hazard Areas in Charleston moving from a current discounted premium to a full risk-based premium as proposed by the 2012 legislation. Implementation of the proposed voucher program coupled with required mitigation can reduce government expenditures by more than half over a program that does not require mitigation if the costs of elevating homes are around $25,000 and insurance policies are located in high hazard flood zones. In the coastal flood zones, cost savings are achievable even when the cost to elevate the house is as much as $75,000. However, we also find several conditions under which mitigation does not lead to reductions in the voucher cost, such as when the policyholder’s household income is below $10,000 or when elevation cost is unusually high. * Wendy Zhao, Wharton School at the University of Pennsylvania (wndzhao@gmail.com); Howard Kunreuther, Wharton School at the University of Pennsylvania (kunreuth@wharton.upenn.edu); Jeffrey Czajkowski, Wharton School at the University of Pennsylvania (jczaj@wharton.upenn.edu). We thank Carol Heller for editorial assistance and the reviewers for helpful comments on restructuring the paper. Funding for this research comes from the National Science Foundation (SES-1061882 and SES-1062039); the Center for Climate and Energy Decision Making through a cooperative agreement between the National Science Foundation and Carnegie Mellon University (SES-0949710); the Center for Risk and Economic Analysis of Terrorism Events (CREATE) at the University of Southern California; the Center for Research on Environmental Decisions (CRED; NSF Cooperative Agreement SES-0345840 to Columbia University), the Zurich Insurance Foundation on community flood resilience and the Wharton Risk Management and Decision Processes Center. Introduction and the background on National Flood Insurance Program (NFIP) The costs of natural disasters have grown substantially in past decades with floods being the most common and most expensive hazard. The U.S. Federal Emergency Management Agency (FEMA) estimates that homes in high-risk areas have at least a 1-in-4 chance of flooding during a 30-year period, while total flood insurance claims averaged $4 billion annually from 2003 to 2012 (FEMA “Floodmsart.gov”, 2015). Flood-related damage is likely to increase in the future due to sea level rise and more heavy precipitation events (Knutson et al. 2010). Thus, the availability of flood insurance is important and salient to homeowners, policymakers and other stakeholders in the United States. Since 1968 flood insurance has been provided by the National Flood Insurance Program (NFIP) housed under FEMA. By the end of 2014, the NFIP had 5.55 million policies-in-force and $1.28 trillion in coverage nationwide, mostly concentrated in coastal states such as Florida, Texas, Louisiana, New Jersey, California, and South Carolina. To ensure affordability, about 20 percent of all insurance policies in NFIP – mostly concentrated in flood-prone areas – are heavily subsidized (GAO, 2013). This subsidy structure was financially sustainable until the aftermath of Hurricane Katrina, when NFIP found itself $18 billion in debt, leading Congress to pass the Biggert-Waters Flood Insurance Reform Act of 2012 (BW-12). BW-12 would gradually increase premiums on discounted policies to full-risk levels for second homes and those subject to repetitive flooding. However, in March 2014, outcries from residents claiming they could not afford the new premiums led to the passage of the Homeowner Flood Insurance Affordability Act (HFIAA14) that delayed or eliminated these premium increases. To continue the push towards pricing reform, HFIAA-14 provided funding for a study on affordability of flood insurance by the National Academies of Science to be considered when the NFIP is up for renewal in 2017 (National Research Council, 2015). To inform the ongoing affordability dialogue, this paper conducts a study on Charleston County, South Carolina, a county vulnerable to both inland and hurricane flood risks to answer the following question: how would risk-based pricing of flood insurance impact its affordability in Charleston County, and more importantly, what can be done to address any 1 associated affordability issues? We propose that the NFIP should consider the following two guiding principles for insurance: Premiums should reflect true risk to correctly signal to individuals the dangers they face and encourage investment in cost-effective mitigation measures. The existing structure of discounted premiums in the NFIP provides misleading information about risk and potentially encourages excessive development in high flood-hazard areas instead of risk mitigation Issues of equity and affordability should be addressed, but not through subsidizing insurance premiums. Residents requiring financial assistance to purchase insurance could receive vouchers funded by general taxation rather than paying a discounted premium. Moreover, we suggest that these vouchers should be complemented with mitigation incentives. More details on these guiding principles for insurance can be found in Kunreuther and Michel-Kerjan (2011) and Kunreuther, Pauly and McMorrow (2013) Based on these two guiding principles we seek to understand the impact of increasing premiums to reflect the full flood risk on a subset of existing Charleston Country NFIP policyholders who live in Special Flood Hazard Areas (SFHAs) where the annual risk of a flood is 1-in-100 or greater, and who are currently receiving a NFIP premium discount despite their location in a high flood risk area. We then explore how the government can help these policyholders mitigate risk and afford risk-based pricing of flood insurance by examining the theoretical application of a voucher program proposed by Kousky and Kunreuther (2014). We conclude with recommendations for future research. Application to Charleston County, South Carolina South Carolina is a coastal state situated in the southeastern United States. It ranks sixth in the nation for the number of NFIP policies-in-force with 200,588 policies at the end of April 2015 (FEMA “Policy Statistics”, 2015). Flood insurance policies are concentrated in the vulnerable coastal areas in the state with 92 percent of policies in five counties with extended ocean shorelines: Charleston, Beaufort, Horry, Berkeley and Georgetown. We selected Charleston County for this analysis because of its high concentration of policies and geographical flood risk, as well the number of residents below the poverty 2 line compared to the other four top NFIP counties. The county has a median annual household income of $50,289 with 17.7 percent below the poverty line. (See Zhao et al., 2015 for more details). Figure1.MapofSouthCarolina(top)andCharlestonCounty(bottom,highlightedinred borders) 3 Flood Insurance and Home Affordability in Charleston County Benefitting from the Wharton Risk Management and Decision Processes Center’s unique access to the NFIP policy portfolio, we utilize the 57,235 NFIP policy records for Charleston County collected across all occupancies (single-family residential, two-to four-family residential, other residential, and nonresidential) from the NFIP policy database as of December 31, 2012. (See Zhao et al., 2015 for more details on the individual policy records collected from the NFIP database). Premiums reflecting true risk are primarily a function of the selected coverage limits, flood zone location, and the house’s structural features such as the height of the lowest floor relative to the Base Flood Elevation (BFE). The BFE is the estimated height of floodwaters during a 100-year flood. Of these factors, flood zone location plays an important role in pricing and is determined from Flood Insurance Rate Maps (FIRMs) issued by FEMA. All else being equal, premiums are highest for homes located in the high risk Special Flood Hazard Areas (SFHAs) comprised of aggregate flood zones A and V (see FEMA.gov and Zhao et el., 2015 for flood zone definitions and details). In the SFHAs, flood insurance is mandatory for households with a federally backed mortgage, although FEMA estimates that lender compliance for this mandatory purchase is at most about 75 percent. Structures constructed after a community adopted a Flood Insurance Rate Map (FIRM) and flood guidelines must adhere to building codes and are generally structurally safer than pre-FIRM property. The NFIP allows for two main types of discounted policies associated with the adoption of the FIRM: pre-FIRM structures and property that is grandfathered. Pre-FIRM rates, applied to properties constructed prior to the adoption of FIRMs, are based on limited underwriting information with premium discounts given to encourage greater participation in the program. Note that not all buildings with pre-FIRM policies are discounted, because some have chosen to receive elevation ratings and then switch to full risk rates that are lower than the pre-FIRM subsidized rates that they otherwise would have been charged. Grandfathered properties are those that were built in compliance with the hazard map in effect at the time of construction, and are allowed to maintain a lower rate if a new map moves them to a higher risk zone. Structures built after FIRMs have adopted are charged risk-based flood insurance premiums. 4 From Charleston County’s 57,235 NFIP policies collected, 17,236 (30 percent) are identified as pre-FIRM, so that a significant portion of Charleston policies could be subsidized. Of the 17,236 pre-FIRM policies, 78 percent (13,395) are located in the high-risk 100-year floodplain A Zone, 3 percent (569) in the high risk 100-year coastal floodplain V Zone, and 19 percent (3,272) in the low risk X Zone. Prior to implementation of BW-12, in Charleston County the annual median pre-FIRM premiums were $1,113 for the A Zone, $3,321 for the V Zone, and $365 for the X Zone. Given the subsidized policies, rate increases could impose an additional financial burden on lowand middle-income homeowners in Charleston Country. Although the median household income ($50,289) in Charleston County is higher than the state average ($44,623), home ownership is especially costly for low- and middle-income residents because of high property values. According to a 2014 Housing Needs Assessment by the county government, a resident’s income must be at least 181 percent of the county median household income to afford an average priced home in Charleston County (Charleston County Zoning & Planning Department, 2014). Movement to Risk-based Premiums Most pre-FIRM policies are currently subsidized, on average paying 40-45 percent of the actual risk-based premium (GAO, 2013). Based on this estimate, an increase in risk-based premiums could have a significant impact on a homeowner’s flood insurance premium to income ratio. To illustrate this point assume that a homeowner in the A Zone is currently paying 40 percent of the true risk premium assumed to be the median A Zone pre-FIRM in Charleston County of $1,113, or approximately 2 percent of Charleston’s 2012 median household income of $50,289. Movement to a non-subsidized risk-based median premium for this property of $2,783 would now be 6 percent of the median household income. Similarly for the V Zone, assume a homeowner is currently paying 40 percent of the true risk premium assumed to be the median V Zone pre-FIRM premium of $3,321, or 7 percent of the median household income. Movement to a non-subsidized risk-based median premium of $8,302 would now be 17 percent of the median household income. 5 The exact magnitude of premium increase varies by homeowner, depending on key factors ranging from amount of coverage purchased to structural characteristics of a property. Thus, we estimate premium increases for a specific subset of individual SFHA pre-FIRM policies in Charleston Country in conjunction with the 2011-2012 insurance rating manuals, aggregating the data for the A and V Zones in Charleston County. For details on the how risk-based premium is calculated for individual policies, please refer to the example in Appendix A as well as Zhao et al. (2015) including the NFIP rate tables utilized. Selection of policies for risk-based premium calculation We selected a subset of pre-FIRM policies in Charleston to measure the impact that premium increases will have on policyholders by focusing on pre-FIRM policies in zones A and V with single-family occupancy, no basement, and no elevation rating. As shown in Table 1 there are 5,423 policies that meet these criteria from the A Zone, and 293 policies from the V Zone. We then calculated the pre-FIRM premiums for these properties using either the Oct. 2011, May 2012 or Oct. 2012 Flood Insurance Manual depending on a policy’s effective date. We compared this calculated pre-FIRM premium against the actual premium in the NFIP database and included in our analysis only the 3,691 policies from the A Zone (68 percent of total 5,423 possible) and 263 policies from the V Zone (90 percent of total 293 possible) where the calculated and actual premiums were within 1 percent of each other. Table 1. Criteria applied to select Charleston policies for premium increase calculation Criteria A Zone V Zone Post‐FIRM policies (all occupancies) 30,326 2,086 Pre‐FIRM policies (all occupancies) 13,395 569 No elevation rating 8,813 531 No basement & single occupancy 5,423 293 Percent difference between calculated pre‐FIRM premium and actual premium is less than or equal to 1% 3,691 263 With basement & non‐single occupancy 3,390 238 With elevation rating 4,582 38 Unknown pre or post‐FIRM 2 ‐ Total policies in zone 43,723 2,655 Total number of policies in Charleston X Zone 7,585 3,272 3,255 2,144 N/A 1,111 17 ‐ 10,857 57,235 Calculated increase in premium for the A Zone and V Zone For these 3,691 A zone policies and 263 V zone policies and again using the appropriate 201112 insurance rating manuals we re-priced the discounted pre-FIRM policies with post-FIRM rates (assuming that post-FIRM insurance rates reflect true risk) in order to understand how rates might change 6 when discounts for pre-FIRM building are completely removed. Since our selected policies have no elevation rating, we assume the building is at one foot below BFE (-1 BFE) for Zone A and at BFE (0 BFE) for Zone V when applying the appropriate post-FIRM rates (the Insurance Manual provides post-FIRM rates only down to -1 BFE in Zone A and 0 BFE in Zone V). It is likely that many of the pre-FIRM properties will be more than 1 foot below BFE and thus our estimates of full-risk premium represent the lower bound of the possible premium increases. (See Appendix A for an example of calculation and Zhao et al., 2015 for further details including the NFIP rate tables utilize). After calculating the risk-based premiums for the 3,691 pre-FIRM A Zone policies, we found that 49 percent of the policies would have premium increases between 41 to 100 percent, 30 percent of the policies have premium increases between 101 to 160 percent, and 13 percent have premium increases between 161 to 220 percent. The remaining 8 percent of policies have increases over 220 percent and as high as 340 percent. The average percent increase in premium is 108 percent while the median is 99 percent. Figure 2 shows the distribution of percent increase in premiums for these policies. Figure2.DistributionofpoliciesbypercentincreaseinpremiumforAZone,frompre‐FIRM topost‐FIRMrates Similarly, Figure 3 shows the premium increase for the 263 V Zone pre-FIRM policies with premium increase calculated. Less than 1 percent of the policies have premium less than 100 percent of their pre-FIRM rates, 57 percent of the policies have premium increases between 101 to 160 percent, and 7 43 percent of the policies have premium increases between 161 to 380 percent. The average percent increase from pre-FIRM to risk-based premiums is 159 percent and the median is 151 percent. Figure3.DistributionofpoliciesbypercentincreaseinpremiumforVZone,frompre‐FIRM topost‐FIRMratesthevarianceseeninpercentincreaseofpremium Amountofcoverageasapotentialpredictorof premium increase from pre-FIRM to post-FIRM In calculating premiums for individual policies, we found that the amount of coverage purchased by a homeowner affects the percentage increase in premium from pre-FIRM to post-FIRM due to the current pricing tables. For our 2012 policies examined, a single-family residence could purchase up to $60,000 in basic building coverage and $25,000 in basic contents coverage at one rate with an option to purchase additional coverage up to $190,000 for building and $75,000 for contents at a different rate. In contrast to pre-FIRM basic building and content coverage rates that are lower than the additional coverage rates, postFIRM basic building and content coverage rates are generally significantly higher than the additional coverage rates. Figure 4 depicts how premiums net of deductible factors in the A Zone change as coverage increases for a single-family post-FIRM structure with no basement, enclosure or crawlspace at -1 BFE in the A Zone. The black solid line represents the amount of pre-FIRM premium paid as building coverage increases based on insurance rates from the October 2012 insurance manual. The gray solid line shows the 8 post-FIRM premium as building coverage increases, using rates for buildings with one floor, no basement, and -1 BFE. The dashed black line (secondary y-axis) illustrates the percentage increases in premium moving from pre-FIRM to post-FIRM rates as coverage increases, or the difference between the pre-FIRM and post-FIRM premiums at any coverage amount (primary y-axis). When less than $60,000 of coverage is purchased (i.e., below 600 on the x-axis), the percentage increase in premium is almost 500 percent. As coverage increases, the total percentage increase in premium decreases, approaching closer to 100 percent at full $250,000 of coverage (secondary y-axis). This reveals that for policyholders with a significant amount of additional coverage, the total percentage change in premium going from pre-FIRM to post-FIRM will be smaller because of the relatively cheaper post-FIRM additional coverage rates. However, for a policyholder with only basic building coverage, the total percentage premium increase is significantly greater at a nearly 500 percent increase. This percentage increase difference is also reflected through the slopes of pre-FIRM and post-FIRM premiums in Figure 4. From the NFIP rating manuals pre-FIRM rates for basic coverage is $0.76 per $100 of coverage while additional coverage is $0.77. Thus, when additional coverage begins at greater than $60,000 of building coverage (i.e., 600 on the x-axis), the change in the slope of the pre-FIRM black solid line is minimal. However, post-FIRM rates are $4.40 for basic coverage and $0.97 for additional coverage – thus now when additional coverage begins beyond $60,000 of building coverage, the slope of the post-FIRM solid gray line is drastically flatter due to the lower cost of additional coverage as compared to the relatively higher basic coverage rates. 9 Figure4.Buildingcoverageandpremiumbeforedeductibleandfees,AZone For the V Zone, we found a similar but more pronounced relationship between coverage and percent increase in premium for the same type of structure as in Zone A as depicted in Figure 5. The dashed black line illustrates that as rates increase to post-FIRM levels, policyholders with less coverage are more likely to face higher percentage increase in premium, now over 600 percent for those with basic building coverage only (secondary y-axis). Figure5.Buildingcoverageandpremiumbeforedeductibleandfees,VZone 10 We can furthermore explore the impact that coverage has on premium increases with two specific examples. Consider Policyholder A, who purchased a policy with full $250,000 building and $100,000 contents coverage, and $1,000 each in building and contents deductible, in the A Zone with occupancy as single family, single story building with no basement. If we assume that policyholders purchase enough building coverage to insure their home value that is five times their annual household income, we expect Policyholder A to have an annual income of $50,000 (one-fifth of $250,000 in building coverage). In this case, the flood insurance premium will rise from $3,513 to $5,596 per year, reflecting an increase from 7.0 percent to 11.2 percent of annual household income. Policyholder B is similar to Policyholder A in occupancy but purchased only basic $60,000 building and $25,000 content coverage with deductibles of $1,000 each for building and contents. We assume Policyholder B to have an annual income of $12,000 (one-fifth of $60,000 in building coverage) and in this case, the flood insurance premium will rise from $766 to $3,325 per year, reflecting an increase from 6.4 percent to 27.7 percent of annual household income. Premium increases in the V Zone exhibit similar patterns in relation to coverage amounts. Across the board, the premium increase is significant in absolute terms, but policyholders with less coverage face higher marginal increases. This could impose unexpectedly greater burdens on low- and middle-income families who are more likely to purchase lower amount of coverage. RelationshipbetweenamountofcoverageandpremiumincreaseobservedinCharlestonpolicies Based on our observations in the previous section, we examine how coverage varies between policies in different ranges of premium increase in the selected Charleston policies from Zone A and Zone V. As shown in Table 2, in the A Zone’s 633 properties whose premiums increase between 41 percent and 60 percent, the median building coverage is $250,000 and the median contents coverage is $100,000 – the maximum amounts of insurance that could be purchased under the NFIP program. In addition, policies with premium increases between 61 percent and 160 percent have average and median building coverage close 11 to the maximum $250,000. Properties that have building coverage below $200,000 had a much higher percentage increase in their premiums. Table 2. Median and average coverage for policies in each bracket of percent increase in premium, A Zone Percent increase in A Zone premium from pre‐FIRM to post‐FIRM at ‐1 BFE elevation ≤ 40% 41‐60% 61‐80% 81‐100% 101‐120% 121‐140% 141‐160% 161‐180% 181‐200% 200‐220% 220‐240% 240‐260% 260‐280% >280% Number of policies, # Selected A Zone policies 177 633 403 784 363 279 457 204 169 107 54 22 16 23 Median building coverage Average building coverage Median contents coverage Average contents coverage Coverage, $ 250,000 228,997 100,000 90,240 250,000 246,021 100,000 89,198 250,000 241,016 52,500 45,722 250,000 243,218 20,000 32,296 238,000 220,963 29,000 35,302 217,900 207,657 46,200 36,625 250,000 224,859 10,000 14,383 186,050 173,040 10,200 14,584 161,000 154,787 ‐ 9,789 136,500 131,703 ‐ 7,661 117,400 111,833 5,000 9,320 97,750 83,395 10,700 11,241 88,550 82,344 5,600 8,719 For the V Zone, we found a pattern similar to properties in the A Zone. As shown in Table 3, those properties that have the highest percent increase in premium have the lowest average and median building coverage. For example, for premium increases greater than 280 percent, average building and content coverage is $79,300 and $11,800 respectively. Similar to the A Zone, there are two factors that explain this trend: For pre-FIRM policies in the Oct. 2012 manual, the premium per $100 of additional coverage is twice that of basic coverage for both building and contents. For post-FIRM rates, the reverse is true: rates for additional building coverage cost only 50 percent of basic building coverage, and rates for additional contents coverage cost 75 percent of basic contents coverage. Table 3. Median and average coverage for policies in each bracket of percent increase in premium, V Zone Percent increase in V Zone premium from pre‐FIRM to post‐FIRM at ‐1 BFE elevation ≤ 40% 41‐60% 61‐80% 81‐100% 101‐120% 121‐140% 141‐160% 161‐180% 181‐200% 200‐220% 220‐240% 240‐260% 260‐280% >280% Number of policies, # Selected V Zone policies ‐ ‐ 1 ‐ 38 33 78 72 11 11 8 5 1 5 Median building coverage Average building coverage Median contents coverage Average contents coverage Coverage, $ ‐ ‐ ‐ ‐ ‐ ‐ ‐ ‐ ‐ ‐ 100,000 100,000 ‐ ‐ ‐ ‐ 250,000 249,342 100,000 99,342 250,000 250,000 52,500 46,630 250,000 245,281 12,800 24,013 250,000 220,094 27,650 36,089 204,100 203,100 15,500 15,036 154,900 156,927 20,000 20,491 150,000 131,263 21,050 18,125 115,000 118,920 16,600 11,960 121,000 121,000 22,100 22,100 80,700 79,300 17,100 11,800 Conclusions on calculated premium increase and premium increase for other policies in Charleston Of the specific single-family policies selected for our analysis, premiums increased by 108 percent on average for the 3,691 pre-FIRM A Zone policies, and by 159 percent on average for the 263 pre-FIRM V Zone policies. The policies we selected do not represent all the policies that could incur premium 12 60,600 63,926 ‐ 3,896 increases in Charleston County if the NFIP moved to risk-based pricing. We focused only on 28 percent of the total pre-FIRM Zone A policies, and 46 percent of pre-FIRM V Zone policies in the county that are single-family occupancy buildings with no basement where we assumed that their true-risk elevation would be -1 BFE. However, based on our analysis, it is clear that policyholders selecting the basic amounts of building and content coverage would be most severely impacted by rate increases. For many of these policyholders it is likely these low coverage amounts are all they can afford given their low income or as much insurance as they require, given the value of their homes. FEMA has estimated that about half of subsidized pre-FIRM policies in Charleston are primary residences which, under BW-12, could have kept their subsidy until sale, renewal of a lapsed policy, or repeated flooding. Although BW-12 was structured in such a way that primary residents would not face premium increases immediately, many homeowners voiced concerns about the law’s impact on property value since premiums would be risk-based at the time the house was sold, thus lowering the selling price of the house. Under HFIAA-14, a buyer can assume the prior owner’s flood insurance policy and retain the same rates as the previous homeowner was charged. Risk Mitigation and Affordability Risk-based premiums create incentives for homeowners to invest in risk mitigation measures because insurance is cheaper for safer homes to reflect lower claims payments. For floods, the most effective mitigation method is house elevation and it’s one of the few measure that FEMA recognizes in reducing flood insurance premiums. Although elevating a house a few feet can decrease its risk-based premium by 70 to 80 percent, saving homeowners thousands of dollars annually, elevation is expensive and inconvenient. The project takes 3 months on average, during which time homeowners must relocate. In our analysis we are assuming that costs range from $25,000 to $75,000 depending on the size, type and location of the house, but for some homes located in high hazard areas the costs can be somewhat higher. (See Zhao et al., 2015 for detailed calculations for elevation costs) One solution is for the policyholder to obtain a low-cost loan from the government, spreading the costs of elevation over time. 13 Based on the trade-off between risk mitigation costs and premium reductions, Kousky and Kunreuther (2014) propose a voucher program coupled with loans for mitigation to address the affordability problem of flood insurance. The program has two key components: first, insurance premiums are based on risk; second, vouchers are used to offset both the premium and the cost of the loan for risk mitigation. The program is recommended only for houses in the A and V Zones and is means-tested using annual household income. In future studies, it will be important to determine the reasonable percentage of a household’s gross income that should be allocated to flood insurance. Following Kousky and Kunreuther, we will assume a reasonable level to be 5 percent, so that a household earning $50,000 gross income per year is expected to contribute $2,500 to flood insurance. After the policyholder’s $2,500 contribution, the voucher pays any excess flood insurance costs. If the government provides insurance vouchers without requiring risk mitigation, a policyholder will have no incentive to elevate the house since the size of the voucher will be determined by a means test (e.g., 5 percent of gross income). The affordability program can be illustrated by focusing on representative Policyholders A and V characterized in the previous sections under the assumption that they are now paying risk-based premiums. Example 1: Zone A Policyholder Representative Policyholder A would be paying a risk-based premium of $5,596 given that his house is one foot below BFE. Assume the homeowner has an annual household income of $50,000 and contributes 5 percent of household income towards flood insurance with the voucher covering any cost about $2,500. As shown in Table 4, if the homeowner does not elevate the house, the government pays $3,096 in insurance vouchers when the premium increases to full-risk levels. Suppose Policyholder A’s house was raised two feet so it is one foot above BFE, the risk-based premium would then fall to $839 based on the data in Table 4. More details on premium calculations can be found in Appendix A and Zhao et al., 2015. Three cost scenarios are considered for elevation – low, medium or high cost, estimated based on FEMA’s guide to flood risk mitigation for homeowners. 14 (http://www.fema.gov/floodplain-management/homeowners-guide-retrofitting) To elevate the home, the owner takes a 20-year, 3 percent interest loan and makes annual loan payments in addition to the reduced risk-based premium. When the elevation cost is low, the annual payment would be $2,494 comprised of $839 in premium and $1,656 in mitigation loan payment. Table 4 shows that at low and medium elevation costs scenarios, total cost for risk mitigation and premium is less than the premium paid for a discounted policy with no mitigation. Compared to a $3,096 voucher issued when there is no mitigation required, mitigation leads to greater cost savings when the elevation cost is at low or medium levels. In fact, if mitigation were to be required for a homeowner to receive a voucher, Policyholder A would not need to receive a voucher at all when elevation costs are low, since the loan cost and the premium would be less than $2,500. Example 1. A Zone Homeowner (all figures in $ USD) Insurance voucher without mitigation Full‐Risk Premium Homeowner pays 5% gross income Flood insurance voucher from the government Insurance voucher with mitigation Cost to elevate 2 feet Annual loan payment (3% interest, 20 years) Premium after elevation Homeowner pays 5% of gross income Flood insurance voucher from government 5,596 2,500 3,096 Low 24,635 1,656 839 2,494 ‐ Median 50,970 3,426 839 2,500 1,764 High 74,756 5,025 839 2,500 3,363 Table 4. Voucher Costs to the Government in Zone A with and without Mitigation Example 2: Zone V Homeowner Savings generated from risk mitigation are much greater in the V Zone. Even when elevation costs are high, the reduction in losses from risk mitigation creates enough savings in premium reduction to justify the investment, as shown in Table 5. 15 Table 5. Voucher Costs to the Government in the V Zone without and with Elevation Example 2. V Zone Homeowner (all figures in $ USD) Insurance voucher without mitigation Full‐Risk Premium Homeowner pays 5% gross income Flood insurance voucher from the government Insurance voucher with mitigation Cost to elevate 2 feet Annual loan payment (3% interest, 20 years) Premium after elevation Homeowner pays 5% of gross income Flood insurance voucher from government 19,218 2,500 16,718 Low 24,635 1,656 5,304 2,500 4,460 Median 50,970 3,426 5,304 2,500 6,230 High 74,756 5,025 5,304 2,500 7,829 Affordability Program across Income Groups While the voucher program is generally cost effective for annual household income at $50,000 it becomes less financially attractive when household income falls below $10,000.We applied the voucher program across the household income distribution by changing the amount of coverage for our representative Policyholder A in the A Zone and V Zone based on household income, holding all other variables constant. We determined the amount of insurance coverage for each income bracket by assuming that the property value of the house was five times annual income and that the homeowner purchase full insurance coverage up to the NFIP maximum of $250,000. In Charleston County, the median value of an owneroccupied house was $240,000 which is approximately 5 times the median income in the county (see Zhao et al., 2015 for more details). Within each income bracket, we used the median income to determine the implied coverage amounts. For example, in the income bracket of $10,000-20,000, we used the median income of $15,000 to estimate home value so that building coverage is $75,000. When household income exceeded $50,000 we assumed the homeowner purchased the maximum flood insurance for building coverage of $250,000. Contents coverage is assumed to be in the same proportion as the building coverage is to maximum coverage available. Since $75,000 is 30 percent of the maximum building coverage of $250,000, we assumed the contents coverage will be 30 percent of the maximum contents coverage of 16 $100,000. We then calculated the risk-based premium for a house at -1 BFE and when the structure is elevated two feet to +1 BFE assuming that the house has no basement, a single floor, single family occupancy and $1,000/$1,000 in building/contents deductibles. For the income bracket $10,000-20,000, the premium is $3,499 annually when the house is not elevated and $580 annually when it is elevated by 2 feet. Based on a median income of $15,000, the homeowner would be responsible for paying up to 5 percent of annual household income (i.e., $750) to cover annual insurance premiums and mitigation loan costs. The last row in Table 6 shows that elevation is a cost-effective option only when elevation cost is low, in which case the government is responsible for issuing a $1,485 voucher. If the cost of elevating the house by 2 feet is at a medium or high level, then the government voucher cost is lower if it only covers the excess insurance cost without requiring mitigation. Table 6. Applying the voucher program to a household with annual income between $10,000-20,000 Household income bracket Median income Implied home value Implied building coverage Implied contents coverage Post‐FIRM premium @ ‐1 BFE Post‐FIRM premium @ +1 BFE (if building is elevated) 10,000‐20,000 15,000 75,000 75,000 30,000 3,499 580 Voucher design options No mitigation Low cost required elevation Premium 3,499 580 Elevation cost, if mitigation required ‐ 1,656 Total cost 3,499 2,235 Homeowners pay (5% of income) 750 750 Government pay via vouchers 2,749 1,485 17 Med cost elevation 580 3,426 4,005 750 3,255 High cost elevation 580 5,025 5,604 750 4,854 The change in government voucher cost across income brackets is depicted in Figure 6 where one can see that the voucher cost decreases as annual income increases. When elevation is required as a condition for a voucher and the cost of elevation is low, then the government’s cost of a voucher program is lower for all incomes above $15,000 brackets than if it were issuing vouchers solely to cover insurance. Figure6.Buildingcoverageandpremiumbeforedeductibleandfees,VZone In the V Zone, a voucher with a mitigation loan is always financially preferable regardless of elevation costs once income reaches $20,000 as shown in Figure 7. As was the case for the A Zone, when annual household income is below $10,000 it is most cost-effective for the government to offer a voucher without requiring mitigation. When annual household income is between $10,000 and $20,000, coupling a voucher with mitigation is less expensive for the government when elevation cost is low. For the $20-$30k and higher income brackets, requiring mitigation as a condition for a voucher is more cost effective even when the cost of elevating the house is high. 18 Figure7.Governmentvouchercostbyvoucherprogramdesignoptionsacrossdifferent householdincomebracketsintheVZone(HouseValueis5timesHouseholdIncome;Insurance CoversFullValueofHomeminusDeductible) Aggregation for Charleston County Estimating the size of a voucher program for Charleston County requires a detailed analysis of the income levels and distribution of households across flood zones. According to FEMA, 16 percent of the 2012 NFIP policies-in-force in Charleston Country are subsidized. This amounts to 10,619 policies, which is a subset of the 17,236 pre-FIRM policies in the county across flood zones A, V and X. We do not have any information as to where these properties are geographically or their insurance costs if premiums were risk-based. As a starting point, we aggregated the voucher cost for the subset of pre-FIRM A and V Zone policies selected for premium increase calculations and extrapolated the results to other pre-FIRM policies in the A and V Zones. Program cost for the subset of pre-FIRM policies used for premium increase calculations For each of the 3,954 pre-FIRM policies selected (3,691 in the A Zone and 263 in the V Zone), we calculated how much the voucher would cost the government with or without mitigation for low, medium 19 and high elevation costs. It is important to remember the criteria we used to select the 3,954 policies for pre-FIRM calculation. First, we selected only pre-FIRM policies for homes with single occupancy with no basement and no elevation ratings in the A and V Zones. Second, we calculated the pre-FIRM premium for these policies using the insurance manuals and compared the calculated premium to actual pre-FIRM premium and only examined policies where the difference between calculated and actual premium was less than 1 percent. Because the NFIP collects no information on the policyholder’s income levels, we assumed that a policy’s building coverage is equivalent to its house value, assumed to be five times the annual household income (see Zhao et al., 2015 for more details). As shown in Table 7, the cost of a voucher program without required mitigation for the 3,691 policies in the A Zone is $4.1 million, and $1.6 million for the 263 policies in the V Zone that we examined. In the A Zone when mitigation is required and elevations costs are low, the government can save $3.4 million in voucher cost by requiring mitigation; however, at medium and high elevation costs, mitigation becomes more expensive than offering vouchers alone. In the V Zone, the government pays less when the voucher is coupled with mitigation, regardless of elevation cost levels. The high number of properties in the A Zone relative to the V Zone drives the cost of the voucher program for this subsample. This is reflective of the overall characteristics of policies in Charleston County, where 67 percent of policies-in-force are in the A Zone, compared to 5 percent in the V Zone. (all figures in $million) Voucher without mitigation Low elev. cost Voucher with Medium elev. cost mitigation loan High elev. cost Cost for A Zone (3,691 policies) 4.1 0.7 6.6 12.5 Cost for V Zone (263 policies) 1.6 0.5 1.0 1.4 Costs for A and Z Zones 5.7 1.2 7.6 13.9 Table 7. Cost of Voucher Program to Federal Government with and without Required Mitigation for 3,954 pre-FIRM policies selected for premium calculation (3,691 from A Zone, 263 from V Zone) 20 Estimated total program cost for Charleston County Our approach in estimating how much a voucher program could cost for Charleston County is to extrapolate the calculated costs for the subset of policies we examined to all the pre-FIRM A and V Zone policies in the county. One should bear in mind that this is a rough estimate, because our subset consisted of single occupancy homes with no basement and no elevation rating, which is not representative of all preFIRM policies. There are 13,395 pre-FIRM A Zone policies in Charleston, 3.6 times more policies than the 3,691 policies we selected. To extrapolate, we multiplied the A Zone program costs for the 3,7921 policies (for each of the three estimated elevation costs) by the factor 3.6, assuming that all policies would have either low, medium or high elevation costs (e.g., $0.7M low elevation cost in the A Zone from Table 7 is multiplied by 3.6 to get $2.6M in Table 8). In the V Zone, there are 569 policies, 2.2 times more than the 263 policies we selected and this factor was used to estimate county level costs for the V Zone. The results can be found in Table 8 and are graphically illustrated in Figures 8a, 8b and 8c,. Table 8. Extrapolated Program Cost for Charleston County Extrapolated cost for A Zone (all figures in $million) (13,395 policies) Voucher without mitigation 14.8 Low elev. cost 2.6 Voucher with Medium elev. cost 23.9 mitigation loan High elev. cost 45.3 Extrapolated cost for V Zone (569 policies) 3.5 1.1 2.1 3.0 Figure8a.ProgramCostsintheAZoneswithDifferentVoucherOptions 21 Total A and V Zone Cost 18.3 3.7 26.0 48.3 Figure8b.ProgramCostsintheVZoneswithDifferentVoucherOptions Figure8c.CombinedProgramCostsinAandVZoneswithDifferentVoucherOptions Based on the county-wide cost estimates shown in Figure 8, the Total Program Costs summed from A Zone and V Zone is the lowest for vouchers coupled with a mitigation loan when elevation cost is low. However, when the total cost is examined by zone, the cost of Voucher + Mitigation Loan program is always less expensive than the voucher without mitigation in the V Zone. In the A Zone it is more desirable not to elevate homes when its costs are medium or high. Several takeaways from these cost estimates are worth noting when designing a voucher program for Charleston County and perhaps other flood-prone areas of the country. First, a voucher coupled with a 22 mitigation loan can cut the government’s voucher cost by more than 60 percent when elevation costs are low. Second, even when elevation cost is high in the more hazardous V Zone, coupling vouchers with mitigation loans still leads to cost savings for the government. Cost savings are not achievable by elevating homes in the A Zone when costs of undertaking this investment are medium to high. State-level Natural Disaster Programs in South Carolina South Carolina currently has several programs to assist homeowners in purchasing insurance and fortifying homes against natural disasters that addresses issues of affordability. The 2007 SC Omnibus Coastal Insurance Act created the Safe Home grants program for low- and middle-income homeowners to retrofit primary residences against high-wind and hurricane damages. Administered by the state’s Department of Insurance, the program offers matching and non-matching grants depending on the recipient’s household income and home value. Families making less than 80 percent of the county median household income and with home value below $150,000 qualify to receive up to $5,000 in non-matching grants. Families with income above that threshold and home value less than $300,000 are eligible for up to $5,000 matching grant. From 2008 to 2011, the Safe Home program awarded 2,500 grants totaling $12.1 million. Of the recipients, 63 percent qualified as low-income who received non-matching grants. Currently, the home grant does not cover flooding-related mitigation measures but could be a potential source of funding for homeowners looking to elevate homes in the future. South Carolina also has several tax incentives for risk mitigation against natural disasters. The Residential Retrofit Tax Credit provides state income tax credits up to $1,000 for expenses incurred when retrofitting a home against natural disasters. From 2008 to 2011, 670 Residential Retrofit Credits have been claimed totaling $781,106 (South Carolina Department of Insurance, 2013). The Excess Insurance Premium Tax Credit allows homeowner to claim up to $1,250 in income tax credit against excess premium paid on property and casualty insurances. Excess premium is defined as the portion of the premium greater than 5 percent of the taxpayer’s annual gross income. Additionally, the state offers Catastrophe Saving Accounts, 23 which are interest-bearing accounts not subject to state income taxes if funds are used for qualified catastrophe expenses. Conclusions and Topics for Future Research Accurately priced and affordable flood insurance policies for homeowners in hazardous areas are important aspects in the flood insurance market but they require that homeowners receive assistance in ways other than through subsidized premiums. Based on the proposal in Kousky and Kunreuther (2014), we find that coupling vouchers with mitigation requirements – in this case, elevating the house – is cost effective when the elevation costs are low. However, mitigation requirements do not always guarantee cost savings for the government, especially when household income is below $10,000, or when elevation costs are medium or high. The analysis also shows that separate eligibility criteria should be devised for A and V Zones because mitigation leads to greater premium reductions in the latter zone. For example, for some homes in Zone A, a government voucher would not be tied to a mitigation requirement if the household’s income is below a certain threshold, or when the costs of elevating the house is extremely high. The study of affordability in Charleston County has raised several questions for further research. First, elevation is not feasible for all homes. For instance, the 150 year-old homes in Charleston’s historic district cannot be elevated due to historical preservation regulations. Furthermore, the nonmonetary costs of home elevation, such as owner’s lodging inconvenience during construction, should be accounted for in analyzing the total costs. At the household level, there are other mitigation measures aside from elevating one’s home that might lead to lower NFIP premiums. These measures include modifying the ground floor with wet flood proofing and moving all habitable areas to the second floor in multi-story homes, and dry flood proofing for non-residential structures (National Research Council 2015; FEMA “Floodproofing”, 2015). In HFIAA-2014, FEMA is required to consider other mitigation measures that can reduce premium, such as low-cost retrofitting of structures that experience shallow water flooding. Alternatively, actions affecting behavior change could also be considered. For instance, studies have shown that offering a higher deductible as a default can lead to more people selecting that option (National Research Council, 2015). 24 Flood risk mitigation at the community level should be further explored and developed as a part of the ongoing effort in ensuring affordability. The recent report on the affordability of the NFIP by the National Research Council explored three community-based measures of flood risk reduction. First, FEMA could lower the barriers to joining the Community Rating System, which offers premium reductions for communities in compliance with floodplain management requirements. Second, FEMA could encourage communities to direct resources towards risk mitigation for clusters of neighborhoods and to promote the knowledge of mitigation to residents. The recent pilot project, “Resilient Neighbors Network (RNN),” funded by FEMA has met success in motivating communities to become more engaged .in risk mitigation. The third option considered is community-level insurance policies, where communities purchase a group policy on behalf of all properties at risk of flooding. Further research should seek to understand which eligibility criteria policy would be the most feasible and practical to administer. For example, an affordability program could be means-tested by home value instead of income when considering who will receive assistance. Based on our assumptions, homeowners would contribute 5 percent of their annual household income towards flood insurance vouchers. If on average, home value is 5 times the annual household income, the 5 percent contribution would translate to an amount equal to 1 percent of home value. Another eligibility criteria considered in HFIAA-14 is a capped premium approach, where flood insurance is defined as not affordable if the premium becomes a certain percentage of the policy coverage. Finally, estimating voucher program costs requires considerations of more comprehensive methodologies. The methods in this study relied heavily on the relationship between coverage and household income for cost estimations. More sophisticated alternatives for larger aggregation across regions will be important for accurate cost-benefit comparisons between various policy options. 25 Appendices Appendix A. Flood Insurance Premium Increase Calculation Table A1 details the process by which an agent would price a flood insurance policy in the NFIP regular pricing program. We followed only steps 1 to 8 for estimating the premium increase. Thus the premiums do not take into account increase cost of compliance coverage (ICC), Community Rating System (CRS) discount, and federal fees. ICC coverage purchase is required for all standard insurance policies and for residential structures to bring it into conformance with state or local floodplain management ordinances. The increase in premium ranges from $5 to $30 in post-FIRM and $5 to $70 for pre-FIRM policies. The CRS program provides discounts to all property in a participating NFIP community that improves their floodplain management programs and makes changes eliminate or reduce exposure to floods. (See http://www.nfipiservice.com/Watermark/NFIPRatingSys.html for more details on the program). A federal policy fee of $40 is charged for all new and renewal policies. Table A1. Premium calculation process RegularProgram 1.DeterminewhetherthepropertytobeinsuredisPre‐FIRMorPost‐FIRM. 2.DetermineZone. 3.DetermineOccupancy:SingleFamily,2–4Family,OtherResidential,Non‐Residential,orManufactured(Mobile) Home. 4.DetermineBuildingType(includingbasementorenclosure,ifany):1floor,2floors,3ormorefloors,splitlevel, ormanufactured(mobile)homeonfoundation. 5.Determinewhetherbuildinghasabasement(orenclosedareabelowanelevatedbuilding):none,finished,or unfinished. 6.DetermineElevationDifference. 7.Calculatepremiumusingtheappropriaterates. 8.ApplyappropriatedeductiblefactorifanOptionalDeductibleisselected. 9.TheICCPremiumisnotsubjecttodeductiblefactors.Firstcalculatethedeductibleamount,thenaddintheICC Premium. 10.ApplyCRSdiscount,ifapplicable. 11.Add$50ProbationSurchargeifbuildingislocatedinacommunityonprobation 12.Addfederalpolicyfee Source: Flood Insurance Manual (Section V) – Oct 1, 2012 27 The determination of pre-FIRM and post-FIRM premiums for the A and V Zone sample homeowners is depicted in Table A2 and a more detailed explanation of premium increase calculation in the A Zone policy. Sample homeowner with full building coverage of $250,000 and full contents coverage of $10,000, and $1,000 in building deductible and $1,000 in contents deductible Home characteristics: no basement, 1 floor, single family occupancy, no elevation rating under pre‐FIRM A Zone homeowner Building coverage purchased Contents coverage purchased 100 dollars of coverage 600 1900 250 750 Basic coverage Add'l coverage Basic coverage Add'l coverage Premium based on coverage Deductible factor for $1,000 for building and $1,000 for contents deductible Total Premium (not considering, ICC fees, CRS discount, and federal fees) Increase in premium % Increase in premium V Zone homeowner Building coverage purchased Contents coverage purchased 100 dollars of coverage 600 1900 250 750 Basic coverage Add'l coverage Basic coverage Add'l coverage Premium based on coverage Deductible factor for $1,000 for building and $1,000 for contents deductible Total Premium (not considering, ICC fees, CRS discount, and federal fees) Increase in premium % Increase in premium Pre‐FIRM Annual Pre‐FIRM A Zone rates 0.76 0.77 0.96 1.38 3,194 1.1 3,513 Post‐FIRM Annual Post‐FIRM A Zone rates for ‐1 BFE 4.40 0.97 2.74 0.57 5,596 1.0 5,596 2,082 59% Pre‐FIRM Annual Pre‐FIRM V Zone rates 0.99 1.94 1.23 3.32 7,078 1.1 7,785 Post‐FIRM Annual Post‐FIRM V Zone rates for ‐1 BFE 7.32 3.72 9.55 7.16 19,218 1.0 19,218 11,432 147% Table A2. Pre-FIRM and post-FIRM premium calculation for sample homeowner in A and V Zones To illustrate how premium increase is determined, consider Policyholder A with the following: A pre-FIRM policy in the A Zone Single family occupancy, single story building with no basement Full building coverage of $250,000 and contents coverage of $100,000, and $1,000 of building deductible and $1,000 of contents deductible The policy became effective in 2012 but after October 2012, thus the October 2012 Insurance Manual rates shown in Table A2 are used The pre-FIRM policy premium would be calculated as follows: 28 $456 in basic building coverage ($0.76 per $100 of coverage, for the first $600 of basic coverage) and $1,463 in additional building coverage ($0.77 per $100 of coverage, for the next $1,900 of coverage). $240 in basic contents coverage ($0.96 per $100 of coverage, for the first $250 of basic coverage) and $1,035 in additional coverage ($1.38 per $100 of coverage, for the next $750 of coverage) $3,194 total in the base premium. Given the pre-FIRM deductible of $1,000 for building coverage and $1,000 for contents coverage, the deductible factor is 1.1 and increases base premium by 10 percent to $3,513 It is important to note that deductible factors for pre-FIRM and post-FIRM policies are different. For pre-FIRM policies, the standard deductible is $2,000 each for building and contents. In our example, Policyholder A has a deductible of $1,000 each for building and contents thus a deductible factor of 1.1 is applied to increase the premium base cost. While $1,000 of building and $1,000 of contents deductibles has a deductible factor of 1.1 in pre-FIRM, the combination has a factor of 1.0 in post-FIRM. To understand how rates might change when subsidies for pre-FIRM building are completely removed, we re-priced the subsidized pre-FIRM policies with post-FIRM rates, assuming that post-FIRM insurance rates reflect true risk. We assume the building is at 1 foot below base flood elevation (-1 BFE) for Zone A and at BFE (0 BFE) for Zone V when applying the appropriate post-FIRM rates, since the Insurance Manual provides post-FIRM rates only down to -1 BFE in Zone A and 0 BFE in Zone V. The post-FIRM calculated premium for the A Zone’s Policyholder A is $5,596 – an increase of $2,082 (or 59 percent) from the discounted pre-FIRM premium of $3,513. 29 References Charleston County Zoning & Planning Department and Berkeley Charleston Dorchester Council of Governments. Berkeley-Charleston-Dorchester Housing Needs Assessment. N.p., Feb. 2014. Web. 15 Apr. 2014. FEMA. “Floodproofing.” FEMA, 26 Apr. 2015. Web. July 2015. FEMA. Floodsmart.gov: the Official Site of the NFIP. FEMA, 6 July 2015. Web. July 2015. FEMA. “Policy Statistics for NFIP.” FEMA, 30 Apr. 2015. Web. 16 July 2015 Government Accountability Office (GAO). “Flood Insurance: More Information Needed on Subsidized Policies.” Report to Congressional Committees (n.d.): n. pag. United States Government Accountability Office, July 2013. Web. 20 Dec. 2014. Hayes, T.L., and D.A. Neal. “Actuarial Rate Review: In Support of the Recommended Oct 1, 2011, Rate and Rule Changes.” Washington, DC: Federal Emergency Management Agency. Oct 1, 2011. Knutson, T., J. McBride, J. Chan, K. Emanuel, G. Holland, C. Landsea, I. Held, J. Kossin, A. Srivastava and M. Sugi. (2010.) “Tropical cyclones and climate change” Nature Geoscience 3, 157 - 163 Kousky, Carolyn and Howard Kunreuther. 2014. “Addressing Affordability in the National Flood Insurance Program.” Journal of Extreme Events, Vol. 1. No.1 Kunreuther, Howard, and Erwann Michel-Kerjan. 2011. At War with the Weather. Cambridge, MA: MIT Press. 30 Kunreuther, Howard, Mark V. Pauly, and Stacey McMorrow. 2013. Insurance and Behavioral Economics: Improving Decisions in the Most Misunderstood Industry. New York: Cambridge University Press. Laska, Shirley. 1991. Floodproof Retrofitting. Boulder: University of Colorado, Social and Behavioral Science Monograph Series #49. National Research Council. Affordability of National Flood Insurance Program Premiums: Report 1. Washington, DC: The national Academies Press, 2015. South Carolina Department of Insurance. “Presentation on Omnibus Coastal Property Insurance Reform Act of 2007.” (2013): n. pag. National Association of Insurance Commissioners, 2013. Web. May 2014. United States Census Bureau. American Community Survey, 2012; generated by Wendy Zhao; using American FactFinder. Zhao, Wendy, Howard Kunreuther, and Jeffrey Czajkowski. “Affordability of the National Flood Insurance Program: Application to Charleston Country, South Carolina.” Wharton Risk Management and Decision Proccesses Center, May 2014. Web. Summer 2015. <http://opim.wharton.upenn.edu/risk/library/WP201503_Affordability-of-FloodInsurance-South-Carolina.pdf>. 31