Columbia Climate School

CLMT 5015  ·  Climate Change Adaptation  ·  The Economics of Resilience
Interactive teaching simulator  ·  Companion to the unit briefing and study guide

PORT MERIDIAN

A Resilience Portfolio Simulator — thirty years, four hazards, one budget

The Situation

Port Meridian is a fictional coastal river city of 85,000 people with a local economy (gross metropolitan product) of $5.8 billion — about $68,000 per resident, typical of mid-sized U.S. metros. Its total city budget of roughly $215 million a year (~$2,500 per resident) is calibrated to real peers: Asheville, NC (pop. ~94,000) adopted about $250 million for FY2025. You have just been appointed to lead its Office of Resilience & Capital Planning for the next 30 years, in six five-year terms.

You control the city's resilience capital allocation — about $24 million a year, a tenth of the budget — from which debt service on $300 million of outstanding municipal debt (~$3,500 per resident, also typical) must first be paid. You may issue bonds to move faster — but debt service compounds, the city's credit rating reacts to its balance sheet, and every resilience dollar competes with schools, transit, and public safety for political support. Hazards arrive at random; climate change makes them gradually more severe. A do-nothing twin city faces the identical sequence, so you can see exactly what your portfolio earned — and when your 30 years are up, you can replay the exact same 30 years with a different strategy to separate skill from luck.

Hazard Profile

Riverine Flood

~1-in-4 years · moderate

Frequent and corrosive. Repetitive-loss neighborhoods sit in the floodplain; indirect business-interruption losses follow every event.

Hurricane

~1-in-12 years · severe

Rare but catastrophic — wind and surge together. A major landfall can erase a decade of growth and spike public debt.

Extreme Heat

~1-in-3 years · escalating

The quiet killer: low property damage, high mortality among isolated residents, real productivity losses. Worsens fastest with climate change.

Wildfire (WUI)

~1-in-15 years · moderate

The wildland-urban interface at the city's dry eastern edge. Smoke and evacuation costs ripple beyond the burn.

How to Play

1. Each term, allocate your budget across nine evidence-based investment levers drawn from the published benefit–cost literature. 2. Issue bonds if you want to move faster — and accept the debt service. 3. Advance five years and watch the event log. 4. After 30 years, your scorecard compares you against the do-nothing twin: avoided losses, GDP, debt, lives, and a portfolio-level benefit–cost ratio at the discount rate of your choosing.

Tip: the highest returns in the literature are slow (codes need building-stock turnover) or unglamorous (enforcement, maintenance). The fastest political wins are not always the best economics — and vice versa.

Have a replay code from a previous run?
TERM1 of 6
YEARS1–5
AVAILABLE FUNDS$0M

City Ledger — Event Log

Year 0
You take office. The river is quiet. The forecast is not.

Capital & Borrowing

Issue bonds: $0M
Deferring frees cash now — but every deferred dollar costs $4–5 later and weakens every asset you own. [11]

Investment Portfolio Evidence badges per the unit briefing · costs in $M

Trajectories — You vs. the Do-Nothing Twin

Gross Metropolitan Product ($B)
Your cityDo-nothing twin
Cumulative Disaster Losses ($M)
Your cityDo-nothing twin
Public Debt ($M)
Your cityDo-nothing twin
Political Capital (0–100)
Council & public support

Final Scorecard — 30 Years in Office

Portfolio Economics

What is a discount rate? It is how much less a future dollar is worth than a dollar today. Benefits that arrive decades from now — exactly when resilience investments pay off most — are "discounted" back to present value at this annual rate: at 3%, $1 of avoided losses in year 25 counts as about 48¢ today; at 7%, about 18¢. The choice matters enormously: the resilience literature typically uses ~3%, while federal hazard-mitigation grant analysis currently requires 7% (it was briefly 3.1% in 2023–25 before OMB reverted to the older standard). The slider is preset at 5% as a middle ground — move it and watch the verdict on the same 30 years change.

Discount rate: 5.0%

Final Trajectories

Gross Metropolitan Product ($B)
Your cityDo-nothing twin
Cumulative Disaster Losses ($M)
Your cityDo-nothing twin
Replay code: — enter it on the start screen anytime to face these exact 30 years of disasters again
Model Assumptions & Key Parameters
Disclaimer, AI Disclosure & References

For educational use only. This simulator was developed for CLMT 5015: Climate Change Adaptation at the Columbia Climate School. Port Meridian is a fictional community; all events, outcomes, and trajectories are synthetic. The benefit–cost ratios, return-on-investment estimates, and economic relationships embedded in the model are drawn from publicly available sources, peer-reviewed literature, and independent modeling. They are approximations and should not be treated as audited, verified, or precise financial projections.

Nothing in this tool constitutes financial, investment, legal, or professional advice. Avoided-loss and return-on-investment figures are counterfactual estimates by nature and involve inherent uncertainty. Simulated resilience-investment outcomes are not indicative of real-world results in any actual jurisdiction.

Organization and program names referenced in the evidence base are the property of their respective owners and are cited for educational attribution only; their appearance does not imply endorsement of this tool.

AI assistance disclosure. This simulator was developed with the assistance of Claude, an AI assistant developed by Anthropic. AI assistance was used in the design, drafting, and implementation of the model and interface. All embedded figures and relationships were drawn from the sources cited below and should be verified against primary sources prior to external use. Apply the same critical judgment to AI-assisted tools as to any other secondary source.

References (Vancouver style; numbering follows the companion unit briefing):

  1. National Institute of Building Sciences. Natural Hazard Mitigation Saves: 2019 Report. Washington (DC): NIBS; 2019.
  2. Federal Emergency Management Agency. Building Codes Save: A Nationwide Study of Loss Prevention. Washington (DC): FEMA; 2020.
  3. Kunreuther H. Mitigating disaster losses through insurance. J Risk Uncertain. 1996;12(2–3):171–87.
  4. World Bank. Lifelines: The Resilient Infrastructure Opportunity. Washington (DC): World Bank; 2019.
  5. International Monetary Fund. Building resilience in developing countries vulnerable to large natural disasters. Washington (DC): IMF; 2019 (DSGE modeling calibrated to Dominica).
  6. International Monetary Fund. Macroeconomic analyses of disaster resilience and public investment efficiency. Washington (DC): IMF; 2023.
  7. Hallegatte S. Economic resilience: definition and measurement. World Bank Policy Research Working Paper; 2014.
  8. Global Commission on Adaptation. Adapt Now: A Global Call for Leadership on Climate Resilience. 2019.
  9. World Meteorological Organization. Early Warnings for All initiative documentation. 2023.
  10. Menéndez P, et al.; Narayan S, et al. Valuation of mangrove and wetland flood-protection services. 2018–2020.
  11. Narayan S, et al. Coastal wetlands and flood damage reduction (Hurricane Sandy analysis). Sci Rep. 2017.
  12. Mechler R. Reviewing estimates of the economic efficiency of disaster risk management. Nat Hazards. 2016;81:2121–47.
  13. UK Department for International Development. Economics of early response and disaster resilience (Kenya/Ethiopia). London: DFID; 2013.
  14. Multihazard Mitigation Council / firm-level resilience tactics studies: $1.35 avoided sales-loss per $1 of business-continuity investment.
  15. Rodin J / resilience dividend literature: co-benefits accruing absent disasters.
  16. Independent Commission on Neighbourhoods (UK). Social infrastructure returns review; Philadelphia vacant-lot greening RCT. 2024.
  17. Aldrich DP, et al. Social infrastructure vs. seawalls: cost per life saved, 2011 Tōhoku tsunami, 31 municipalities. 2023.