01 / LINEAR FIXES FOR COMPLEX CITIES

Soft-System Risk: Why Infrastructure Fails After the Money Is Raised

The capital is there. The engineering is there. What breaks is everything a balance sheet doesn't measure.

48.5

MEDIAN METRO SCORE OUT OF 100 ACROSS 1,499 US CITIES — ASHA LABS

Here is something every infrastructure investor knows and few say out loud: the money is rarely the problem.

We know what to build. Using ASCE's report card grades, Your City Sucks! adds up a line-item to-do list for five urban challenges: roughly $5.5 trillion over ten years. Crumbling infrastructure already costs the average American family $3,300 a year. And capital is out there looking for exactly this kind of long-lived asset.

Yet projects stall. Bonds price wider than the engineering says they should. Data centers that pencil out on a spreadsheet die in a county meeting. Insurers leave markets that looked safe five years ago.

The construction problem is not an engineering problem. It isn't even really a money problem. It's a soft systems problem. Which makes it an investment problem.

What I mean by soft systems

I've spent my career on the unglamorous infrastructure that runs cities: in energy and technology, and building Varuna, a water technology company that sold into municipal systems. That experience taught me more about infrastructure than any textbook. The hardest problems were never technical. They were human.

Soft systems are the invisible layer that lets hard infrastructure work: governance, regulation, trust between residents and city hall, fiscal management, the ability of agencies to coordinate across city and county lines. Hard infrastructure is what you can put on a balance sheet: pipes, roads, substations, towers.

When the soft systems fail, the hard infrastructure follows. Every time. The problem for investors is that due diligence is built to measure the second and mostly ignores the first.

We underwrite complex cities like machines

A modern city isn't complicated. It's complex. Everything is connected to everything else. The coffee shop is connected to the supply chain, which is connected to the power grid, which is connected to a data center's cooling system.

In a complex system, you can't pull one lever and expect a predictable outcome. Widen a highway to fix congestion and you get more traffic, more pollution and a less walkable neighborhood. Push the same input into the system twice and you won't get the same result, because the system has already changed. That's the core of what I call linear fixes for complex cities.

Then there's the vantage point problem. Nobody sees the whole picture. The traffic engineer sees roads. The developer sees the zoning code. The investor sees the model. Nobody is tracking how the pieces interact, and that is exactly where the risk lives.

What 1,499 cities tell us

To make this measurable, my team built the METRO Score, short for Municipal Evaluation of Trends, Resilience, and Outcomes, and ran it across 1,499 of the largest US cities. It blends 15 dimensions, from water viability and emergency response to governance and community stability, and anchors them to the bond market through a Market Confidence Factor built on credit ratings and yield spreads.

Three findings should matter to anyone deploying capital.

The median city scores 48.5 out of 100. Only about 8% score above 60.

Only 28% of cities are strong on both infrastructure and fiscal capacity. Nearly three-quarters are structurally misaligned.

The cities at the efficiency frontier are small: Lexington, Massachusetts; Los Gatos and Menlo Park, California. They score above 80, while cities ten times their size struggle to break 55. They don't have more money. They are better governed, better regulated and better integrated.

Infrastructure performance is not primarily a function of how much money you spend.

Credit ratings don't see it

Here's where it gets uncomfortable. Virginia Beach has a AAA credit rating and a Revenue Base Stability score of 98. Its overall METRO Score is 49.42, in the Distressed category, because of climate and infrastructure exposure that sits right next to its fiscal strength. Cambridge, Massachusetts, home of Harvard and MIT, commands the highest credit ratings and scores under 18 on emergency response capacity.

A rating tells you whether a city can pay. It doesn't tell you whether the system behind your asset is healthy.

The cost of missing that shows up fast. More than 20 insurance carriers have exited Florida since 2022. In Cape Coral, eight ZIP codes are now labeled "unsellable" by realtors, and the city's METRO Score of 36 puts it in what we call the Federal Intervention Zone. The sequence is predictable. Uninsurable property leads to falling values. Residents leave. The tax base erodes. The rating drops and borrowing gets more expensive, leaving less money to fix the problems that started the spiral. That's the insurance–bond doom loop, and it starts as a soft-system failure long before it shows up in a spread.

The new gatekeeper is the community

The same pattern is now hitting digital infrastructure. My company mapped 93 data center city council battles across 24 states between 2022 and 2026. Approval rates collapsed from 85% in 2022 to 11% in 2025 and 2026. The reasons residents gave had nothing to do with engineering: noise, water, rising utility bills and the character of their towns.

Many of those data center projects had capital, land and power plans. What they didn't have was trust. That's soft-system risk in its purest form.

What to do before you commit capital

  1. Underwrite the soft systems, not just the asset. Put governance, regulatory capacity, community stability and maintenance discipline into your diligence, with the same rigor you give the offtake agreement.
  2. Treat insurance retreat as a leading indicator. When carriers leave a market, the market has already priced in a risk the city hasn't acknowledged. Don't wait for the downgrade.
  3. Look for fiscal capacity with lagging infrastructure. We found 328 cities with the tax base and institutional capacity to absorb investment, but without the infrastructure yet. That's where demand outruns supply.
  4. Stay out of the warning zone. Cities with strong infrastructure but weak fiscal capacity have built systems they may not be able to maintain. Those are tomorrow's crisis cities.
  5. Earn the community before the hearing. A council vote is a referendum on trust, not on your engineering. Build that trust early and treat it as part of the capital stack.

The deficit across American cities is real, and so is the opportunity. The investors who capture it will be the ones who price what the spreadsheet doesn't show.

The broader argument

Price what the spreadsheet doesn't show.