The Climate Analysis That Cost Six Figures and Told Them Nothing New
Planet Simple Trap #3 – Outcome Vulnerability
A few years ago, I walked into an engagement with a company that had recently completed a climate scenario analysis with another advisory firm. The analysis was thorough – hundreds of sites assessed, extensive projections of future climate conditions, detailed quantification of physical risks under multiple warming scenarios. The data package was substantial. The invoice, I was told, was several hundred thousand dollars.
When I sat down with management and asked what they’d done with the analysis, there was a pause.
They had prioritized sites for climate action based on which ones generated the most revenue.
They didn’t need climate projections to tell them that. They already knew which sites mattered most to the business. The analysis had produced a large volume of impressive-looking output that wasn’t actionable, so management fell back on what they already understood.
What happened here has a name in climate adaptation science: outcome vulnerability. And it’s one of the most common, and expensive, Planet Simple traps I encounter.
The Assumption Buried in the Analysis
Outcome vulnerability is an approach to climate risk assessment that starts with the climate model and works outward. The assumption is that projections of future physical conditions will automatically reveal what needs to be done. Get the science right, and the management decisions will follow.
It’s an appealing idea. It’s Planet Simple in its structure: establish the facts through rigorous research, and the answer will emerge. The problem is that climate projections are generated at global or continental scales. They model physical variables – temperature, precipitation, sea level – but they don’t model the contextual factors that determine whether those physical changes actually matter for a specific business at a specific location.
The climate model doesn’t know about the local infrastructure. It doesn’t know about the community dependencies, the regulatory context, the operational specifics. Outcome vulnerability assumes it doesn’t need to – that the projection is sufficient to drive the decision. It rarely is.
The Alternative
The approach that actually produces actionable insights for climate change adaptation is called contextual vulnerability. It starts not with the climate model but with the business context: What are the critical functions of this site? What are the existing vulnerabilities in its operating environment? What contextual factors – infrastructure, supply, community, regulation – mediate its exposure to climate change?
The climate model then becomes one input among many, rather than the primary driver of conclusions. The question shifts from “what does the projection say will happen?” to “given what we know about this specific context, how might climate change affect our ability to operate here?”
Interestingly, this is exactly what the management team in my opening story was doing when they prioritized by revenue. They were applying a form of contextual reasoning. They just hadn’t framed it that way – and they hadn’t needed to spend several hundred thousand dollars to get there.
The Illusion of Certainty
The reason that outcome vulnerability is a Planet Simple trap is because of the illusion of certainty that quantitative analysis creates.
A climate scenario analysis that produces a table of projected physical risk scores for each of a company’s sites looks authoritative. The numbers imply precision. But climate projections at the scale of an individual industrial site carry substantial uncertainty, and that uncertainty compounds when you try to translate a physical variable into a business impact.
The false precision doesn’t just waste resources – it can actively mislead decision-making. Management may feel they have understood their climate risk because they have a number for it. They haven’t. They’ve replaced a genuine question with a quantified non-answer.
Contextual vulnerability won’t give you a single risk score. It will give you something more useful: an understanding of where your operations are genuinely exposed, why, and what that means for decisions you’re actually in a position to make.
That’s what a several-hundred-thousand-dollar engagement should deliver.
This is part of the Planet Simple Traps series, exploring the tools and frameworks that look rigorous but quietly reinforce the assumptions holding corporate sustainability back. Based on Leaving Planet Simple by Dr. Alex Gold.