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Longer-form work on the carbon economy and the infrastructure that carries it

From Data to Capital: How Verified Asset Data Prices Climate Risk

For lenders, investors and asset owners, verified asset-level data carries climate performance into the cost of capital.

Your climate claims will reach the credit committee before they reach the annual report, and a policy statement will not price a loan. A lender needs evidence of what the underlying asset did, whether the record can be verified, and whether it remains connected to the instrument being priced.

That evidence rarely arrives in usable form. From Data to Capital sets out the infrastructure that carries climate performance from the source meter to the balance sheet, then into a financial instrument whose terms can respond to the outcome.

The loan book holds the climate exposure a bank must assess

A financial institution can reduce emissions from its offices and still carry substantial climate exposure through the assets it finances. The loan book is where the credit question sits.

CDP's 2021 analysis found that financed emissions were more than 700 times the direct operational emissions of disclosing financial institutions on average. Office energy data says little about the environmental performance embedded in loans, investments and underwriting.

That gap changes what a credit committee needs to see. A bank needs evidence from the assets behind its capital. An investor needs to inspect whether a portfolio delivered the performance it claims. High-level commitments cannot answer either question at asset level.

The paper starts with that distinction. Climate performance becomes financially relevant when it is tied to a named asset, measured at source and carried to the party assessing risk or pricing capital.

Point-to-point reporting loses evidence before investors receive it

Meters, sensors and operating systems already capture much of the underlying data. A solar plant records generation. A building records consumption. The problem begins when that data must move beyond the operator.

Operational systems, asset-management systems, reporting tools and investor records often do not share a common record. Each handoff adds another connection, another format and another reconciliation exercise. Data is copied into reports rather than travelling with the asset.

The cost is more than back-office effort. Asset managers and end investors receive a reconstructed account, often after the period in which they need to assess it. The provenance of the underlying reading becomes harder to inspect.

The paper describes one record that moves from the source of performance to the holder of capital, without rekeying or a separate reporting chain.

A digital twin gives capital providers the same asset record

The proposed architecture begins with the physical asset. Sensors and smart meters capture performance at source. Those readings continuously update a digital twin, a live digital record of the asset and its operating output.

An independent verifier can assess that record. The verified data is recorded on a distributed ledger and attached to the financial instrument that funded the asset. The lender, investor and regulator then read from the same record instead of comparing separate versions prepared for separate purposes.

For a solar plant, generation data can remain linked to the instrument held by the investors who financed the panels. The portfolio view retains the provenance of the underlying performance. An investor does not have to rely only on an annual narrative, and a regulator can inspect a record connected to source data.

Reporting becomes an output of the operating record. It does not need to be rebuilt for every reporting cycle, financing event or transfer of ownership.

Disclosure exposes the distance between oversight and measurement

Climate disclosure frameworks ask institutions to describe governance, strategy, risk management, metrics and targets. Policies, committees and plans can support the first parts of that account. Metrics and targets require data that can withstand scrutiny.

PRI reporting data cited in the paper shows the gap. In 2020, 77% of real-assets investors reported board oversight of climate-related issues. Only 39% reported climate-related metrics, 15% reported climate-related targets, and 4% reported Scope 1, 2 and 3 emissions.

Board oversight does not show that a portfolio's underlying assets have been measured. The difference becomes acute when a board signs off on a target or an investor asks whether a reported outcome can be traced to the asset that produced it.

Asset-level data gives investors a basis to consolidate performance across holdings while retaining the source record beneath the portfolio figure. Boards and regulators get a record they can examine rather than a number assembled after the fact.

Sustainability-linked pricing needs source data behind the target

Sustainability-linked finance changes the economics of capital when a borrower meets or misses a predetermined target. A loan margin can fall when performance meets the target. A bond coupon can step up when performance falls short. The pricing mechanism is straightforward. The evidence behind it is harder.

Sustainability-linked debt issuance exceeded $130 billion in 2020, nearly 300% above 2018, according to market data cited in the paper. The structure can apply to general corporate funding, not only to defined green projects. That wider use has brought scrutiny of target quality, reporting and verification.

A target that cannot be tied to source data leaves the investor with a claim, not a pricing input. Weak or unverifiable targets also invite accusations of ESG-washing.

Verified data connected to the asset and the instrument gives an investor a way to inspect performance as it is recorded. It gives the lender a basis to price the outcome.

The full paper sets out the architecture that carries climate performance with the asset, and the financial mechanism that turns verified outcomes into a pricing signal.

Download From Data to Capital to see how asset-level data, regulated digital assets and sustainability-linked finance connect climate action to the cost of capital.

Questions people ask

Why does a bank need asset-level climate data to price credit risk?

A bank’s real climate exposure sits in the assets it finances, not its own offices. Financed emissions have been shown to be hundreds of times higher than operational emissions. Without asset-level data, a bank cannot verify climate performance or tie it to a loan, making the risk assessment incomplete.

What problems arise from reporting climate data through separate systems?

When climate data travels through operational, asset-management, and reporting tools without a shared record, it is copied and reformatted at each step. This creates effort and delays, and the evidence may arrive too late for risk assessment. Provenance becomes harder to inspect, reducing record reliability.

How does the proposed infrastructure carry climate data from asset to capital?

Sensors and meters capture source data, updating a digital twin, essentially a live, digital record of the asset’s output. An independent verifier certifies the data, which is then recorded on a distributed ledger and attached to the financing instrument. This means investors and lenders read from the same record.

What is the consequence if climate targets can’t be verified at asset level?

If a climate target is not tied to source data, it becomes a claim, not an input for pricing. Investors and lenders cannot inspect performance, which can lead to accusations of ESG-washing and weakens the integrity of sustainability-linked finance. Verified, asset-level data defends against this.

How does verified asset data affect sustainability-linked finance?

Sustainability-linked finance changes loan or bond terms based on meeting or missing climate targets. The pricing mechanism is clear, but the trigger must be defensible. Verified asset data, linked directly to financial instruments, provides the evidence needed to adjust pricing and withstand regulatory or investor scrutiny.