13 April 2026

Series: MSc student research contributions to thought leadership

This thought leadership article is part of a series written by recent University of Edinburgh Business School graduates. Each piece distils the author’s MSc dissertation, which involves independent research and in-depth analysis. Together, these articles showcase some of the strongest student research from our MSc Climate Change Finance and Investment programme.

In this article, Jason Gikonyo argues that cutting greenhouse-gas emissions does not translate into cheaper loans in the US syndicated loan market, with financial performance being far more important. Since graduating, Jason is now a Senior Analyst at Boston Consulting Group, focusing on energy, climate, and sustainability within their Social Impact Vantage practice.
Red sunset over the sea

Do companies that cut their greenhouse-gas emissions actually pay less to borrow? Using 1,636 firm-year syndicated loan observations for 599 US-listed firms (2016–2024), this study links changes in Scope 1+2 emissions intensity to changes in loan spreads. The punchline: banks price financial fundamentals far more than emissions trajectories—at least in today’s US market.

The challenge: does improving emissions intensity translate into cheaper loans?

Banks and investors often talk about a “carbon premium”—higher financing costs for heavy emitters. But does reducing emissions lower borrowing costs over time? This matters for corporate net-zero strategies, transition-finance design, and for regulators hoping that market pricing will reward abatement.

Data and method

The study assembled a panel of 1,636 firm-year syndicated-loan observations for 599 US-listed firms over 2016–2024. The outcome variable is the year-on-year change in the weighted-average all-in drawn loan spread, and the key explanatory variable is the change in total Scope 1+2 emissions intensity (scaled by revenue).

An estimate was made of OLS models with year and industry fixed effects, controlling for changes in leverage (debt/asset), profitability (ROA), size (log assets), liquidity (current ratio), and loan tenor, with clustered robust standard errors. Robustness checks excluded 2020 (the COVID shock), replaced intensity with absolute emissions (Δ Scope 1+2, tCO₂e), split the sample into emission-intensive and non-intensive sectors, and ran peer-relative tests within intensive sectors.

Findings

  • There was no statistical link between emission cuts and cheaper loans (full sample). A 1% change in emissions intensity was associated with an ~1.94 bps change in spreads—economically and statistically insignificant.
  • Sector splits hinted at larger economic magnitudes in carbon-intensive sectors. For the same emissions change, spread movements were ~3.5× larger in emission-intensive sectors than in others—yet still statistically insignificant.
  • Within carbon-intensive sectors, firms outperformed peers on emissions reduction experience spread changes ~3× lower than laggards (directionally consistent, not statistically decisive).
  • Robustness with absolute emissions agreed. Swapping intensity for absolute Scope 1+2 emissions yielded similarly insignificant coefficients in full and split samples.

The bottom line: financial performance dominates environmental performance in loan pricing

In today’s US syndicated loan market, financial performance dominates environmental performance in loan pricing. Emissions improvements, by themselves, are not reliably rewarded with lower spreads; creditors appear to view transition risk as long-dated and less material over typical loan horizons (≈5 years) in a policy environment perceived as lax/inconsistent.

Implications for decision-makers

For banks and lending syndicates

  • Current pricing frameworks may be under-weighting transition risk within typical 3–7y horizons. Consider integrating forward-looking policy paths, sectoral transition plans, and scope disaggregation (Scope 1 vs 2) to sharpen risk signals.

For regulators and policymakers

  • If the goal is to channel cheaper capital to decarbonisers, policy credibility and consistency matter. Markets with tighter, steadier rules tend to show stronger carbon premia; without that, loan pricing won’t systematically reward abatement.

For investors/ESG-linked products

  • SLLs and KPIs should target financial risk linkages (e.g., cash-flow resilience, capex efficiency) alongside emissions to improve materiality and pricing impact over loan life. Evidence suggests emissions metrics alone may be too weakly priced in this market.

Jason Gikonyo

Jason Gikonyo

Jason is a recent graduate from the MSc Climate Change Finance and Investment at the University of Edinburgh Business School. He is now a Senior Analyst at Boston Consulting Group, focusing on energy, climate, and sustainability within their Social Impact Vantage practice.