ASRM Seminar Series

ASRM Seminar -- Haibo Liu -- ​Do Low Internal Carbon Prices Signal Climate Inaction? A Financed-Emissions Perspective

Mar 13, 2026   2:00 pm  
Campus Instructional Facility 4039
Sponsor
Actuarial Science and Risk Management
Views
13

Title:
Do Low Internal Carbon Prices Signal Climate Inaction? A Financed-Emissions Perspective

Abstract:
Using a low internal carbon price (ICP) is often viewed as evidence of climate inaction. Yet firms in the financial service and insurance industries adopt some of the lowest ICPs across all sectors, far below the ranges recommended by leading international climate bodies. In this paper, we rationalize these low ICPs by focusing on their financed emissions, which account for the vast majority of the total emissions for financial institutions. We develop and analytically solve an extended mean-variance model with a constraint on portfolio emissions. Our model identifies an emission-efficient frontier (EEF) for environmentally conscious investors. We use the EEF to analyze the expected impact of an internal carbon policy and show that the policy is most effective when brown assets yield only modest performance. Using emissions data from London Stock Exchange Group, we empirically estimate the EEF. According to our model, to maximize the firm’s carbon-adjusted Sharpe ratio, the ICP should not exceed $4.7 per tonne. Meanwhile, the estimated expected policy impact is high, and hence even a low ICP can reduce the firm’s financed emissions substantially with little compromise in investment performance. Our findings support the use of low ICPs for financed emissions and call into question the practices of benchmarking ICPs uniformly across emission scopes against the price ranges recommended by the climate bodies.

Speaker's Bio:
Dr. Haibo Liu is an Assistant Professor in both the Department of Statistics and the Department of Mathematics at Purdue University. I obtained my BSc degree in 2013 and MPhil degree in 2015, both from the University of Hong Kong, and obtained my PhD degree from the University of Iowa in 2019. Prior to joining Purdue, I was a Senior Research Associate under the supervision of Professor Qihe Tang in the School of Risk & Actuarial Studies at UNSW Sydney. I am a Fellow of the Society of Actuaries (FSA).

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