<?xml version="1.1" encoding="utf-8"?>
<article xsi:noNamespaceSchemaLocation="http://jats.nlm.nih.gov/publishing/1.1/xsd/JATS-journalpublishing1-mathml3.xsd" dtd-version="1.1" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"><front><journal-meta><journal-id journal-id-type="publisher-id">PBES</journal-id><journal-title-group><journal-title>Proceedings of Business and Economic Studies</journal-title></journal-title-group><issn>2209-2641</issn><eissn>2209-265X</eissn><publisher><publisher-name>Bio-Byword Scientific Publishing Pty. Ltd.</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.26689/pbes.v8i4.11879</article-id><article-categories><subj-group subj-group-type="heading"><subject>Article</subject></subj-group></article-categories><title>Quantitative Research on Environmental Risk Factors in Green Bond Pricing</title><url>https://artdesignp.com/journal/PBES/8/4/10.26689/pbes.v8i4.11879</url><author>WangRuiwen</author><pub-date pub-type="publication-year"><year>2025</year></pub-date><volume>8</volume><issue>4</issue><history><date date-type="pub"><published-time>2025-09-08</published-time></date></history><abstract>Amid the global shift toward climate governance and low-carbon transformation, accurately quantifying environmental risk factors within green bond pricing mechanisms has emerged as a critical issue. Drawing on data from China’s green bond market between 2018 and 2023, this study develops a multifactor pricing model that integrates environmental risk premiums. Through regression analysis, it empirically investigates the effects of environmental reputation, transparency of information disclosure, and third-party certification on bond risk premiums. The results indicate that green-labeled bonds carry, on average, a 42.6 basis point lower risk premium compared to non-green bonds, while third-party certification further reduces this premium by an additional 54.1 basis points. Moreover, a one standard deviation improvement in the quality of environmental information disclosure leads to a reduction in bond financing costs by approximately 18 to 25 basis points. Issuers operating in high-energy-consuming industries bear significantly higher environmental risk premiums relative to those in low-energy-consuming sectors. By integrating an ESG scoring framework into bond pricing, this study reveals the transmission channels of environmental risks into market pricing and provides a theoretical foundation for enhancing pricing benchmarks in the green bond market.</abstract><keywords/></article-meta></front><body/><back><ref-list><ref id="B1" content-type="article"><label>1</label><element-citation publication-type="journal"><p>Shen Y, Cui X, Zhu Y, et al., 2025, The Causal Dynamics Between Geopolitical Risks, Climate Risks, and Global ESG Equity &amp; Green Bond Balanced Index. Finance Research Letters, 85: 107775.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B2" content-type="article"><label>2</label><element-citation publication-type="journal"><p>Wang L, Wang Y, Wang J, et al., 2025, Forecasting Nonlinear Green Bond Yields in China: Deep Learning for Improved Accuracy and Policy Awareness. Finance Research Letters, 85: 107889.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B3" content-type="article"><label>3</label><element-citation publication-type="journal"><p>Li Y, Yang Z, Dong X, 2025, Green Bond and Greenwashing: New Insights from Chinese Firms. Finance Research Letters, 85: 107847.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B4" content-type="article"><label>4</label><element-citation publication-type="journal"><p>Bartolini N, Romagnoli S, Santini A, 2025, A Climate Risk Hedge? Investigating the Exposure of Green and Non-Green Corporate Bonds to Climate Risk. Energy Economics, 149: 108664.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B5" content-type="article"><label>5</label><element-citation publication-type="journal"><p>Liu F, Yao H, Chen Y, et al., 2025, Risk Spillover of Energy-Related Systems Under a Carbon Neutral Target. Energies, 18(13): 3515.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B6" content-type="article"><label>6</label><element-citation publication-type="journal"><p>Katoch R, Peer A, 2025, Navigating Market Risks in Green Investments in India: An Evaluation of Interest Rate, Equity, Commodity, and Forex Market Influences. Computational Economics, (prepublish): 1–33.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B7" content-type="article"><label>7</label><element-citation publication-type="journal"><p>McGee P, Sheenan L, Egan T, et al., 2025, Risk Factor Disclosure in Green Bond Prospectuses and Investor Compensation. International Review of Financial Analysis, 105: 104405.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B8" content-type="article"><label>8</label><element-citation publication-type="journal"><p>Alhowaish K, 2025, Toward the Adaptation of Green Bonds in the Saudi Municipal System: Challenges and Opportunities. Sustainability, 17(13): 5698.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B9" content-type="article"><label>9</label><element-citation publication-type="journal"><p>Li J, Chen C, Wu Z, 2025, Asymmetric Credit Risk Pathways in China’s Green Bond Market: A Conjunctural Analysis Using Modified PFM and fsQCA. Finance Research Letters, 83: 107626.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B10" content-type="article"><label>10</label><element-citation publication-type="journal"><p>Mensi W, Belghouthi E, Kharusi A, et al., 2025, Tail Risk Contagion and Connectedness Between Clean Cryptocurrency, Green Assets and Commodity Markets. International Review of Financial Analysis, 105: 104370.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B11" content-type="article"><label>11</label><element-citation publication-type="journal"><p>Hanif U, Anwar H, Javaid S, 2025, Green Shipping Finance: A Path for Pakistan’s Maritime Sustainability. Proceedings of the International Conference: 664–672.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B12" content-type="article"><label>12</label><element-citation publication-type="journal"><p>Javaid S, Anwar H, Khan N, et al., 2025, Navigating Green Shipping Finance: A Comparative Analysis of EU and China. Proceedings of the School of Law, Dalian Maritime University: 651–663.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B13" content-type="article"><label>13</label><element-citation publication-type="journal"><p>Luo X, Lyu C, 2025, Climate Risk, Green Transformation and Green Bond Issuance. Systems, 13(5): 377.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B14" content-type="article"><label>14</label><element-citation publication-type="journal"><p>Hong, Z, 2025, Risk and Prevention Methods in Green Finance. SHS Web of Conferences, 218: 03018</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B15" content-type="article"><label>15</label><element-citation publication-type="journal"><p>Sum C, 2024, The Impact of Green Deal Project Development on China-Europe Relations. Proceedings of the 3rd International Conference on Interdisciplinary Humanities and Communication Studies: 906–911.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B16" content-type="article"><label>16</label><element-citation publication-type="journal"><p>Lone A, Aggarwal S, Jain S, 2024, Retail Investors’ Perception Towards Green Bonds in Advancing Sustainability: Evidence from India. Asia-Pacific Financial Markets, (prepublish): 1–30.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B17" content-type="article"><label>17</label><element-citation publication-type="journal"><p>Wang X, 2024, Landscape Design and Dual-Carbon Technology: Integration and Symbiosis, Creating a Green Future. Proceedings of the 3rd International Conference on Art, Design and Social Sciences: 383–390.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B18" content-type="article"><label>18</label><element-citation publication-type="journal"><p>Li J, 2024, The Impact of Environmental Regulation on Corporate ESG Performance—Empirical Studies Based on Deterrent Effects. Proceedings of the 8th International Conference on Economic Management and Green Development: 261–273.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B19" content-type="article"><label>19</label><element-citation publication-type="journal"><p>Gao R, 2024, The Importance of ESG in Financing and Investment Decisions. Proceedings of the 8th International Conference on Economic Management and Green Development: 475–479.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B20" content-type="article"><label>20</label><element-citation publication-type="journal"><p>Li H, He T, Liao X, et al., 2024, China’s Green Bond Market: Structural Characteristics, Formation Factors and Development Suggestions. Proceedings of the 8th International Conference on Economic Management and Green Development: 165–182.</p><pub-id pub-id-type="doi"/></element-citation></ref></ref-list></back></article>
