Climate Change Exposure (CCE) Dashboard

Climate Change Exposure Quarterly Trends & Policy Events

Tracking CCE (Opportunities, Physical, Regulatory) by quarter with major climate policy events - Sautner et al. (2023)

Key Findings:
Β· Opportunities CCE β€” the dominant dimension, dipped at COVID-19 onset then rebounded rapidly with the post-pandemic green recovery wave.
Β· Physical CCE β€” remains nearly flat, reflecting that physical climate risks (e.g., extreme weather) occur at a relatively stable frequency and are less susceptible to policy or market shifts.
Β· Regulatory CCE β€” the most policy-sensitive dimension, surging in 2020–2021 as the Paris Agreement rejoining, EU Carbon Border Tax, and China ETS launch converged.

Understanding Climate Change Exposure (CCE)

β–Ό

What is CCE?

Climate Change Exposure (CCE) measures how frequently climate-related topics are discussed in corporate earnings calls, reflecting the attention that managers and analysts devote to climate issues affecting a firm. Developed by Sautner et al. (2023) using machine learning analysis of earnings transcripts from 10,000+ firms across 34 countries (2002-2020).

⚠️ Note: Higher CCE = greater risk exposure, not better performance. The three dimensions are independent, not negatively correlated.

πŸ“Š Overall CCE

  • Aggregate measure of total climate-related discussion
  • Indicates overall climate relevance to the firm's business
  • Combines opportunities, physical risks, and regulatory concerns

🌱 Opportunities CCE

  • Captures discussions about climate-related business opportunities
  • Includes: renewable energy, electric vehicles, green technologies, energy storage
  • Higher values β†’ Firm is well-positioned to benefit from the net-zero transition
  • Example: Companies developing solar technology, battery systems, or clean energy solutions

🌑️ Physical CCE

  • Measures exposure to physical climate impacts
  • Includes: extreme weather, sea level rise, droughts, floods, temperature changes
  • Reflects direct operational risks from climate change
  • Example: Insurance companies, coastal facilities, agriculture-dependent firms

βš–οΈ Regulatory CCE

  • Reflects exposure to climate policies and regulations
  • Includes: carbon taxes, emissions trading, environmental standards, clean energy mandates
  • Can indicate both risks (compliance costs) and opportunities (green innovation)
  • Example: Utilities facing carbon regulations while investing in renewables

Why It Matters: CCE predicts green job creation, green patent innovation, and is priced in financial markets, making it a valuable forward-looking indicator of climate impact on firms.

Data Source: Sautner, Z., van Lent, L., Vilkov, G., & Zhang, R. (2023). Firm-Level Climate Change Exposure. The Journal of Finance, 78(3), 1449-1498.

Meet the Expert

Prof. Ruishen Zhang

Prof. Ruishen Zhang

Assistant Professor of Accounting, HKU Business School

Research Affiliate, HKU Jockey Club Enterprise Sustainability Global Research Institute

ruishen@hku.hk

Tel: 3917 0443

Companies with Highest Climate Change Exposure

Top 20 companies by overall CCE score - indicating significant climate-related discussion in earnings calls

Key Findings:
Β· Opportunities CCE β€” dominated by renewable energy firms such as Xinjiang Goldwind (wind) and ALLETE (clean power), with rankings remaining relatively stable year over year.
Β· Physical CCE β€” led by industries directly exposed to extreme weather, such as Suncorp Group (insurance) and Svenska Cellulosa (forestry), whose operations are most vulnerable to natural disasters.
Β· Regulatory CCE β€” concentrated in carbon-intensive sectors such as BHP Group (mining) and CNOOC (oil & gas), but notably the rankings shift significantly each year as different regulations target different industries and regions.

Understanding Climate Change Exposure (CCE)

β–Ό

What is CCE?

Climate Change Exposure (CCE) measures how frequently climate-related topics are discussed in corporate earnings calls, reflecting the attention that managers and analysts devote to climate issues affecting a firm. Developed by Sautner et al. (2023) using machine learning analysis of earnings transcripts from 10,000+ firms across 34 countries (2002-2020).

⚠️ Note: Higher CCE = greater risk exposure, not better performance. The three dimensions are independent, not negatively correlated.

πŸ“Š Overall CCE

  • Aggregate measure of total climate-related discussion
  • Indicates overall climate relevance to the firm's business
  • Combines opportunities, physical risks, and regulatory concerns

🌱 Opportunities CCE

  • Captures discussions about climate-related business opportunities
  • Includes: renewable energy, electric vehicles, green technologies, energy storage
  • Higher values β†’ Firm is well-positioned to benefit from the net-zero transition
  • Example: Companies developing solar technology, battery systems, or clean energy solutions

🌑️ Physical CCE

  • Measures exposure to physical climate impacts
  • Includes: extreme weather, sea level rise, droughts, floods, temperature changes
  • Reflects direct operational risks from climate change
  • Example: Insurance companies, coastal facilities, agriculture-dependent firms

βš–οΈ Regulatory CCE

  • Reflects exposure to climate policies and regulations
  • Includes: carbon taxes, emissions trading, environmental standards, clean energy mandates
  • Can indicate both risks (compliance costs) and opportunities (green innovation)
  • Example: Utilities facing carbon regulations while investing in renewables

Why It Matters: CCE predicts green job creation, green patent innovation, and is priced in financial markets, making it a valuable forward-looking indicator of climate impact on firms.

Data Source: Sautner, Z., van Lent, L., Vilkov, G., & Zhang, R. (2023). Firm-Level Climate Change Exposure. The Journal of Finance, 78(3), 1449-1498.

Meet the Expert

Prof. Ruishen Zhang

Prof. Ruishen Zhang

Assistant Professor of Accounting, HKU Business School

Research Affiliate, HKU Jockey Club Enterprise Sustainability Global Research Institute

ruishen@hku.hk

Tel: 3917 0443

Industry CCE Comparison

Radar chart comparing Opportunities, Physical, and Regulatory CCE across 10 major industries

Key Finding: Electric & Gas Services stands out as a clear outlier, dominating all three CCE dimensions by a wide margin. Beyond this sector, most industries show relatively modest and similar levels of climate exposure, suggesting that corporate climate discourse remains heavily concentrated in energy-related sectors and has yet to deeply differentiate across other parts of the economy.

Understanding Climate Change Exposure (CCE)

β–Ό

What is CCE?

Climate Change Exposure (CCE) measures how frequently climate-related topics are discussed in corporate earnings calls, reflecting the attention that managers and analysts devote to climate issues affecting a firm. Developed by Sautner et al. (2023) using machine learning analysis of earnings transcripts from 10,000+ firms across 34 countries (2002-2020).

⚠️ Note: Higher CCE = greater risk exposure, not better performance. The three dimensions are independent, not negatively correlated.

πŸ“Š Overall CCE

  • Aggregate measure of total climate-related discussion
  • Indicates overall climate relevance to the firm's business
  • Combines opportunities, physical risks, and regulatory concerns

🌱 Opportunities CCE

  • Captures discussions about climate-related business opportunities
  • Includes: renewable energy, electric vehicles, green technologies, energy storage
  • Higher values β†’ Firm is well-positioned to benefit from the net-zero transition
  • Example: Companies developing solar technology, battery systems, or clean energy solutions

🌑️ Physical CCE

  • Measures exposure to physical climate impacts
  • Includes: extreme weather, sea level rise, droughts, floods, temperature changes
  • Reflects direct operational risks from climate change
  • Example: Insurance companies, coastal facilities, agriculture-dependent firms

βš–οΈ Regulatory CCE

  • Reflects exposure to climate policies and regulations
  • Includes: carbon taxes, emissions trading, environmental standards, clean energy mandates
  • Can indicate both risks (compliance costs) and opportunities (green innovation)
  • Example: Utilities facing carbon regulations while investing in renewables

Why It Matters: CCE predicts green job creation, green patent innovation, and is priced in financial markets, making it a valuable forward-looking indicator of climate impact on firms.

Data Source: Sautner, Z., van Lent, L., Vilkov, G., & Zhang, R. (2023). Firm-Level Climate Change Exposure. The Journal of Finance, 78(3), 1449-1498.

Meet the Expert

Prof. Ruishen Zhang

Prof. Ruishen Zhang

Assistant Professor of Accounting, HKU Business School

Research Affiliate, HKU Jockey Club Enterprise Sustainability Global Research Institute

ruishen@hku.hk

Tel: 3917 0443

Global CCE Distribution by Country

World map showing average climate change exposure by country

Key Findings:
Β· Opportunities CCE β€” highest in energy transition leaders (Spain, Norway, China) where large-scale renewable energy investment actively drives climate opportunity discourse.
Β· Physical CCE β€” remains uniformly low across all major economies, consistent with the flat trend observed over time; top-ranked outliers (e.g., British Virgin Islands, Cayman Islands) are driven by small samples of reinsurance firms rather than actual geographic risk differences.
Β· Regulatory CCE β€” elevated both in countries with strong climate legislation (UK, New Zealand, Australia) and in carbon-intensive resource exporters (Saudi Arabia, Norway) facing transition pressure, reflecting two distinct drivers of regulatory discourse.

Understanding Climate Change Exposure (CCE)

β–Ό

What is CCE?

Climate Change Exposure (CCE) measures how frequently climate-related topics are discussed in corporate earnings calls, reflecting the attention that managers and analysts devote to climate issues affecting a firm. Developed by Sautner et al. (2023) using machine learning analysis of earnings transcripts from 10,000+ firms across 34 countries (2002-2020).

⚠️ Note: Higher CCE = greater risk exposure, not better performance. The three dimensions are independent, not negatively correlated.

πŸ“Š Overall CCE

  • Aggregate measure of total climate-related discussion
  • Indicates overall climate relevance to the firm's business
  • Combines opportunities, physical risks, and regulatory concerns

🌱 Opportunities CCE

  • Captures discussions about climate-related business opportunities
  • Includes: renewable energy, electric vehicles, green technologies, energy storage
  • Higher values β†’ Firm is well-positioned to benefit from the net-zero transition
  • Example: Companies developing solar technology, battery systems, or clean energy solutions

🌑️ Physical CCE

  • Measures exposure to physical climate impacts
  • Includes: extreme weather, sea level rise, droughts, floods, temperature changes
  • Reflects direct operational risks from climate change
  • Example: Insurance companies, coastal facilities, agriculture-dependent firms

βš–οΈ Regulatory CCE

  • Reflects exposure to climate policies and regulations
  • Includes: carbon taxes, emissions trading, environmental standards, clean energy mandates
  • Can indicate both risks (compliance costs) and opportunities (green innovation)
  • Example: Utilities facing carbon regulations while investing in renewables

Why It Matters: CCE predicts green job creation, green patent innovation, and is priced in financial markets, making it a valuable forward-looking indicator of climate impact on firms.

Data Source: Sautner, Z., van Lent, L., Vilkov, G., & Zhang, R. (2023). Firm-Level Climate Change Exposure. The Journal of Finance, 78(3), 1449-1498.

Meet the Expert

Prof. Ruishen Zhang

Prof. Ruishen Zhang

Assistant Professor of Accounting, HKU Business School

Research Affiliate, HKU Jockey Club Enterprise Sustainability Global Research Institute

ruishen@hku.hk

Tel: 3917 0443

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