Table A1

Variable specification

VariablesDescriptionData source
Ln (1 + Dividend)Natural logarithm of 1 plus the amount of dividend declared on common sharesCompustat
Dividend Per ShareRatio of dividends declared on common shares to the total number of shares outstandingCompustat
Biodiversity_RegulationThe 10 K-Biodiversity-Regulation Score measures firm exposure to biodiversity risks related to regulations. It assigns a score of “1” if a firm's 10-K statement contains at least two sentences mentioning biodiversity risks and at least one of these sentences references regulatory terms such as laws, regulations, or restrictions; otherwise, it assigns a score of “0”Giglio et al. (2026) 
Biodiversity_NegativeThe 10 K-Biodiversity-Negative Score assesses the sentiment of biodiversity mentions in firms' 10-K statements. Using the BERT model for sentiment analysis, this score specifically counts biodiversity-related sentences with negative sentiment, indicating perceived risks rather than opportunitiesGiglio et al. (2026) 
Biodiversity_Count10 K-Biodiversity-Count Score quantifies biodiversity risk exposure based on textual analysis of firms' 10-K statements. A score of “1” is assigned if a statement includes at least two sentences related to biodiversity; otherwise, a score of “0” is givenGiglio et al. (2026) 
PPE to AssetsRatio of Property, Plants and Equipment to total assetsCompustat
CAPEX RatioRatio of capital expenditure to total assetsCompustat
LeverageSum of current and long-term liabilities divided by total assetsCompustat
ROARatio of net income to total assetsCompustat
Firm Size (Ln (Total Assets))Natural logarithm of total assetsCompustat
Market to Book EquityRatio of market to book value of total equityCompustat
Cash Flow RatioRatio of operating income before depreciation minus interest expenses, taxes, and common dividends, all divided by the book value of assetsCompustat
Net Working CapitalDifference between current operating assets and current operating liabilities divided by total assetsCompustat
High Financial ConstraintDummy variable taking the value of 1 if the firm has higher than median values of the “delaycon” measure – facing risk of delaying their investments due to issues with liquidityHoberg and Maksimovic (2015) 
High WW IndexDummy variable taking the value of 1 if the firm has higher than median values of the Whited-Wu index
WWi,t=0.091×CFi,tBAi,t10.062×DIVPOSi,t+0.021×LDi,tASSETSi,t10.044×SIZEi,t0.035×SGi,t+0.102×ISGi,t where BA is the book value of total assets, DIVPOS is a dummy variable, equal to 1 if the dividend is positive. LD denotes long-term debt, Size is the logarithm of total assets, SG is sales growth and ISG means industrial sales growth
Author Constructed
RE/TERatio of earned equity to total common equityCompustat
RE/TARatio of earned equity to total assetsCompustat
CEO AgeAge of the CEO of the firmExecucomp
Table A2

Year-wise percentage distribution of biodiversity risk measures (BioRegulation and BioCount)

YearRegulationCount
20010.55%1.17%
20020.36%0.73%
20031.10%2.00%
20040.70%1.52%
20050.77%1.98%
20060.98%1.96%
20071.32%2.21%
20081.36%2.33%
20091.26%2.17%
20101.66%2.65%
20111.85%2.97%
20122.40%3.73%
20132.33%3.08%
20142.86%3.88%
20152.73%3.98%
20163.16%4.58%
20174.24%5.28%
20184.57%5.51%
20193.61%4.74%
20203.60%4.75%
Table A3

Correlation matrix between the biodiversity risk measures

RegulationCountNegative
Regulation1.0000  
Count0.81791.0000 
Negative0.48090.39751.0000
Table A4

Baseline regression results for the restricted sample of firms exposed to biodiversity risk, paying dividends and estimations using lagged independent variables

Dependent variable(1)(2)(3)(4)(5)(6)
Ln (1 + dividend)Dividend payout ratioLn (1 + dividend)Dividend payout ratioLn (1 + dividend)Dividend payout ratio
BioRegulation−0.4511***−0.0709***−0.8247***−0.0803***−0.3848***−0.0815***
(0.0909)(0.0250)(0.0923)(0.0303)(0.0812)(0.0228)
Constant−3.9464***−0.1597*−3.8396***0.5038***−3.8037***−0.0205*
(0.3651)(0.0819)(0.1236)(0.0408)(0.0760)(0.0113)
Observations1,7931,77815,90515,89027,52227,492
Adjusted R-squared0.59530.07170.48010.07400.43480.1027
ControlsYESYESYESYESYESYES
Year FEYESYESYESYESYESYES
Industry FEYESYESYESYESYESYES

Note(s): In this table, the baseline regression model is estimated for the restricted sample of firms that are exposed to biodiversity risk and paid a dividend during the time period of 2001–2020 and estimations considering the lagged independent variables. Ln (1 + Dividend) and Dividend Payout Ratio are the dependent variables in specifications 1, 3 and 5, and 2, 4 and 6, respectively. Specifications 5 and 6 considers the lagged independent variables of the baseline model. Year and industry fixed effects are taken into account in all specifications.  Appendix Table A1 provides a thorough explanation of every variable. Robust standard errors, clustered at the firm level, are in parentheses. Significance at the 1%, 5%, and 10% levels is denoted by the symbols ***, **, and *, respectively

Table A5

Re-estimated baseline regressions using average dividend payout ratio over the last 3 years as the dependent variable

Dependent variable: average dividend payout ratio(1)(2)
BioRegulation−0.0659*** 
(0.0157) 
BioCount −0.0704***
 (0.0118)
PPE to Assets0.1386***0.1405***
(0.0122)(0.0122)
CAPEX Ratio−0.1199***−0.1201***
(0.0277)(0.0227)
Leverage0.00940.0098
(0.0106)(0.0106)
ROA0.2566***0.2563***
(0.0225)(0.0224)
Firm Size0.0197***0.0198***
(0.0015)(0.0015)
Market to Book Equity−0.0002**−0.0002*
(0.0000)(0.0000)
Cash Flow to Assets0.0385***0.0379***
(0.0133)(0.0132)
Net Working Capital0.01440.0146
(0.0134)(0.0133)
Constant−0.0374***−0.0374***
(0.0114)(0.0114)
Observations26,79826,798
Adjusted R-squared0.16330.1613
Year FEYESYES
Industry FEYESYES
Table A6

The effect of the 2015 Paris agreement signing

Dependent variable(1)(2)
Ln (1 + dividend)Dividend per share
Paris Agreement Signing × Regulation−0.3719**−0.1535**
(0.1850)(0.0641)
Paris Agreement Signing0.1313***−0.0001
(0.0321)(0.0092)
Regulation−0.4306***−0.0214
(0.1294)(0.0554)
Constant−4.2780***−0.0328
(0.1015)(0.0333)
Observations6,0346,015
Adjusted R-squared0.42080.1031
ControlsYESYES
Year FENONO
Industry FEYESYES

Note(s): This table shows result for the effect of the 2015 Paris Agreement Signing. The Paris Agreement Signing is a dummy variable for years 2015 onwards. Ln (1 + Dividend) is the dependent variable in specification 1, and Dividend Payout Ratio is the dependent variable in specification 2. Industry fixed effects are taken into account in both specifications.  Appendix Table A1 provides an explanation of each variable. Robust standard errors, clustered at the firm level, are in parentheses. Significance at the 1%, 5%, and 10% levels is denoted by the symbols ***, **, and *, respectively

or Create an Account

Close Modal
Close Modal