Environmental Risk Concern and Short-Term IPO Performance of Green Stocks During the COVID-19 Crisis Period
Abstract
:1. Introduction
2. Literature Review and Hypothesis Development
2.1. Underpricing IPO and ESG Disclosure
2.2. IPO Underpricing and Exogenous Climate Concern
2.3. Post-IPO Short-Term Performance and Exogenous Climate Concern
3. Methodology
3.1. Data and Sample Construction
3.2. Variables Construction
3.3. Study Methods
4. Empirical Results
4.1. Descriptive Statistics
4.2. Statistical Test Results
4.2.1. Green Score and Initial Returns
4.2.2. COVID-19 as an Exogenous Shock: Firm’s Greenness on IPO Initial Return
4.2.3. Green Score, Climate Concern, and Initial Returns
4.2.4. Green Score, Climate Concern, and Initial Returns Before and During the COVID-19 Crisis Period
4.2.5. Green Score, Climate Concern, and Subsequent Holding Period Returns
4.3. Additional Analysis
4.3.1. Firm-Level Characteristics and IPO Underpricing and Subsequent Returns
4.3.2. Firms’ Greenness and IPO Stocks’ Liquidity and Information Asymmetry
5. Discussion and Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A. Variable Description
Variable Name | Description | Source |
COVID-19 | Dummy variable if sample periods are from January 2020 to December 2020 | |
Initial Return | The ratio of the difference between the closing price on the first day of trading and the offer price divided by the offer price | COMPUSTAT (Daily), SEC EDGAR |
Adj. Initial Return | Market return-adjusted initial return. The market is defined as the S&P 500. | COMPUSTAT (Daily), SEC EDGAR |
Effective Spread | , where Pi,τ is the transaction price for stock i at time t, Mi,t is the midpoint of the most recently posted bid and ask quotes for stock i, and Di,t is a binary variable equal to one for customer buy orders and negative one for customer sell orders, estimated based on the algorithm proposed by Ellis et al. (2000) | TAQ |
HPR3 | 3-month buy-hold return | COMPUSTAT (Daily) |
HPR6 | 6-month buy-hold return | COMPUSTAT (Daily) |
Adj. HPR3 | 3-month market adjusted buy-hold return | COMPUSTAT (Daily) |
Adj. HPR6 | 6-month market adjusted buy-hold return | COMPUSTAT (Daily) |
AVG G | AVG G is the environmental score averaged across firms within each MSCI industry at the end of 2019. | Pástor et al. (2022) |
Delta | Delta is the change in the aggregate climate concern for that month. | Daly et al. (2021) |
OfferSize | Natural log of total proceeds collected through IPOs | SEC EDGAR |
Asset | Book value of the total assets (at) | COMPUSTAT (Annual) |
Price | Offer price of IPO | SEC EDGAR |
Leverage | The ratio of the sum of the book value of long-term (dltt) and short-term debt (dlc) divided by the total assets | COMPUSTAT (Annual) |
Firms whose greenness is below the median cutoff | Pástor et al. (2022) | |
NASDAQ | A dummy variable equal to 1 if the firm is traded in NASDAQ and 0 otherwise. | COMPUSTAT (Daily) |
Hi-Tech | A dummy variable that equals 1 if the IPO is a high-tech firm and 0 otherwise. High-tech firms are those with SIC codes 3571, 3572, 3575, 3577, 3578 (computer hardware), 3661, 3663, 3669 (communications equipment), 3671, 3672, 3674, 3675, 3677, 3678, 3679 (electronics), 3812 (navigation equipment), 3823, 3825, 3826, 3827, 3829 (measuring and controlling devices), 3841, 3845 (medical instruments), 4812, 4813 (telephone equipment), 4899 (communications services), 7371, 7372, 7373, 7374, 7375, 7378, and 7379 (software). | COMPUSTAT (Annual) |
Price Impact | where Mi,t and Mi,t+5 are the quote midpoints at time t and t + 5 min, respectively. | TAQ |
Quoted Spread | TAQ | |
R&D | R&D expenditures (XRD) scaled by total assets (at) | COMPUSTAT (Annual) |
ROA | Net income (NI) scaled by total assets (at) | COMPUSTAT (Annual) |
Market Capitalization | Market capitalization is calculated based on post-IPO shares and first-day closing price. | COMPUSTAT (Daily) |
Log(Volume) | Log volume is the log of the first-day trading volume | COMPUSTAT (Daily) |
1 | The Institute of Policy Integrity is tracking the suspension and altered enforcement of environment laws and policies in response to the COVID-19 pandemic by federal, state, and city agencies. From March 2020 to January 2021, these agencies tracked 23 federal and 46 state actions that relaxed or waived the environmental regulations temporarily. Please see McCary et al. (2021) for details. |
2 | |
3 | Environment concerns play the leading role in the ESG disclosure. |
4 | As private firms, IPO issuers are less likely to possess firm-level ESG ratings. Thus, we take a proxy of industry-level environment score, g-score, as firm-level environment score developed by Pástor et al. (2022). In one study, E. D. Baker et al. (2021) take ESG government ratings as firm-level ESG policies. Moreover, we consider industry greenness as the firm-level greenness because the greenness score for the IPO firm is not (or rarely) available. |
5 | PST (2022) published the MSCI industry-year level average g-score, which was an equal-weighted average of green score of all firms of that industry for that year. Initially, PST (2022) computed the firm-year level unadjusted green score using MSCI firm-level ratings and industry weight. Then, they estimated the firm-year level g-score by demeaning the unadjusted score by subtracting the value-weighted average of firms’ greenness across all firms of that year. We used industry g-score as a proxy of IPO firms’ scores as all IPO firms’ g-scores were not available during the IPO date. |
6 | More specifically, they report the number of climate change and global warming news coverage from each of the five journals: Washington Post, Wall Street Journal, New York Times, USA Today, and Los Angeles Times. is the in each of the month. |
7 | A dummy variable that equals 1 if the IPO is a high-tech firm and 0 otherwise. In line with Loughran and Ritter (2004), high-tech firms are those with SIC codes 3571, 3572, 3575, 3577, 3578 (computer hardware), 3661, 3663, 3669 (communications equipment), 3671, 3672, 3674, 3675, 3677, 3678, 3679 (electronics), 3812 (navigation equipment), 3823, 3825, 3826, 3827, 3829 (measuring and controlling devices), 3841, 3845 (medical instruments), 4812, 4813 (telephone equipment), 4899 (communications services), 7371, 7372, 7373, 7374, 7375, 7378, and 7379 (software). |
8 | We did not include industry-fixed effects in this model because the g-score is an industry-level variable, and there is no variation in this variable within industries. |
9 | g-score is an industry-level variable, while delta is a month-level variable. Thus, we did not consider either of the industry or month fixed effect in this model, as there is no variation of these variables of interest within industry and month. |
10 | We chose the sample period for two reasons. First, the fear of pandemic has become weaker after the launch of vaccines, and life became normal after November 2020. Second, to analyze the post-IPO performance, we analyzed 6-month holding period returns after the IPOs. |
11 | All returns are in decimal. |
12 | All statement variables and price data are in U.S. dollars. |
13 | To measure the Liquidity measures, we follow Kim et al. (2024). Descriptions of the liquidity measures are provided in Appendix A. |
References
- Baig, A. S., & Chen, M. (2021). Did the COVID-19 pandemic (really) positively impact the IPO market? An analysis of information uncertainty. Finance Research Letters, 46, 102372. [Google Scholar] [CrossRef] [PubMed]
- Bajo, E., & Raimondo, C. (2017). Media sentiment and IPO underpricing. Journal of Corporate Finance, 46, 139–153. [Google Scholar] [CrossRef]
- Baker, E. D., Boulton, T. J., Braga-Alves, M. V., & Morey, M. R. (2021). ESG government risk and international IPO underpricing. Journal of Corporate Finance, 67, 101913. [Google Scholar] [CrossRef]
- Baker, M., & Wurgler, J. (2002). Market timing and capital structure. The Journal of Finance, 57(1), 1–32. [Google Scholar] [CrossRef]
- Balvers, R., Du, D., & Zhao, X. (2017). Temperature shocks and the cost of equity capital: Implications for climate change perceptions. Journal of Banking & Finance, 77, 18–34. [Google Scholar]
- Baron, D. P. (1982). A model of the demand for investment banking advising and distribution services for new issues. The Journal of Finance, 37(4), 955–976. [Google Scholar] [CrossRef]
- Beatty, R. P., & Zajac, E. J. (1994). Managerial incentives, monitoring, and risk bearing: A study of executive compensation, ownership, and board structure in initial public offerings. Administrative Science Quarterly, 39, 313–335. [Google Scholar] [CrossRef]
- Bekaert, G., Engstrom, E., & Xing, Y. (2009). Risk, uncertainty, and asset prices. Journal of Financial Economics, 91(1), 59–82. [Google Scholar] [CrossRef]
- Bhattacharya, U., Galpin, N., Ray, R., & Yu, X. (2009). The role of the media in the internet IPO bubble. Journal of Financial and Quantitative Analysis, 44, 657–682. [Google Scholar] [CrossRef]
- Bolton, P., & Kacperczyk, M. (2021). Do investors care about carbon risk? Journal of Financial Economics, 142, 517–549. [Google Scholar] [CrossRef]
- Booth, J. R., & Smith, R. L., II. (1986). Capital raising, underwriting, and the certification hypothesis. Journal of Financial Economics, 15(1–2), 261–281. [Google Scholar] [CrossRef]
- Brav, A., & Gompers, P. A. (1997). Myth or reality? The long-run underperformance of initial public offerings: Evidence from venture and nonventure capital-backed companies. The Journal of Finance, 52(5), 1791–1821. [Google Scholar]
- Chahine, S., Colak, G., Hasan, I., & Mazboudi, M. (2020). Investor relations and IPO performance. Review of Accounting Studies, 25(2), 474–512. [Google Scholar] [CrossRef]
- Chan, P. T., & Walter, T. (2014). Investment performance of “environmentally friendly” firms and their initial public offers and seasoned equity offers. Journal of Banking & Finance, 44, 177–188. [Google Scholar]
- Chen, G., Firth, M., & Kim, J. B. (2004). IPO underpricing in China’s new stock markets. Journal of Multinational Financial Management, 14(3), 283–302. [Google Scholar] [CrossRef]
- Chen, Y., Goyal, A., Veeraraghavan, M., & Zolotoy, L. (2020a). Media coverage and IPO pricing around the world. Journal of Financial and Quantitative Analysis, 55(5), 1515–1553. [Google Scholar] [CrossRef]
- Chen, Y., Goyal, A., Veeraraghavan, M., & Zolotoy, L. (2020b). Terrorist attacks, investor sentiment, and the pricing of initial public offerings. Journal of Corporate Finance, 65, 101780. [Google Scholar] [CrossRef]
- Chen, Z., Xiao, Y., & Jiang, K. (2023). Corporate green innovation and stock liquidity in China. Accounting & Finance, 63, 1381–1415. [Google Scholar]
- Da, Z., Engelberg, J., & Gao, P. (2011). In search of attention. The Journal of Finance, 66(5), 1461–1499. [Google Scholar] [CrossRef]
- Da, Z., Engelberg, J., & Gao, P. (2015). The sum of all fears: Investor sentiment and asset prices. The Review of Financial Studies, 28(1), 1–32. [Google Scholar] [CrossRef]
- Daly, M., Nacu-Schmidt, A., McNatt, M., & Boykoff, M. (2021). United States newspaper coverage of climate change or global warming, 2000–2020. Media and climate change observatory data sets. Cooperative Institute for Research in Environmental Sciences, University of Colorado. [Google Scholar] [CrossRef]
- Derrien, F. (2005). IPO pricing in “hot” market conditions: Who leaves money on the table? The Journal of Finance, 60(1), 487–521. [Google Scholar] [CrossRef]
- Derwall, J., Guenster, N., Bauer, R., & Koedijk, K. (2005). The eco-efficiency premium puzzle. Financial Analysts Journal, 61(2), 51–63. [Google Scholar] [CrossRef]
- Dimson, E., Karakaş, O., & Li, X. (2015). Active ownership. The Review of Financial Studies, 28(12), 3225–3268. [Google Scholar] [CrossRef]
- Dyck, A., Lins, K. V., Roth, L., & Wagner, H. F. (2019). Do institutional investors drive corporate social responsibility? International evidence. Journal of Financial Economics, 131(3), 693–714. [Google Scholar] [CrossRef]
- El Ghoul, S., Guedhami, O., Kwok, C. C., & Mishra, D. R. (2011). Does corporate social responsibility affect the cost of capital? Journal of Banking & Finance, 35(9), 2388–2406. [Google Scholar]
- Ellis, K., Michaely, R., & O’Hara, M. (2000). The accuracy of trade classification rules: Evidence from Nasdaq. Journal of Financial and Quantitative Analysis, 35(4), 529–551. [Google Scholar] [CrossRef]
- Engelen, P. J. (2003). Underpricing of IPOs: Belgium evidence. European Review of Economics and Finance, 2, 53–69. [Google Scholar]
- Feng, Z. Y., Chen, C. R., & Tseng, Y. J. (2018). Do capital markets value corporate social responsibility? Evidence from seasoned equity offerings. Journal of Banking & Finance, 94, 54–74. [Google Scholar]
- Grinblatt, M., & Hwang, C. Y. (1989). Signaling and the pricing of new issues. The Journal of Finance, 44(2), 393–420. [Google Scholar] [CrossRef]
- Guldiken, O., Tupper, C., Nair, A., & Yu, H. (2017). The impact of media coverage on IPO stock performance. Journal of Business Research, 72, 24–32. [Google Scholar] [CrossRef]
- Habib, M. A., & Ljungqvist, A. P. (2001). Underpricing and entrepreneurial wealth losses in IPOs: Theory and evidence. The Review of Financial Studies, 14(2), 433–458. [Google Scholar] [CrossRef]
- Hsu, P. H., Li, K., & Tsou, C. Y. (2023). The pollution premium. The Journal of Finance, 78(3), 1343–1392. [Google Scholar] [CrossRef]
- Ibbotson, R. G. (1975). Price performance of common stock new issues. Journal of Financial Economics, 2(3), 235–272. [Google Scholar] [CrossRef]
- Kapparashetty, B. V. (2020). Impact of COVID-19 on the industrial sector: A study. IJRAR-International Journal of Research and Analytical Reviews (IJRAR), 7(1), 422–429. [Google Scholar]
- Khan, I., Shah, D., & Shah, S. S. (2021). COVID-19 pandemic and its positive impacts on the environment: An updated review. International Journal of Environmental Science and Technology, 18, 521–530. [Google Scholar] [CrossRef]
- Kim, J. C., Mazumder, S., & Su, Q. (2024). Brexit’s ripple: Probing the impact on stock market liquidity. Finance Research Letters, 61, 105030. [Google Scholar] [CrossRef]
- Klassen, R. D., & McLaughlin, C. P. (1996). The impact of environmental management on firm performance. Management Science, 42(8), 1199–1214. [Google Scholar] [CrossRef]
- Krishnan, C. N. V., Ivanov, V. I., Masulis, R. W., & Singh, A. K. (2011). Venture capital reputation, post-IPO performance, and corporate governance. Journal of Financial and Quantitative Analysis, 46, 1295–1333. [Google Scholar] [CrossRef]
- Kuswanto, R. (2021). IPO stock performance amidst the COVID-19 pandemic: Has it been undervalued? Jurnal Dinamika Akuntansi dan Bisnis, 8(1), 105–116. [Google Scholar] [CrossRef]
- Lee, C. M., Shleifer, A., & Thaler, R. H. (1991). Investor sentiment and the closed-end fund puzzle. The Journal of Finance, 46(1), 75–109. [Google Scholar]
- Liew, J. K. S., & Wang, G. Z. (2016). Twitter sentiment and IPO performance: A cross-sectional examination. The Journal of Portfolio Management, 42(4), 129–135. [Google Scholar] [CrossRef]
- Liu, L. X., Sherman, A. E., & Zhang, Y. (2014). The long-run role of the media: Evidence from initial public offerings. Management Science, 60(8), 1945–1964. [Google Scholar] [CrossRef]
- Liu, X., & Ritter, J. R. (2011). Local underwriter oligopolies and IPO underpricing. Journal of Financial Economics, 102(3), 579–601. [Google Scholar] [CrossRef]
- Liu, Z., Gao, X., Xu, H., & Xu, W. (2024). Climate change exposure and stock liquidity commonality: International evidence. Pacific-Basin Finance Journal, 86, 102440. [Google Scholar] [CrossRef]
- Lopez-de-Silanes, F., McCahery, J. A., & Pudschedl, P. C. (2020). ESG performance and disclosure: A cross-country analysis. Singapore Journal of Legal Studies, 2020, 217–241. [Google Scholar]
- Loughran, T., & Ritter, J. (2004). Why has IPO underpricing changed over time? Financial Management, 33, 5–37. [Google Scholar] [CrossRef]
- Mazumder, S., & Saha, P. (2021). COVID-19: Fear of pandemic and short-term IPO performance. Finance Research Letters, 43, 101977. [Google Scholar] [CrossRef]
- McCary, C., Paul, I., & Sylvan, D. (2021). Policy shifts in a pandemic. Institute of Policy Integrity, NYU School of Law. [Google Scholar]
- Megginson, W. L., & Weiss, K. A. (1991). Venture capitalist certification in initial public offerings. The Journal of Finance, 46(3), 879–903. [Google Scholar] [CrossRef]
- Merton, R. C. (1987). A simple model of capital market equilibrium with incomplete information. The Journal of Finance, 42(3), 483–510. [Google Scholar] [CrossRef]
- Michaely, R., & Shaw, W. H. (1994). The pricing of initial public offerings: Tests of adverse-selection and signaling theories. The Review of Financial Studies, 7(2), 279–319. [Google Scholar] [CrossRef]
- Pástor, Ľ., Stambaugh, R. F., & Taylor, L. A. (2022). Dissecting green returns. Journal of Financial Economics, 146(2), 403–424. [Google Scholar] [CrossRef]
- Pollock, T. G., & Rindova, V. P. (2003). Media legitimation effects in the market for initial public offerings. Academy of Management Journal, 46(5), 631–642. [Google Scholar] [CrossRef]
- Renneboog, L., Ter Horst, J., & Zhang, C. (2008). The price of ethics and stakeholder governance: The performance of socially responsible mutual funds. Journal of Corporate Finance, 14(3), 302–322. [Google Scholar] [CrossRef]
- Revelli, C., & Viviani, J. L. (2015). Financial performance of socially responsible investing (SRI): What have we learned? A meta-analysis. Business Ethics: A European Review, 24(2), 158–185. [Google Scholar] [CrossRef]
- Ritter, J. R. (1984). The “hot issue” market of 1980. The Journal of Business, 57(2), 215–240. [Google Scholar] [CrossRef]
- Ritter, J. R. (2014). Initial public offerings: Updated statistics. Available online: https://site.warrington.ufl.edu/ritter/files/IPO-Statistics.pdf (accessed on 10 August 2014). Available online.
- Rock, K. (1986). Why new issues are underpriced. Journal of Financial Economics, 15(1–2), 187–212. [Google Scholar] [CrossRef]
- Singh, N., Tang, Y., Zhang, Z., & Zheng, C. (2020). COVID-19 waste management: Effective and successful measures in Wuhan, China. Resources, Conservation, and Recycling, 163, 105071. [Google Scholar] [CrossRef]
- Vong, A. P., & Trigueiros, D. (2010). The short-run price performance of initial public offerings in Hong Kong: New evidence. Global Finance Journal, 21(3), 253–261. [Google Scholar] [CrossRef]
- Wang, C. Y., & Wu, J. W. (2015). Media tone, investor sentiment, and IPO pricing. Journal of Financial Research, 9, 174–189. [Google Scholar]
- Welch, I. (1989). Seasoned offerings, imitation costs, and the underpricing of initial public offerings. The Journal of Finance, 44(2), 421–449. [Google Scholar] [CrossRef]
- Yamashita, M., Sen, S., & Roberts, M. C. (1999). The rewards for environmental conscientiousness in the U.S. capital markets. Journal of Financial and Strategic Decisions, 12(1), 73–82. [Google Scholar]
- Zhao, R., Xiong, X., & Shen, D. (2018). Investor attention and performance of IPO firms: Evidence from online searches. Physica A: Statistical Mechanics and Its Applications, 508, 342–348. [Google Scholar] [CrossRef]
- Zhou, L. J., & Sadeghi, M. (2019). The impact of innovation on IPO short-term performance: Evidence from the Chinese markets. Pacific-Basin Finance Journal, 53, 208–235. [Google Scholar] [CrossRef]
- Zou, G., Li, H., Meng, J. G., & Wu, C. (2020). Asymmetric effect of media tone on IPO underpricing and volatility. Emerging Markets Finance and Trade, 56(11), 2474–2490. [Google Scholar] [CrossRef]
Panel A: Summary Statistics of IPO Returns | |||||||||||
Mean | Std. Dev | p5 | p25 | Median | p75 | p95 | N | ||||
Initial Return | 0.341 | 0.531 | −0.189 | 0.000 | 0.150 | 0.540 | 1.579 | 173 | |||
Adj. Initial Return | 0.343 | 0.529 | −0.195 | 0.002 | 0.145 | 0.546 | 1.575 | 173 | |||
Panel B: Monthly IPO Mean Returns | |||||||||||
Year: 2020 | |||||||||||
Month | Initial Return | Adj. Initial Return | #IPOs | ||||||||
February | 0.139 | 0.138 | 15 | ||||||||
March | −0.006 | 0.048 | 3 | ||||||||
April | 0.195 | 0.185 | 6 | ||||||||
May | 0.177 | 0.178 | 10 | ||||||||
June | 0.283 | 0.284 | 21 | ||||||||
July | 0.434 | 0.434 | 18 | ||||||||
August | 0.444 | 0.443 | 20 | ||||||||
September | 0.275 | 0.282 | 24 | ||||||||
October | 0.177 | 0.179 | 27 | ||||||||
November | 0.355 | 0.353 | 7 | ||||||||
December | 0.794 | 0.793 | 22 |
Mean | Std. Dev | p5 | p25 | Median | p75 | p95 | N | |
---|---|---|---|---|---|---|---|---|
AVG G | 0.337 | 0.657 | −1.040 | 0.489 | 0.567 | 0.732 | 0.835 | 173 |
Delta | −2.925 | 137.682 | −164.000 | −115.000 | −18.000 | 106.000 | 275.000 | 173 |
Lag_Delta | 15.740 | 144.710 | −164.000 | −115.000 | −18.000 | 106.000 | 275.000 | 173 |
Asset | 562.368 | 1872.729 | 0.027 | 2.572 | 48.412 | 225.424 | 2981.829 | 173 |
Price | 17.696 | 12.934 | 5.500 | 10.000 | 17.000 | 20.000 | 28.000 | 173 |
OfferSize | 18.887 | 1.272 | 16.341 | 18.293 | 19.063 | 19.519 | 20.822 | 173 |
NASDAQ | 0.832 | 0.375 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 173 |
Hi-tech | 0.064 | 0.245 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 173 |
Market Capitalization | 1999.310 | 4997.380 | 43.435 | 227.932 | 639.520 | 1409.600 | 8652.740 | 173 |
R&D | 29.528 | 84.288 | 0.000 | 0.000 | 10.632 | 36.102 | 102.052 | 173 |
Log(Volume) | 11.490 | 6.266 | 1.064 | 4.961 | 14.635 | 15.954 | 17.923 | 173 |
Leverage | 0.517 | 1.349 | 0.000 | 0.000 | 0.166 | 0.597 | 1.838 | 173 |
ROA | −2.627 | 15.468 | −3.484 | −0.738 | −0.205 | 0.000 | 0.104 | 173 |
HPR3 | 0.243 | 0.675 | −0.399 | −0.082 | 0.087 | 0.390 | 1.145 | 173 |
HPR6 | 0.184 | 0.715 | −0.577 | −0.188 | 0.055 | 0.363 | 1.384 | 173 |
Adj. HPR3 | 0.170 | 0.660 | −0.446 | −0.142 | 0.039 | 0.323 | 1.074 | 173 |
Adj. HPR6 | 0.020 | 0.708 | −0.720 | −0.344 | −0.078 | 0.163 | 1.222 | 173 |
Initial Return | Adj. Initial Return | AVG G | |
---|---|---|---|
Agriculture | 0.150 | 0.145 | −2.019 |
Almost Nothing | 0.044 | 0.047 | 0.677 |
Business Services | 0.498 | 0.498 | 0.478 |
Business Supplies | −0.219 | −0.211 | −3.783 |
Computer Hardware | −0.162 | −0.138 | −0.391 |
Computer Software | 0.521 | 0.522 | 0.078 |
Construction | 0.250 | 0.243 | −0.116 |
Construction Materials | 0.087 | 0.080 | −0.444 |
Consumer Goods | 0.125 | 0.122 | −0.116 |
Electrical Equipment | 0.660 | 0.660 | −0.444 |
Electronic Equipment | 0.110 | 0.116 | −0.524 |
Entertainment | 0.286 | 0.283 | −0.542 |
Food Products | 0.855 | 0.878 | −2.019 |
Healthcare | 0.146 | 0.156 | 0.761 |
Machinery | 1.600 | 1.601 | −1.040 |
Measuring and Control Equipment | 1.713 | 1.713 | 0.199 |
Medical Equipment | 0.843 | 0.844 | 0.777 |
Personal Services | 0.066 | 0.068 | 0.667 |
Pharmaceutical Products | 0.338 | 0.339 | 0.560 |
Precious Metals | −0.057 | −0.022 | −2.193 |
Real Estate | 0.003 | −0.005 | −0.548 |
Restaraunts, Hotels, Motels | 0.450 | 0.452 | −0.629 |
Retail | 0.540 | 0.539 | 0.215 |
Shipbuilding, Railroad Equipment | 0.444 | 0.428 | −0.173 |
Trading | −0.016 | −0.008 | 0.197 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
VARIABLES | Initial Return | Adj. Initial Return | Initial Return | Adj. Initial Return |
0.1938 ** | 0.1925 ** | 0.1917 * | 0.1811 * | |
(2.5629) | (2.5383) | (1.8012) | (1.7563) | |
−0.0031 | −0.0030 | |||
(−0.2427) | (−0.2420) | |||
0.0046 | 0.0055 | |||
(1.0848) | (1.4301) | |||
0.0541 | 0.0514 | |||
(1.0993) | (1.0477) | |||
0.1066 | 0.1030 | |||
(1.2905) | (1.2636) | |||
Hi-Tech | 0.5411 ** | 0.5425 ** | ||
(2.5228) | (2.5627) | |||
Market Capitalization | 0.0000 | 0.0000 | ||
(0.5924) | (0.5108) | |||
−0.0003 | −0.0003 | |||
(−0.8672) | (−0.9259) | |||
Log(Volume) | −0.0012 | −0.0017 | ||
(−0.1074) | (−0.1549) | |||
−0.0401 | −0.0404 | |||
(−1.6211) | (−1.6423) | |||
0.0018 | 0.0017 | |||
(1.0178) | (0.9849) | |||
Constant | 0.2087 *** | 0.2112 *** | −1.1166 | −1.0652 |
(3.7834) | (3.8510) | (−1.2682) | (−1.2124) | |
Observations | 173 | 173 | 173 | 173 |
R-squared | 0.0291 | 0.0290 | 0.2399 | 0.2507 |
Month FE | NO | NO | YES | YES |
(1) | (2) | |
---|---|---|
VARIABLES | Initial Return | Adj. Initial Return |
−0.0097 | −0.0084 | |
(−0.1356) | (−0.1167) | |
0.6047 *** | 0.6066 *** | |
(4.0575) | (4.1274) | |
0.1939 * | 0.1824 * | |
(1.8087) | (1.7485) | |
0.0024 | 0.0026 | |
(0.2555) | (0.2853) | |
0.0075 ** | 0.0079 *** | |
(2.3780) | (2.6192) | |
0.0147 | 0.0148 | |
(0.4411) | (0.4513) | |
0.0236 | 0.0181 | |
(0.4125) | (0.3255) | |
Hi-Tech | 0.2705 ** | 0.2726 ** |
(2.4525) | (2.4967) | |
Market Capitalization | 0.0000 | 0.0000 |
(0.5850) | (0.5029) | |
−0.0005 | −0.0005 | |
(−1.3338) | (−1.3485) | |
Log(Volume) | 0.0017 | 0.0009 |
(0.2028) | (0.1107) | |
−0.0344 * | −0.0338 * | |
(−1.7295) | (−1.7219) | |
0.0022 | 0.0021 | |
(1.3355) | (1.2958) | |
Constant | −0.3844 | −0.3712 |
(−0.6959) | (−0.6816) | |
Observations | 307 | 307 |
R-squared | 0.1871 | 0.1971 |
(1) | (2) | |
---|---|---|
VARIABLES | Initial Return | Adj. Initial Return |
0.1475 | 0.1451 | |
(1.4873) | (1.4732) | |
0.0000 | 0.0001 | |
(0.0952) | (0.1660) | |
−0.0007 * | −0.0007 * | |
(−1.6771) | (−1.6661) | |
−0.0009 *** | −0.0009 *** | |
(−3.3490) | (−3.3347) | |
−0.0044 | −0.0045 | |
(−0.3632) | (−0.3728) | |
0.0072 * | 0.0074 * | |
(1.7701) | (1.8348) | |
−0.0171 | −0.0172 | |
(−0.3836) | (−0.3854) | |
0.1361 * | 0.1379 * | |
(1.7856) | (1.8062) | |
Hi-Tech | 0.4601 ** | 0.4588 ** |
(2.0810) | (2.0929) | |
Market Capitalization | 0.0000 | 0.0000 |
(0.8670) | (0.8540) | |
0.0000 | 0.0000 | |
(0.0641) | (0.0443) | |
Log(Volume) | 0.0189 ** | 0.0184 ** |
(2.3318) | (2.2872) | |
−0.0302 | −0.0304 | |
(−1.1628) | (−1.1748) | |
0.0025 | 0.0026 | |
(1.4405) | (1.4630) | |
Constant | 0.0973 | 0.1024 |
(0.1175) | (0.1237) | |
Observations | 173 | 173 |
R-squared | 0.3436 | 0.2722 |
(1) | (2) | |
---|---|---|
VARIABLES | Initial Return | Adj. Initial Return |
0.1851 *** | 0.1831 *** | |
(3.0729) | (3.1016) | |
0.0002 | 0.0002 | |
(0.6816) | (0.5936) | |
−0.0008 ** | −0.0008 ** | |
(−2.0386) | (−2.0051) | |
0.0152 ** | 0.0149 ** | |
(2.2398) | (2.2467) | |
0.0094 *** | 0.0098 *** | |
(2.6314) | (2.8129) | |
−0.0267 | −0.0243 | |
(−0.8449) | (−0.8146) | |
0.0289 | 0.0265 | |
(0.5562) | (0.5145) | |
Hi-Tech | 0.2062 * | 0.2104 * |
(1.8430) | (1.9034) | |
Market Capitalization | 0.0000 | 0.0000 |
(0.6732) | (0.5975) | |
−0.0005 | −0.0005 | |
(−1.1442) | (−1.1492) | |
Log(Volume) | 0.0111 * | 0.0102 |
(1.7194) | (1.6037) | |
−0.0191 | −0.0185 | |
(−0.7819) | (−0.7646) | |
0.0014 | 0.0013 | |
(0.7841) | (0.7231) | |
Constant | 0.3043 | 0.2690 |
(0.5379) | (0.5046) | |
Observations | 307 | 307 |
R-squared | 0.1288 | 0.1398 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
VARIABLES | HPR3 | Adj. HPR 3 | HPR 6 | Adj. HPR 6 |
0.1059 | 0.0928 | −0.0439 | −0.0693 | |
(1.0930) | (0.9656) | (−0.3736) | (−0.5794) | |
−0.0000 | −0.0002 | −0.0003 | −0.0001 | |
(−0.0063) | (−0.6333) | (−0.7047) | (−0.1967) | |
0.0014 ** | 0.0014 ** | 0.0017 *** | 0.0014 ** | |
(2.2327) | (2.2701) | (2.6445) | (2.3454) | |
0.0006 * | 0.0006 * | 0.0000 | −0.0000 | |
(1.8292) | (1.7998) | (0.0087) | (−0.1102) | |
0.0067 | 0.0076 | 0.0328 * | 0.0238 | |
(0.4828) | (0.5454) | (1.7353) | (1.3052) | |
−0.0013 | −0.0014 | −0.0127 *** | −0.0127 *** | |
(−0.4055) | (−0.4556) | (−2.9965) | (−2.7999) | |
0.0001 | −0.0029 | 0.0719 | 0.0696 | |
(0.0018) | (−0.0641) | (1.5442) | (1.5228) | |
−0.0230 | −0.0170 | −0.1708 | −0.1394 | |
(−0.2504) | (−0.1944) | (−1.0734) | (−0.8994) | |
Hi-Tech | 0.1456 | 0.1428 | 0.0499 | 0.0660 |
(0.8205) | (0.8147) | (0.3205) | (0.3913) | |
Market Capitalization | −0.0000 | −0.0000 | 0.0000 | 0.0000 |
(−1.3096) | (−1.2614) | (0.1195) | (0.2515) | |
0.0002 | 0.0002 | 0.0000 | 0.0001 | |
(0.8585) | (0.8005) | (0.0493) | (0.2528) | |
Log(Volume) | 0.0058 | 0.0057 | −0.0147 | −0.0124 |
(0.7468) | (0.7582) | (−1.4839) | (−1.2464) | |
−0.1811 ** | −0.1774 ** | −0.0872 | −0.0879 | |
(−1.9972) | (−1.9804) | (−1.1294) | (−1.1520) | |
−0.0221 | −0.0219 | −0.0160 | −0.0154 | |
(−1.5993) | (−1.5784) | (−1.2715) | (−1.2292) | |
Constant | 0.1478 | 0.1326 | −0.7283 | −0.8546 |
(0.1671) | (0.1552) | (−0.8378) | (−0.9995) | |
Observations | 173 | 173 | 173 | 173 |
R-squared | 0.3363 | 0.3277 | 0.1729 | 0.1609 |
(1) | (2) | |
---|---|---|
VARIABLES | Initial Return | Initial Return |
High AVG G | Low AVG G | |
−0.0196 | −0.0416 | |
(−0.7170) | (−0.7675) | |
0.0201 * | 0.0059 | |
(1.8096) | (1.5017) | |
−0.0115 | 0.1485 ** | |
(−0.1547) | (2.0858) | |
0.0428 | 0.2993 | |
(0.4701) | (1.2016) | |
Hi-Tech | 0.3284 * | 0.5504 |
(1.9854) | (1.2985) | |
Market Capitalization | 0.0000 | 0.0001 ** |
(0.0380) | (2.6150) | |
−0.0184 *** | −0.0006 | |
(−3.8666) | (−1.4557) | |
Log(Volume) | 0.0108 | −0.0366 * |
(0.8671) | (−1.7417) | |
−0.3060 *** | −0.0285 | |
(−2.9198) | (−0.7686) | |
−0.1852 ** | 0.0014 | |
(−2.1235) | (0.6635) | |
Constant | 0.1168 | −2.5050 ** |
(0.0858) | (−2.2498) | |
Observations | 55 | 118 |
R-squared | 0.7589 | 0.3676 |
Ind. FE | YES | YES |
Month FE | YES | YES |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
VARIABLES | HPR3 | HPR3 | HPR6 | HPR6 |
High AVG G | Low AVG G | High AVG G | Low AVG G | |
0.0251 | −0.0203 | 0.1158 ** | 0.0143 | |
(1.5246) | (−0.3266) | (2.4672) | (0.2780) | |
0.0269 *** | 0.0004 | 0.0075 | −0.0068 | |
(2.9657) | (0.0744) | (0.4896) | (−1.3544) | |
−0.1933 *** | −0.0528 | −0.0006 | 0.0104 | |
(−3.5623) | (−0.4484) | (−0.0053) | (0.1088) | |
−0.1215 * | −0.4388 * | −0.1124 | −0.0536 | |
(−1.8684) | (−1.7795) | (−0.5817) | (−0.2773) | |
Hi-Tech | 0.7482 *** | 0.2045 | 0.8859 ** | −0.0647 |
(3.5041) | (0.6759) | (2.2332) | (−0.2983) | |
Market Capitalization | −0.0000 ** | −0.0000 | −0.0000 | −0.0000 |
(−2.3721) | (−0.9831) | (−0.1867) | (−0.2631) | |
−0.0065 ** | 0.0009 * | −0.0121 ** | 0.0010 * | |
(−2.2639) | (1.8485) | (−2.0552) | (1.9824) | |
Log(Volume) | 0.0255 *** | 0.0267 * | −0.0194 | −0.0165 |
(2.7730) | (1.7174) | (−0.9285) | (−1.2081) | |
−0.2883 *** | −0.2397 * | −0.3047 *** | −0.1453 | |
(−4.8590) | (−1.7479) | (−2.8612) | (−1.2260) | |
−0.1453 *** | −0.0207 | −0.3646 *** | −0.0169 | |
(−3.1405) | (−1.2752) | (−4.0628) | (−1.1486) | |
Constant | 3.5181 *** | 1.2934 | 0.5639 | 0.5447 |
(3.6963) | (0.6534) | (0.2925) | (0.3477) | |
Observations | 55 | 118 | 55 | 118 |
R-squared | 0.6101 | 0.1617 | 0.7727 | 0.1794 |
Ind. FE | YES | YES | YES | YES |
(1) | (2) | (3) | |
---|---|---|---|
VARIABLES | Quoted Spread | Effective Spread | Price Impact |
0.1136 *** | 0.0357 *** | 0.0342 *** | |
(3.8623) | (2.6201) | (4.8376) | |
0.0005 | −0.0005 | −0.0003 | |
(0.1392) | (−0.3132) | (−0.3326) | |
−0.0101 *** | −0.0047 *** | −0.0028 *** | |
(−3.4037) | (−3.3236) | (−3.7644) | |
−0.0081 | −0.0076 | 0.0007 | |
(−0.5258) | (−1.0840) | (0.1817) | |
0.0777 *** | 0.0298 *** | 0.0169 ** | |
(3.0101) | (2.9337) | (2.3115) | |
Hi-Tech | −0.0550 | −0.0287 | −0.0107 |
(−1.2415) | (−1.5901) | (−0.8140) | |
Market Capitalization | −0.0000 | −0.0000 | −0.0000 |
(−0.1882) | (−0.0210) | (−0.2081) | |
−0.0003 ** | −0.0001 ** | −0.0000 * | |
(−2.3561) | (−2.1736) | (−1.8318) | |
Log(Volume) | −0.0070 *** | −0.0030 *** | −0.0020 *** |
(−2.6929) | (−2.7748) | (−3.0728) | |
−0.0208 *** | −0.0092 *** | −0.0042 ** | |
(−2.7107) | (−3.0034) | (−2.0600) | |
−0.0005 | −0.0003 | −0.0001 | |
(−0.7482) | (−0.9879) | (−0.6022) | |
Price | 0.0069 *** | 0.0034 *** | 0.0021 *** |
(5.7140) | (5.9839) | (6.7354) | |
Log Dollar Trade Volume | −0.0459 *** | −0.0259 *** | −0.0093 *** |
(−3.7500) | (−4.8713) | (−3.1892) | |
Inverse Price | −1.5258 *** | −0.6984 *** | −0.3478 *** |
(−4.3174) | (−4.7974) | (−4.2571) | |
Constant | 1.1050 *** | 0.6820 *** | 0.1953 *** |
(3.5211) | (5.0630) | (2.6235) | |
Observations | 173 | 173 | 173 |
R-squared | 0.6005 | 0.6462 | 0.6406 |
Month FE | YES | YES | YES |
(1) | (2) | (3) | |
---|---|---|---|
VARIABLES | Quoted Spread | Effective Spread | Price Impact |
0.1481 *** | 0.0509 *** | 0.0420 *** | |
(4.7366) | (3.4133) | (5.6268) | |
0.0140 *** | 0.0069 *** | 0.0041 *** | |
(4.8708) | (4.6115) | (5.7580) | |
−0.0002 | −0.0001 | −0.0001 | |
(−1.1548) | (−0.8276) | (−1.5816) | |
−0.0004 ** | −0.0001 * | −0.0001 * | |
(−2.3491) | (−1.6772) | (−1.8600) | |
0.0027 | 0.0005 | 0.0002 | |
(0.6028) | (0.2869) | (0.1619) | |
−0.0128 *** | −0.0060 *** | −0.0034 *** | |
(−3.4345) | (−3.3559) | (−3.8688) | |
0.0354 ** | 0.0132 * | 0.0106 *** | |
(2.2627) | (1.9376) | (2.8037) | |
0.1046 *** | 0.0429 *** | 0.0231 ** | |
(3.2089) | (3.1558) | (2.6079) | |
Hi-Tech | −0.0649 | −0.0312 | −0.0130 |
(−1.3445) | (−1.5462) | (−0.9788) | |
Market Capitalization | −0.0000 | −0.0000 | −0.0000 |
(−0.3623) | (−0.3164) | (−0.3551) | |
−0.0004 ** | −0.0001 ** | −0.0001 ** | |
(−2.4412) | (−2.4015) | (−2.1433) | |
Log(Volume) | −0.0064 ** | −0.0028 ** | −0.0019 ** |
(−2.0922) | (−2.2611) | (−2.4227) | |
−0.0298 *** | −0.0131 *** | −0.0063 *** | |
(−4.3917) | (−4.3440) | (−3.8229) | |
−0.0007 | −0.0004 | −0.0001 | |
(−1.1546) | (−1.3038) | (−0.8469) | |
Price | 0.0087 *** | 0.0042 *** | 0.0025 *** |
(6.5165) | (6.3669) | (8.0130) | |
Log Dollar Trade Volume | −0.0502 *** | −0.0278 *** | −0.0103 *** |
(−4.1251) | (−5.1750) | (−3.4007) | |
Constant | 1.8907 *** | 1.0788 *** | 0.4800 *** |
(4.8499) | (5.3613) | (5.1801) | |
Observations | 173 | 173 | 173 |
R-squared | 0.5186 | 0.5513 | 0.5854 |
Month FE | YES | YES | YES |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Kim, J.-C.; Mazumder, S.; Saha, P. Environmental Risk Concern and Short-Term IPO Performance of Green Stocks During the COVID-19 Crisis Period. J. Risk Financial Manag. 2025, 18, 157. https://doi.org/10.3390/jrfm18030157
Kim J-C, Mazumder S, Saha P. Environmental Risk Concern and Short-Term IPO Performance of Green Stocks During the COVID-19 Crisis Period. Journal of Risk and Financial Management. 2025; 18(3):157. https://doi.org/10.3390/jrfm18030157
Chicago/Turabian StyleKim, Jang-Chul, Sharif Mazumder, and Pritam Saha. 2025. "Environmental Risk Concern and Short-Term IPO Performance of Green Stocks During the COVID-19 Crisis Period" Journal of Risk and Financial Management 18, no. 3: 157. https://doi.org/10.3390/jrfm18030157
APA StyleKim, J.-C., Mazumder, S., & Saha, P. (2025). Environmental Risk Concern and Short-Term IPO Performance of Green Stocks During the COVID-19 Crisis Period. Journal of Risk and Financial Management, 18(3), 157. https://doi.org/10.3390/jrfm18030157