Abstract
This study empirically investigates the impact of the U.S.-China trade war on corporate social responsibility (CSR) disclosure readability. We first propose a measure of CSR disclosure readability with the latest word embedding model of Word2Vec. Using the U.S.-China trade war as an exogenous shock, we conduct a difference-in-differences analysis and find that firms release more readable CSR disclosures in response to the trade war. We interpret this finding to indicate that CSR disclosure can be a strategic tool to enhance the firms’ reputations when they suffer a negative shock. Moreover, such an effect is more pronounced for firms with tighter internal governance or external supervision. Our results are robust to confining our sample with a Coarsened Exact Matching algorithm and a battery of robust checks. Finally, we find that the trade war leads to increased charitable donations, indicating that our CSR readability measure is more likely to reflect actual CSR activities.
Similar content being viewed by others
Notes
The WinGo Textual Analytics Database (www.wingodata.com) is one of the leading Artificial Intelligence-based textual databases building on natural language processing and machine learning techniques of corporate documents released by publicly listed firms in both China and the U.S. market.
For robust, we also use alternative method to calculate SIZE and find similar results (the logarithm of the market value of equity at the end of the fiscal year). We do not report them for conciseness and the full set of results is available upon request.
For robust, we also control for firm’s leverage and growth opportunity with CEM. We still obtain similar results and not report them for conciseness. The full set of results is available upon request.
References
Amiti M, Kong SH, Weinstein D (2020) The effect of the US-China trade war on US investment. Liberty Street Economics. https://libertystreeteconomics.newyorkfed.org/2020/05/the-investment-cost-of-the-us-china-trade-war/. Accessed 28 May 2020
Fajgelbaum PD, Goldberg PK, Kennedy PJ, Khandelwal AK (2020) The return to protectionism. Q J Econ 135(1):1–55
Cavallo A, Gopinath G, Neiman B, Tang J (2021) Tariff pass-through at the border and at the store: evidence from us trade policy. Am Econ Rev Insights 3(1):19–34
Huang Y, Lin C, Liu S, Tang H (2019) Trade networks and firm value: evidence from the U.S.-China trade war. CEPR Discussion Paper No. DP14173. https://ssrn.com/abstract=3504602
Li Z, **ang R (2007) Study on content definition, measure methods and status quo of information disclosure on community responsibility in Chinese enterprises. Account Res J 7:3–11
Dhaliwal DS, Radhakrishnan S, Tsang A, Yang YG (2012) Nonfinancial disclosure and analyst forecast accuracy: International evidence on corporate social responsibility disclosure. Account Rev 87(3):723–759
Nazari JA, Hrazdil K, Mahmoudian F (2017) Assessing social and environmental performance through narrative complexity in CSR reports. J Contemp Account Econ 13(2):166–178
Dau LA, Moore EM, Soto M (2017) Global economic integration: the impacts of trade networks on firm-level CSR signaling. in academy of management proceedings. Briarcliff Manor, NY 10510. Acad Manage J
Dau LA, Moore EM, Doh JP et al (2022) Does global integration stimulate corporate citizenship? The effect of international trade agreements and regulatory quality on state and private firm adoption of CSR standards. J Int Bus Policy 5(3):328–352
Bloomfield, RJ (2002) The ‘incomplete revelation hypothesis’ and financial reporting. Cornell University Working Paper. https://ssrn.com/abstract=312671
Zhang L, Shan YG, Chang M (2021) Can CSR disclosure protect firm reputation during financial restatements? J Bus Ethics 173(1):157–184
Nadeem M (2022) Board gender diversity and managerial obfuscation: Evidence from the readability of narrative disclosure in 10-K reports. J Bus Ethics 179:153–177
Lu F (2018) China-US trade disputes in 2018: an overview. China World Econ 26(5):83–103
Minor D, Morgan J (2011) CSR as reputation insurance: Primum non nocere. Calif Manag Rev 53(3):40–59
Koh PS, Qian C, Wang H (2014) Firm litigation risk and the insurance value of corporate social performance. Strateg Manag J 35(10):1464–1482
Shiu YM, Yang SL (2017) Does engagement in corporate social responsibility provide strategic insurance-like effects? Strateg Manag J 38(2):455–470
Li C, He C, Lin C (2018) Economic impacts of the possible China-US trade war. Emerg Mark Financ Trade 54(7):1557–1577
Godfrey PC (2005) The relationship between corporate philanthropy and shareholder wealth: a risk management perspective. Acad Manag Rev 30(4):777–798
Godfrey PC, Merrill CB, Hansen JM (2009) The relationship between corporate social responsibility and shareholder value: an empirical test of the risk management hypothesis. Strateg Manag J 30(4):425–445
Hong H, Liskovich I (2019) Crime, punishment and the halo effect of corporate social responsibility. CEPR Discuss Pap. https://doi.org/10.2139/ssrn.2492202
Lins KV, Servaes H, Tamayo A (2017) Social capital, trust, and firm performance: the value of corporate social responsibility during the financial crisis. J Financ 72(4):1785–1824
Du S, Bhattacharya CB, Sen S (2010) Maximizing business returns to corporate social responsibility (CSR): the role of CSR communication. Int J Manag Rev 12(1):8–19
Dhaliwal DS, Li OZ, Tsang A et al (2010) Voluntary nonfinancial disclosure and the cost of equity capital: the initiation of corporate social responsibility reporting. Account Rev 86(1):59–100
Edmans A (2011) Does the stock market fully value intangibles? Employee satisfaction and equity prices. J Financ Econ 101(3):621–640
Mikolov T, Sutskever I, Chen K, Corrado GS, Dean J (2013) Computation and language working paper. https://doi.org/10.48550/ar**v.1310.4546
Shin D, He S, Lee GM, Whinston AB, Cetintas S, Lee KC (2020) Enhancing social media analysis with visual data analytics: a deep learning approach. MIS Q 44(4):1459–1492
Li F (2008) Annual report readability, current earnings, and earnings persistence. J Account Econ 45(2–3):221–247
Biddle GC, Hilary G, Verdi RS (2009) How does financial reporting quality relate to investment efficiency? J Account Econ 48(2–3):112–131
Lehavy R, Li F, Merkley K (2011) The effect of annual report readability on analyst following and the properties of their earnings forecasts. Account Rev 86(3):1087–1115
Kim C, Wang K, Zhang L (2019) Readability of 10-K reports and stock price crash risk. Contemp Account Res 36(2):1184–1216
Ben-Amar W, Belgacem I (2018) Do socially responsible firms provide more readable disclosures in annual reports? Corp Soc Responsib Environ Manag 25(5):1009–1018
Flesch R (1948) A new readability yardstick. J Appl Psychol 32(3):221
Gunning R (1952) The technique of clear writing. McGraw-Hill, New York
McLaughlin GH (1969) SMOG grading-a new readability formula. J Read 12(8):639–646
Kincaid JP, Fishburne RP, Rogers RL, Chissom BS(1975) Derivation of new readability formulas (automated readability index, fog count and flesch reading ease formula) for navy enlisted personnel. Institute for Simulation and Training. 56. https://stars.library.ucf.edu/istlibrary/56
Goodman K (1967) Reading: a psycholinguistic guessing game. Literacy research and instruction. J Read Spec 6(4):126–135
Gough PB (1972) One second of reading. Visible Lang 6(4):291–320
Amiti M, Redding SJ, Weinstein DE (2019) The impact of the 2018 tariffs on prices and welfare. J Econ Perspect 33(4):187–210
Benguria F, Saffie F (2020) The impact of the 2018–2019 trade war on U.S. local labor markets. https://doi.org/10.2139/ssrn.3542362
Sheldon O (1924) The philosophy of management. Sir Isaac Pitman and Sons Ltd, London
Loughran T, McDonald B (2011) When is a liability not a liability? Textual analysis, dictionaries, and 10-Ks. J Financ 66(1):35–65
Rake M, Grayson D (2009) Embedding corporate responsibility and sustainability-everybody’s business. Corp Gov 9(4):395–399
McWilliams A, Siegel DS (2011) Creating and capturing value: Strategic corporate social responsibility, resource-based theory, and sustainable competitive advantage. J Manag 37(5):1480–1495
Frynas JG (2015) Strategic CSR, value creation and competitive advantage. Routledge, New York
Li G, Li N, Sethi SP (2021) Does CSR reduce idiosyncratic risk? Roles of operational efficiency and AI innovation. Prod Oper Manag 30(7):2027–2045
Healy PM, Palepu KG (2001) Information asymmetry, corporate disclosure, and the capital markets: a review of the empirical disclosure literature. J Account Econ 31(1–3):405–440
Pevzner M, **e F, **n X (2015) When firms talk, do investors listen? The role of trust in stock market reactions to corporate earnings announcements. J Financ Econ 117(1):190–223
Lev B, Petrovits C (2010) Is doing good good for you? How corporate charitable contributions enhance revenue growth. Strateg Manag J 31(2):182–200
El Ghoul S, Guedhami O, Kwok CCY et al (2011) Does corporate social responsibility affect the cost of capital? J Bank Financ 35(9):2388–2406
Moser DV, Martin PR (2012) A broader perspective on corporate social responsibility research in accounting. Account Rev 87(3):797–806
Cho SY, Lee C, Pfeiffer RJ Jr (2013) Corporate social responsibility performance and information asymmetry. J Account Public Policy 32(1):71–83
Hartzell JC, Starks LT (2003) Institutional investors and executive compensation. J Financ 58(6):2351–2374
Dowell G, Hart S, Yeung B (2000) Do corporate global environmental standards create or destroy market value? Manag Sci 46(8):1059–1074
Jo H, Harjoto MA (2012) The causal effect of corporate governance on corporate social responsibility. J Bus Ethics 106(1):53–72
Khan A, Muttakin MB, Siddiqui J (2013) Corporate governance and corporate social responsibility disclosures: evidence from an emerging economy. J Bus Ethics 114(2):207–223
Jizi MI, Salama A, Dixon R et al (2014) Corporate governance and corporate social responsibility disclosure: evidence from the US banking sector. J Bus Ethics 125(4):601–615
Bruton GD, Peng MW, Ahlstrom D, Stan C, Xu K (2015) State-owned enterprises around the world as hybrid organizations. Acad Manag Perspect 29(1):92–114
Wei C (2021) State ownership and target setting: evidence from publicly listed companies in China. Contemp Account Res 38(3):1925–1960
Cox P, Brammer S, Millington A (2004) An empirical examination of institutional investor preferences for corporate social performance. J Bus Ethics 52(1):27–43
Servaes H, Tamayo A (2013) The impact of corporate social responsibility on firm value: the role of customer awareness. Manag Sci 59(5):1045–1061
Khan M, Serafeim G, Yoon A (2016) Corporate sustainability: first evidence on materiality. Account Rev 91(6):1697–1724
Hasan I, Kobeissi N, Liu L et al (2018) Corporate social responsibility and firm financial performance: the mediating role of productivity. J Bus Ethics 149:671–688
Graves SB, Waddock SA (1994) Institutional owners and corporate social performance. Acad Manag J 37(4):1034–1046
Johnson RA, Greening DW (1999) The effects of corporate governance and institutional ownership types on corporate social performance. Acad Manag J 42(5):564–576
Teoh HY, Shiu GY (1990) Attitudes towards corporate social responsibility and perceived importance of social responsibility information characteristics in a decision context. J Bus Ethics 9(1):71–77
Waddock SA, Graves SB (1997) The corporate social performance–financial performance link. Strateg Manag J 18(4):303–319
Sethi SP (2005) Investing in socially responsible companies is a must for public pension funds-because there is no better alternative. J Bus Ethics 56(2):99–129
Giroud X, Mueller HM (2011) Corporate governance, product market competition, and equity prices. J Financ 66(2):563–600
Jones TM (1995) Instrumental stakeholder theory: a synthesis of ethics and economics. Acad Manag Rev 20(2):404–437
Lourenço IC, Callen JL, Branco MC, Curto JD (2014) The value relevance of reputation for sustainability leadership. J Bus Ethics 119(1):17–28
Dupire M, M’Zali B (2018) CSR strategies in response to competitive pressures. J Bus Ethics 148(3):603–623
Bengio Y, Ducharme R, Vincent P, Jauvin C (2003) A neural probabilistic language model. J Mach Learn Res 3:1137–1155
Liu LX, Shu H, Wei KJ (2017) The impacts of political uncertainty on asset prices: evidence from the Bo scandal in China. J Financ Econ 125(2):286–310
Xu W, Yao ZY, Chen DH (2021) Readability of Chinese annual reports: measurement and testing. Account Res J 3:28–44
Piotroski JD, Roulstone DT (2004) The influence of analysts, institutional investors, and insiders on the incorporation of market, industry, and firm-specific information into stock prices. Account Rev 79(4):1119–1151
Cornett MM, Marcus AJ, Saunders A, Tehranian H (2007) The impact of institutional ownership on corporate operating performance. J Bank Financ 31(6):1771–1794
Lau C, Lu Y, Liang Q (2016) Corporate social responsibility in China: a corporate governance approach. J Bus Ethics 136(1):73–87
Hofman PS, Moon J, Wu B (2017) Corporate social responsibility under authoritarian capitalism: dynamics and prospects of state-led and society-driven CSR. Bus Soc 56(5):651–671
Kao EH, Yeh CC, Wang LH, Fung HG (2018) The relationship between CSR and performance: evidence in China. Pac-Basin Financ J 51:155–170
Chen H, Tang S, Wu D, Yang D (2021) The political dynamics of corporate tax avoidance: the Chinese experience. Account Rev 96(5):157–180
Jiang F, Kim KA, Nofsinger JR, Zhu B (2015) Product market competition and corporate investment: evidence from China. J Corp Financ 35:196–210
Gu L (2016) Product market competition, R&D investment, and stock returns. J Financ Econ 119(2):441–455
Blackwell M, Iacus S, King G, Porro G (2009) CEM: coarsened exact matching in Stata. Stand Genom Sci 9(4):524–546
Nawaiseh ME (2015) Do firm size and financial performance affect corporate social responsibility disclosure: employees’ and environmental dimensions? Am J Appl Sci 12(12):967
Li W, Wang P (2016) Philanthropy, political connection and debt finance: reciprocal behavior of governments and private enterprises. Nankai Bus Rev Int 7(4):451–473
Houqe MN, van Zijl T, Karim AW, St George T (2021) The value relevance of corporate donations. Pac-Basin Financ J 66:101127
Nunnally JC (1994) Psychometric theory 3E. Tata McGraw-Hill Education, New York
Short JC, Broberg JC, Cogliser CC, Brigham KH (2010) Construct validation using computer-aided text analysis (CATA) an illustration using entrepreneurial orientation. Organ Res Methods 13(2):320–347
Loughran T, McDonald B (2014) Measuring readability in financial disclosures. J Financ 69(4):1643–1671
Senter RJ, Smith EA (1967) Automated readability index. AMRL-TR. Aerospace Medical Research Laboratories. pp 1–14
McLaughlin GH (1969) SMOG grading-a new readability formula. J Read 22:639–646
Anderson J (1981) Analysing the readability of English and non-English texts in the classroom with Lix. Unpublish paper presented at the annual meeting of the Australian Reading Association, Darwin. https://eric.ed.gov/?id=ED207022
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Appendices
Appendix A1: Variable definitions
Variables | Definitions |
---|---|
Panel A: Main variables | |
Readability | Readability in CSR reports based on Word2Vec model and the order of words |
Treat | A dummy variable equal to 1 if there is at least 1 politically connected director who was an official of the central government, a local government, or the military before the trade war, and 0 otherwise |
Post | A dummy variable equal to 1 if a firm-year observation after 2017, and 0 otherwise |
Earn_vol | Operating earnings volatility, measured as the standard deviation of the operating earnings during the prior five fiscal years |
Ret_vol | Stock return volatility, measured as the standard deviation of the monthly stock returns in the prior year |
Size | Firm size, the natural logarithm of total assets (in RMB) in year t |
Age | Firm age, the natural logarithm of 1 plus the number of years since a firm has been publicly listed |
mboard | Board type, a dummy variable equal to 1 if the firm is listed on the main board, and 0 otherwise |
MA | Mergers and acquisitions, a dummy variable equal to 1 if the firm has undergone mergers and acquisitions in year t, otherwise 0 |
MB | Market-to-book ratio, the ratio of market value of equity to book value of equity in year t |
IO | Institutional ownership, the proportion of firm shares owned by institutional investors |
HHI | Herfindahl–Hirschman index, the sum of squared market shares for all firms in the same industry, where the market share of an individual firm is the proportion of the firm's sales to the entire industry's sales |
SOE | State ownership, a dummy variable equal to 1 if the firm is a state-owned enterprise, and 0 otherwise |
Panel B: Other variables | |
Donation | Charitable donations, defined as \(\mathrm{log}\left(1+\mathrm{\$donation}/\mathrm{operating income}\times 100\right)\) as the CSR performance measure |
Log(# of words) | The natural logarithm of the word count from the CSR report |
Log(# of words without figures) | The natural logarithm of the word count excluding the figure count from the CSR report |
Log(# of phrases) | The natural logarithm of the phrase count from the CSR report |
Log(# of phrases without figures) | The natural logarithm of the phrase count excluding the figure count from the CSR report |
LEV(Leverage) | Total liabilities divided by total assets |
GROWTH | The change in year-to-year total sales over last year's value |
Appendix A2: Validations of our readability measure
In the following sections, we test the content validity and convergent validity of our readability measure.
-
(1)
Content validity
Content validity is the degree to which a measure expresses the full domain of a specific construct [87]. Following Short et al. [88], first, we assess the content validity of our readability by reading the actual contents of CSR disclosures with high and low readability scores. We provide the related samples in Table
8 and show that the preliminary validity of our Readability measure indeed encapsulates the readability of CSR report. Second, we ask experts to read a random sample of CSR reports in terms of readability. Then we assess the content validity of our readability measure by measuring the Spearman correlation between the value of our Readability measure (W2V CSR Readability rank) and the readability of the CSR disclosure as assessed by experts (Expert CSR readability rank). The result in Table
9 displays a high Spearman rank-order correlation (0.952) between W2V CSR Readability rank and Expert CSR readability rank.
-
(2)
Convergent validity
Consistent with [89], we assess the convergent validity of readability by examining the correlations between our Readability measure and other readability indexes used in previous English literature such as the Flesch-Kincaid grade level (FK), Gunning Fog index (FI), Läsbarhetsindex (LIX), Automated Readability Index (ARI), SMOG index (SMOG), Rate Index (RIX) [32, 33, 90,91,92]. For these indexes, the higher the score, the harder the text is to comprehend (Table
10).
The One Billion Word Language Modeling Benchmark dataset was selected to calculate our proposed order complexity and a series of previously developed readability measures. The correlations were calculated. Table
11 reports the correlations results. Notice that our Readability has the expected relations with the alternative readability measures. That is, our Readability is significantly negative linked with the Flesch-Kincaid grade level (FK), Gunning fog index (FI), Läsbarhetsindex (LIX), Automated readability index (ARI), SMOG index (SMOG) and Rate Index (RIX). This proves the construct validity of the order-complexity-based readability measure we build in an Chinese corpus which can be extended to English corpus
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Long, R., Jia, S. Foreground or background my social responsibility: impact of the trade war on the readability of corporate social responsibility disclosures. Inf Technol Manag 24, 79–97 (2023). https://doi.org/10.1007/s10799-022-00384-6
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10799-022-00384-6