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Closing the loop on forecasts: Circular economy disclosure via social media platforms and analyst forecast quality

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  • Raimo, Nicola
  • L'Abate, Vitiana
  • Vitolla, Filippo
  • Salvi, Antonio
  • Petruzzella, Felice

Abstract

As corporate sustainability models increasingly transition toward circular economy (CE) paradigms, the disclosure of related practices has gained strategic relevance for market participants seeking to assess firms' long-term value creation and risk exposure. Within this evolving landscape, CE disclosure (CED) has emerged as a distinct dimension of non-financial reporting that informs stakeholders about the design, implementation, and outcomes of circular strategies. This study investigates the influence of CED via Twitter on analyst behavior. More specifically, and grounded in voluntary disclosure theory, it explores whether social media–based CED enhances forecast accuracy and reduces forecast dispersion. To this end, a panel dataset of 583 firm-year observations from 135 firms listed on the S&P 500 index and operating in environmentally sensitive sectors over the 2020–2024 period is analyzed. The extent of CED is measured using dictionary-based content analysis of corporate tweets. The empirical results reveal that higher levels of CED via Twitter are positively associated with analysts' forecast accuracy and negatively associated with forecast dispersion. These findings suggest that Twitter serves as an effective informal channel for conveying decision-useful CE information to financial market participants. This study contributes to the literature by extending research on both the effects of CED and the link between sustainability communication and analyst forecast quality.

Suggested Citation

  • Raimo, Nicola & L'Abate, Vitiana & Vitolla, Filippo & Salvi, Antonio & Petruzzella, Felice, 2026. "Closing the loop on forecasts: Circular economy disclosure via social media platforms and analyst forecast quality," Technology in Society, Elsevier, vol. 84(C).
  • Handle: RePEc:eee:teinso:v:84:y:2026:i:c:s0160791x25003227
    DOI: 10.1016/j.techsoc.2025.103132
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    References listed on IDEAS

    as
    1. Yu, Minna, 2010. "Analyst forecast properties, analyst following and governance disclosures: A global perspective," Journal of International Accounting, Auditing and Taxation, Elsevier, vol. 19(1), pages 1-15.
    2. Ole‐Kristian Hope, 2003. "Disclosure Practices, Enforcement of Accounting Standards, and Analysts' Forecast Accuracy: An International Study," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 41(2), pages 235-272, May.
    3. Xueming Luo & Heli Wang & Sascha Raithel & Qinqin Zheng, 2015. "Corporate social performance, analyst stock recommendations, and firm future returns," Strategic Management Journal, Wiley Blackwell, vol. 36(1), pages 123-136, January.
    4. Vitiana L'Abate & Nicola Raimo & Francesco Albergo & Filippo Vitolla, 2024. "Social media to disseminate circular economy information. An empirical analysis on Twitter," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 31(1), pages 528-539, January.
    5. Gawer, Annabelle, 2014. "Bridging differing perspectives on technological platforms: Toward an integrative framework," Research Policy, Elsevier, vol. 43(7), pages 1239-1249.
    6. Felice Petruzzella & Anastasia Giakoumelou & Vitiana L'Abate & Nicola Raimo & Filippo Vitolla, 2024. "Fostering firm value: Unpacking the effect of circular economy disclosure via social media," Business Strategy and the Environment, Wiley Blackwell, vol. 33(8), pages 7960-7971, December.
    7. Katelin Opferkuch & Anna M. Walker & Erik Roos Lindgreen & Sandra Caeiro & Roberta Salomone & Tomás B. Ramos, 2023. "Towards a framework for corporate disclosure of circular economy: Company perspectives and recommendations," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(5), pages 2457-2474, September.
    8. Praveen Sinha & Lawrence D. Brown & Somnath Das, 1997. "A Re†Examination of Financial Analysts' Differential Earnings Forecast Accuracy," Contemporary Accounting Research, John Wiley & Sons, vol. 14(1), pages 1-42, March.
    9. Walid Ben‐Amar & Diana Castro Herrera & Isabelle Martinez, 2024. "Do climate risk disclosures matter to financial analysts?," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 51(7-8), pages 2153-2180, July.
    10. Katelin Opferkuch & Sandra Caeiro & Roberta Salomone & Tomás B. Ramos, 2021. "Circular economy in corporate sustainability reporting: A review of organisational approaches," Business Strategy and the Environment, Wiley Blackwell, vol. 30(8), pages 4015-4036, December.
    11. Yafeng Han & Tetiana Shevchenko & Bernard Yannou & Meisam Ranjbari & Zahra Shams Esfandabadi & Michael Saidani & Ghada Bouillass & Kseniia Bliumska-Danko & Guohou Li, 2023. "Exploring How Digital Technologies Enable a Circular Economy of Products," Sustainability, MDPI, vol. 15(3), pages 1-20, January.
    12. Beyer, Anne & Cohen, Daniel A. & Lys, Thomas Z. & Walther, Beverly R., 2010. "The financial reporting environment: Review of the recent literature," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 296-343, December.
    13. Rodolphe Durand & Robert M. Grant & Tammy L. Madsen & David P. McIntyre & Arati Srinivasan, 2017. "Networks, platforms, and strategy: Emerging views and next steps," Strategic Management Journal, Wiley Blackwell, vol. 38(1), pages 141-160, January.
    14. Benedetta Esposito & Nicola Raimo & Ornella Malandrino & Filippo Vitolla, 2023. "Circular economy disclosure and integrated reporting: The role of corporate governance mechanisms," Business Strategy and the Environment, Wiley Blackwell, vol. 32(8), pages 5403-5419, December.
    15. Oliveira, Pedro S.P.C. & Ferreira, Fernando A.F. & Dabić, Marina & Ferreira, João J.M. & Ferreira, Neuza C.M.Q.F., 2024. "Analyzing the causal dynamics of circular-economy drivers in SMES using interpretive structural modeling," Energy Economics, Elsevier, vol. 138(C).
    16. Gu, Zhaoyang & Wu, Joanna Shuang, 2003. "Earnings skewness and analyst forecast bias," Journal of Accounting and Economics, Elsevier, vol. 35(1), pages 5-29, April.
    17. Shan Zhou & Roger Simnett & Wendy Green, 2017. "Does Integrated Reporting Matter to the Capital Market?," Abacus, Accounting Foundation, University of Sydney, vol. 53(1), pages 94-132, March.
    18. Orens, Raf & Lybaert, Nadine, 2007. "Does the financial analysts' usage of non-financial information influence the analysts' forecast accuracy? Some evidence from the Belgian sell-side financial analyst," The International Journal of Accounting, Elsevier, vol. 42(3), pages 237-271.
    19. Sattar A. Mansi & William F. Maxwell & Darius P. Miller, 2011. "Analyst forecast characteristics and the cost of debt," Review of Accounting Studies, Springer, vol. 16(1), pages 116-142, March.
    20. Tran, Duc Hung, 2014. "Multiple corporate governance attributes and the cost of capital – Evidence from Germany," The British Accounting Review, Elsevier, vol. 46(2), pages 179-197.
    21. Lee, Dong Wook & Liu, Mark H., 2011. "Does more information in stock price lead to greater or smaller idiosyncratic return volatility?," Journal of Banking & Finance, Elsevier, vol. 35(6), pages 1563-1580, June.
    22. Filippo Vitolla & Vitiana L’Abate & Felice Petruzzella & Nicola Raimo & Antonio Salvi, 2023. "Circular Economy Disclosure in Sustainability Reporting: The Effect of Firm Characteristics," Sustainability, MDPI, vol. 15(3), pages 1-15, January.
    23. Kun Luo & Sirui Wu, 2022. "Corporate sustainability and analysts' earnings forecast accuracy: Evidence from environmental, social and governance ratings," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 29(5), pages 1465-1481, September.
    24. Ranjbari, Meisam & Shams Esfandabadi, Zahra & Siebers, Peer-Olaf & Pisano, Paola & Quatraro, Francesco, 2024. "Digitally enabled food sharing platforms towards effective waste management in a circular economy: A system dynamics simulation model," Technovation, Elsevier, vol. 130(C).
    25. Holger Berg & Henning Wilts, 2019. "Digital platforms as market places for the circular economy—requirements and challenges [Voraussetzungen und Herausforderungen für Digitale Plattformen als Marktplätze der Kreislaufwirtschaft]," Sustainability Nexus Forum, Springer, vol. 27(1), pages 1-9, March.
    26. Perotti, Francesco Antonio & Dhir, Amandeep & Ferraris, Alberto & Kliestik, Tomas, 2024. "Investigating digital technologies’ implementation in circular businesses: Evidence from the going circular path," Journal of Management & Organization, Cambridge University Press, vol. 30(3), pages 421-451, May.
    27. Simone Pizzi & Salvatore Principale & Roberta Fasiello & Francesca Imperiale, 2023. "The institutionalisation of social and environmental accounting practices in Europe," Journal of Applied Accounting Research, Emerald Group Publishing Limited, vol. 24(5), pages 816-838, February.
    28. Volkan Muslu & Sunay Mutlu & Suresh Radhakrishnan & Albert Tsang, 2019. "Corporate Social Responsibility Report Narratives and Analyst Forecast Accuracy," Journal of Business Ethics, Springer, vol. 154(4), pages 1119-1142, February.
    29. Michael G. Jacobides & Carmelo Cennamo & Annabelle Gawer, 2018. "Towards a theory of ecosystems," Strategic Management Journal, Wiley Blackwell, vol. 39(8), pages 2255-2276, August.
    30. Ni, Juan & Jin, Shuchang & Hu, Yi & Zhang, Lei, 2023. "Informative or distracting: CSR disclosure of peer firms and analyst forecast accuracy," International Review of Financial Analysis, Elsevier, vol. 87(C).
    31. Richard J Gentry & Wei Shen, 2013. "The impacts of performance relative to analyst forecasts and analyst coverage on firm R&D intensity," Strategic Management Journal, Wiley Blackwell, vol. 34(1), pages 121-130, January.
    32. Brown, Ld & Richardson, Gd & Schwager, Sj, 1987. "An Information Interpretation Of Financial Analyst Superiority In Forecasting Earnings," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 25(1), pages 49-67.
    33. Walid Ben Amar & Diana Castro Herrera & Isabelle Martinez, 2023. "Do Climate Risk Disclosures Matter to Financial Analysts?," Post-Print hal-04756556, HAL.
    34. Vitiana L'Abate & Nicola Raimo & Benedetta Esposito & Filippo Vitolla, 2024. "Examining the impact of circular economy disclosure on the cost of debt: A signaling theory approach via social media," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 31(5), pages 4007-4019, September.
    35. Andreas Hein & Maximilian Schreieck & Tobias Riasanow & David Soto Setzke & Manuel Wiesche & Markus Böhm & Helmut Krcmar, 2020. "Digital platform ecosystems," Electronic Markets, Springer;IIM University of St. Gallen, vol. 30(1), pages 87-98, March.
    36. Nicola Raimo & Alessandra Caragnano & Marianna Zito & Filippo Vitolla & Massimo Mariani, 2021. "Extending the benefits of ESG disclosure: The effect on the cost of debt financing," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 28(4), pages 1412-1421, July.
    37. Schiemann, Frank & Tietmeyer, Raphael, 2022. "ESG Controversies, ESG Disclosure and Analyst Forecast Accuracy," International Review of Financial Analysis, Elsevier, vol. 84(C).
    38. Ashish Kumar Jha & Nishant Kumar Verma, 2023. "Social Media Sustainability Communication: An Analysis of Firm Behaviour and Stakeholder Responses," Information Systems Frontiers, Springer, vol. 25(2), pages 723-742, April.
    39. Yaoyao Liu & Jie Han, 2025. "Climate Risk Disclosure and Financial Analysts’ Forecasts: Evidence from China," Sustainability, MDPI, vol. 17(7), pages 1-23, April.
    40. Kirchherr, Julian & Reike, Denise & Hekkert, Marko, 2017. "Conceptualizing the circular economy: An analysis of 114 definitions," Resources, Conservation & Recycling, Elsevier, vol. 127(C), pages 221-232.
    41. Peterson K. Ozili, 2021. "Circular Economy, Banks, and Other Financial Institutions: What’s in It for Them?," Circular Economy and Sustainability, Springer, vol. 1(3), pages 787-798, November.
    42. Abarbanell, JS & Bushee, BJ, 1997. "Fundamental analysis, future earnings, and stock prices," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 35(1), pages 1-24.
    43. Dimitri Petrik & Simon Hiller & Dominik Morar, 2025. "Digital platforms for circular economy: Empirical development of a taxonomy and archetypes," Electronic Markets, Springer;IIM University of St. Gallen, vol. 35(1), pages 1-25, December.
    44. Simone Pizzi & Fabio Caputo & Elbano de Nuccio, 2024. "Do sustainability reporting standards affect analysts’ forecast accuracy?," Sustainability Accounting, Management and Policy Journal, Emerald Group Publishing Limited, vol. 15(2), pages 330-354, January.
    45. Hongping Tan & Shiheng Wang & Michael Welker, 2011. "Analyst Following and Forecast Accuracy After Mandated IFRS Adoptions," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 49(5), pages 1307-1357, December.
    46. José M. Moneva & Sabina Scarpellini & Alfonso Aranda‐Usón & Igor Alvarez Etxeberria, 2023. "Sustainability reporting in view of the European sustainable finance taxonomy: Is the financial sector ready to disclose circular economy?," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(3), pages 1336-1347, May.
    47. Ioannis Ioannou & George Serafeim, 2015. "The impact of corporate social responsibility on investment recommendations: Analysts' perceptions and shifting institutional logics," Strategic Management Journal, Wiley Blackwell, vol. 36(7), pages 1053-1081, July.
    48. Verrecchia, Robert E., 1983. "Discretionary disclosure," Journal of Accounting and Economics, Elsevier, vol. 5(1), pages 179-194, April.
    49. Isabel María García‐Sánchez & María‐Elena Gómez‐Miranda & Fátima David & Lazaro Rodríguez‐Ariza, 2019. "Analyst coverage and forecast accuracy when CSR reports improve stakeholder engagement: The Global Reporting Initiative‐International Finance Corporation disclosure strategy," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 26(6), pages 1392-1406, November.
    50. Stickel, Scott E, 1992. "Reputation and Performance among Security Analysts," Journal of Finance, American Finance Association, vol. 47(5), pages 1811-1836, December.
    51. Fahimeh Khatami & Francesca Romana Rinaldi & Carlo Salvato & Alberto Ferraris, 2024. "Country‐level analysis of the relationships between sustainability and the textile–clothing–leather–footwear industries," Business Strategy and the Environment, Wiley Blackwell, vol. 33(8), pages 8668-8678, December.
    52. Healy, Paul M. & Palepu, Krishna G., 2001. "Information asymmetry, corporate disclosure, and the capital markets: A review of the empirical disclosure literature," Journal of Accounting and Economics, Elsevier, vol. 31(1-3), pages 405-440, September.
    53. Elena Ferrer & Francisco J. López‐Arceiz & Cristina del Rio, 2020. "Sustainability disclosure and financial analysts' accuracy: The European case," Business Strategy and the Environment, Wiley Blackwell, vol. 29(8), pages 2939-2952, December.
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