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Impact of extreme weather in production economics: Extracting evidence from user-generated content

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  • Saura, Jose Ramon
  • Ribeiro-Navarrete, Samuel
  • Palacios-Marqués, Daniel
  • Mardani, Abbas

Abstract

The last decade has witnessed an increase in the number of extreme weather events globally. In addition, the economic output around the world is at all-time high in terms of production and profitability. However, global warming and extreme weather are modifying the natural ecosystem and the human social system, leading to the appearance of extreme climate events that have an adverse impact on the world economy. To address this challenge, the present study identifies the main impacts of extreme weather on production economics based on the analysis of user-generated content (UGC) on the social network Twitter. Methodologically, a sentiment analysis with machine learning is developed and applied to analyze a sample of 1.4 m tweets; in addition, computing experiments to calculate the accuracy with Support Vector Classifier, Multinomial Naïve Bayes, Logistic Regression, and Random Forest Classifier are conducted. Second, a topic modeling known as latent Dirichlet allocation is applied to divide sentiment-classified tweets into topics. To complement these approaches, we also use the technique of textual analysis. These approaches are used under the framework of computer-aided test analysis system and natural language processing. The results are discussed and linked to appraisal theory. A total of 7 topics are identified, including positive (Sustainable energies and Green Entrepreneurs), neutral (Climate economy, Producer's productivity and Stock market), and negative (Economy and policy and Climate emergence). Finally, the present study discusses how the recent trend of an increase in extreme weather conditions has significantly impacted international markets, leading companies to adapt their business models and production systems accordingly. The results show that the climate economy and policy, producers' productivity, and the stock market are all heavily influenced by extreme weather and can have significant effects on the global economy.

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  • Saura, Jose Ramon & Ribeiro-Navarrete, Samuel & Palacios-Marqués, Daniel & Mardani, Abbas, 2023. "Impact of extreme weather in production economics: Extracting evidence from user-generated content," International Journal of Production Economics, Elsevier, vol. 260(C).
    • Handle: RePEc:eee:proeco:v:260:y:2023:i:c:s0925527323000932
    DOI: 10.1016/j.ijpe.2023.108861
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    as
    1. Minner, Stefan, 2001. "Strategic safety stocks in reverse logistics supply chains," International Journal of Production Economics, Elsevier, vol. 71(1-3), pages 417-428, May.
    2. Majumdar, Adrija & Bose, Indranil, 2019. "Do tweets create value? A multi-period analysis of Twitter use and content of tweets for manufacturing firms," International Journal of Production Economics, Elsevier, vol. 216(C), pages 1-11.
    3. Felbermayr, Gabriel & Gröschl, Jasmin & Sanders, Mark & Schippers, Vincent & Steinwachs, Thomas, 2022. "The economic impact of weather anomalies," World Development, Elsevier, vol. 151(C).
    4. Dalia Štreimikienė & Tomas Baležentis & Artiom Volkov & Erika Ribašauskienė & Mangirdas Morkūnas & Agnė Žičkienė, 2022. "Negative effects of covid-19 pandemic on agriculture: systematic literature review in the frameworks of vulnerability, resilience and risks involved," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 35(1), pages 529-545, December.
    5. Teimuraz Gogokhia & George Berulava, 2021. "Business environment reforms, innovation and firm productivity in transition economies," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 11(2), pages 221-245, June.
    6. Jun Ying & Xiaojing Zhang & Yiqi Zhang & Svitlana Bilan, 2022. "Green infrastructure: systematic literature review," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 35(1), pages 343-366, December.
    7. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2014. "What Do We Learn from the Weather? The New Climate-Economy Literature," Journal of Economic Literature, American Economic Association, vol. 52(3), pages 740-798, September.
    8. Lam, Hugo K.S. & Yeung, Andy C.L. & Cheng, T.C.E. & Humphreys, Paul K., 2016. "Corporate environmental initiatives in the Chinese context: Performance implications and contextual factors," International Journal of Production Economics, Elsevier, vol. 180(C), pages 48-56.
    9. Shengchen Yin & Dena Kasraian & Pieter van Wesemael, 2022. "Children and Urban Green Infrastructure in the Digital Age: A Systematic Literature Review," IJERPH, MDPI, vol. 19(10), pages 1-18, May.
    10. Platania, Federico & Hernandez, C. Toscano & Arreola, Fernanda, 2022. "Social media communication during natural disasters and the impact on the agricultural market," Technological Forecasting and Social Change, Elsevier, vol. 179(C).
    11. Shafi, Kourosh & Mohammadi, Ali, 2020. "Too gloomy to invest: Weather-induced mood and crowdfunding," Journal of Corporate Finance, Elsevier, vol. 65(C).
    12. Saura, Jose Ramon & Palacios-Marqués, Daniel & Ribeiro-Soriano, Domingo, 2023. "Exploring the boundaries of open innovation: Evidence from social media mining," Technovation, Elsevier, vol. 119(C).
    13. Tim Loughran & Bill Mcdonald, 2016. "Textual Analysis in Accounting and Finance: A Survey," Journal of Accounting Research, Wiley Blackwell, vol. 54(4), pages 1187-1230, September.
    14. Ribeiro-Navarrete, Samuel & Saura, Jose Ramon & Palacios-Marqués, Daniel, 2021. "Towards a new era of mass data collection: Assessing pandemic surveillance technologies to preserve user privacy," Technological Forecasting and Social Change, Elsevier, vol. 167(C).
    15. Symeonidis, Lazaros & Daskalakis, George & Markellos, Raphael N., 2010. "Does the weather affect stock market volatility?," Finance Research Letters, Elsevier, vol. 7(4), pages 214-223, December.
    16. Tang, Ou & Rehme, Jakob, 2017. "An investigation of renewable certificates policy in Swedish electricity industry using an integrated system dynamics model," International Journal of Production Economics, Elsevier, vol. 194(C), pages 200-213.
    17. Martin Henseler & Ingmar Schumacher, 2019. "The impact of weather on economic growth and its production factors," Climatic Change, Springer, vol. 154(3), pages 417-433, June.
    18. Marek Zinecker & Martina Skalicka & Adam P. Balcerzak & Michał Bernard Pietrzak, 2022. "Identifying the impact of external environment on business angel activity," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 35(1), pages 83-105, December.
    19. Dim Coumou & Stefan Rahmstorf, 2012. "A decade of weather extremes," Nature Climate Change, Nature, vol. 2(7), pages 491-496, July.
    20. Cho, Jaeyoung & Lim, Gino J. & Kim, Seon Jin & Biobaku, Taofeek, 2018. "Liquefied natural gas inventory routing problem under uncertain weather conditions," International Journal of Production Economics, Elsevier, vol. 204(C), pages 18-29.
    21. Zulkefly Abdul Karim & Fairul Shah Rizat Muhamad Fahmi & Bakri Abdul Karim & Mohamed Aseel Shokr, 2022. "Market sentiments and firm-level equity returns: panel evidence of Malaysia," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 35(1), pages 5253-5272, December.
    22. Henry He Huang & Joseph Kerstein & Chong Wang, 2018. "The impact of climate risk on firm performance and financing choices: An international comparison," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 49(5), pages 633-656, July.
    23. Kelle, Peter & Song, Jinglu & Jin, Mingzhou & Schneider, Helmut & Claypool, Christopher, 2019. "Evaluation of operational and environmental sustainability tradeoffs in multimodal freight transportation planning," International Journal of Production Economics, Elsevier, vol. 209(C), pages 411-420.
    24. Saura, Jose Ramon & Ribeiro-Soriano, Domingo & Zegarra Saldaña, Pablo, 2022. "Exploring the challenges of remote work on Twitter users' sentiments: From digital technology development to a post-pandemic era," Journal of Business Research, Elsevier, vol. 142(C), pages 242-254.
    25. Zhan, Yuanzhu & Chung, Leanne & Lim, Ming K. & Ye, Fei & Kumar, Ajay & Tan, Kim Hua, 2021. "The impact of sustainability on supplier selection: A behavioural study," International Journal of Production Economics, Elsevier, vol. 236(C).
    26. Smith, Andrew N. & Fischer, Eileen & Yongjian, Chen, 2012. "How Does Brand-related User-generated Content Differ across YouTube, Facebook, and Twitter?," Journal of Interactive Marketing, Elsevier, vol. 26(2), pages 102-113.
    27. Anand, Vic & Bochkay, Khrystyna & Chychyla, Roman & Leone, Andrew, 2020. "Using Python for Text Analysis in Accounting Research," Foundations and Trends(R) in Accounting, now publishers, vol. 14(3-4), pages 128-359, December.
    28. Keleş, Büşra & Gómez-Acevedo, Patricia & Shaikh, Nazrul I., 2018. "The impact of systematic changes in weather on the supply and demand of beverages," International Journal of Production Economics, Elsevier, vol. 195(C), pages 186-197.
    29. David J. Frame & Suzanne M. Rosier & Ilan Noy & Luke J. Harrington & Trevor Carey-Smith & Sarah N. Sparrow & Dáithí A. Stone & Samuel M. Dean, 2020. "Climate change attribution and the economic costs of extreme weather events: a study on damages from extreme rainfall and drought," Climatic Change, Springer, vol. 162(2), pages 781-797, September.
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    1. Jose Ramon Saura & Daniel Palacios-Marqués & Domingo Ribeiro-Soriano, 2023. "Leveraging SMEs technologies adoption in the Covid-19 pandemic: a case study on Twitter-based user-generated content," The Journal of Technology Transfer, Springer, vol. 48(5), pages 1696-1722, October.

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