IDEAS home Printed from https://ideas.repec.org/a/bla/jomstd/v58y2021i7p1933-1961.html
   My bibliography  Save this article

Strategic Decision Making in the Digital Age: Expert Sentiment and Corporate Capital Allocation

Author

Listed:
  • Steffen Nauhaus
  • Johannes Luger
  • Sebastian Raisch

Abstract

We develop a theoretical perspective on how the increasing data availability in the digital age affects firms’ strategic decisions. Specifically, we explore whether, and under which conditions, external experts’ collective assessment of product‐technology domains impacts firms’ allocation of capital to their strategic business units engaged in these domains. Drawing on decision comprehensiveness theory, we propose that such expert sentiment has informational value for capital allocation decisions, and that this value is contingent on the available information’s determinacy and quantity. We find evidence for our propositions by studying 669 capital allocation decisions made by 85 pharmaceutical firms from 2005 to 2016, and by using supervised machine learning classifiers to analyse expert sentiment in almost 250,000 articles. Our study contributes to the behavioural theory of the firm by showing that, contrary to what scholars traditionally assume, decision makers broaden, rather than narrow, their information processing in comprehensive information environments.

Suggested Citation

  • Steffen Nauhaus & Johannes Luger & Sebastian Raisch, 2021. "Strategic Decision Making in the Digital Age: Expert Sentiment and Corporate Capital Allocation," Journal of Management Studies, Wiley Blackwell, vol. 58(7), pages 1933-1961, November.
  • Handle: RePEc:bla:jomstd:v:58:y:2021:i:7:p:1933-1961
    DOI: 10.1111/joms.12742
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/joms.12742
    Download Restriction: no

    File URL: https://libkey.io/10.1111/joms.12742?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Atul Nerkar & Peter W. Roberts, 2004. "Technological and product‐market experience and the success of new product introductions in the pharmaceutical industry," Strategic Management Journal, Wiley Blackwell, vol. 25(8‐9), pages 779-799, August.
    2. Paul C. Tetlock & Maytal Saar‐Tsechansky & Sofus Macskassy, 2008. "More Than Words: Quantifying Language to Measure Firms' Fundamentals," Journal of Finance, American Finance Association, vol. 63(3), pages 1437-1467, June.
    3. Schröder, Christoph, 2019. "Industrielle Arbeitskosten im internationalen Vergleich [An international comparison of industrial labour costs]," IW-Trends – Vierteljahresschrift zur empirischen Wirtschaftsforschung, Institut der deutschen Wirtschaft (IW) / German Economic Institute, vol. 46(2), pages 63-81.
    4. Harris, Milton & Raviv, Artur, 1998. "Capital budgeting and delegation," Journal of Financial Economics, Elsevier, vol. 50(3), pages 259-289, December.
    5. Fama, Eugene F, 1970. "Efficient Capital Markets: A Review of Theory and Empirical Work," Journal of Finance, American Finance Association, vol. 25(2), pages 383-417, May.
    6. Prithwiraj Choudhury & Dan Wang & Natalie A. Carlson & Tarun Khanna, 2019. "Machine learning approaches to facial and text analysis: Discovering CEO oral communication styles," Strategic Management Journal, Wiley Blackwell, vol. 40(11), pages 1705-1732, November.
    7. Ciaran Heavey & Zeki Simsek & Frank Roche & Aidan Kelly, 2009. "Decision Comprehensiveness and Corporate Entrepreneurship: The Moderating Role of Managerial Uncertainty Preferences and Environmental Dynamism," Journal of Management Studies, Wiley Blackwell, vol. 46(8), pages 1289-1314, December.
    8. Joseph J. Cabral & Chaoqun Deng & M. V. Shyam Kumar, 2020. "Internal Resource Allocation and External Alliance Activity of Diversified Firms," Journal of Management Studies, Wiley Blackwell, vol. 57(8), pages 1690-1717, December.
    9. Karl B. Diether & Christopher J. Malloy & Anna Scherbina, 2002. "Differences of Opinion and the Cross Section of Stock Returns," Journal of Finance, American Finance Association, vol. 57(5), pages 2113-2141, October.
    10. Said Elbanna & John Child, 2007. "Influences on strategic decision effectiveness: Development and test of an integrative model," Strategic Management Journal, Wiley Blackwell, vol. 28(4), pages 431-453, April.
    11. Dhar, Vasant & Chang, Elaine A., 2009. "Does Chatter Matter? The Impact of User-Generated Content on Music Sales," Journal of Interactive Marketing, Elsevier, vol. 23(4), pages 300-307.
    12. Sanjiv R. Das & Mike Y. Chen, 2007. "Yahoo! for Amazon: Sentiment Extraction from Small Talk on the Web," Management Science, INFORMS, vol. 53(9), pages 1375-1388, September.
    13. DiMasi, Joseph A. & Grabowski, Henry G. & Hansen, Ronald W., 2016. "Innovation in the pharmaceutical industry: New estimates of R&D costs," Journal of Health Economics, Elsevier, vol. 47(C), pages 20-33.
    14. Johannes Luger & Sebastian Raisch & Markus Schimmer, 2018. "Dynamic Balancing of Exploration and Exploitation: The Contingent Benefits of Ambidexterity," Organization Science, INFORMS, vol. 29(3), pages 449-470, June.
    15. David Iselin & Boriss Siliverstovs, 2013. "Using Newspapers for Tracking the Business Cycle," KOF Working papers 13-337, KOF Swiss Economic Institute, ETH Zurich.
    16. Anne - Sophie Alsif & Richard Balme & Vincent Charlet & Elie Cohen & Emmanuel Combe & Michel Fouquin & Sarah Guillou & Frédéric Marty, 2019. "L’Industrie a-t-elle besoin de l'Union Européenne ?," Post-Print hal-02184036, HAL.
    17. Raghuram Rajan & Henri Servaes & Luigi Zingales, 2000. "The Cost of Diversity: The Diversification Discount and Inefficient Investment," Journal of Finance, American Finance Association, vol. 55(1), pages 35-80, February.
    18. Robert H. Gertner & David S. Scharfstein & Jeremy C. Stein, 1994. "Internal versus External Capital Markets," NBER Working Papers 4776, National Bureau of Economic Research, Inc.
    19. Michael R. Darby & Qiao Liu & Lynne G. Zucker, 2004. "High Stakes in High Technology: High-Tech Market Values as Options," Economic Inquiry, Western Economic Association International, vol. 42(3), pages 351-369, July.
    20. Marco Malgarini & Patrizia Margani, 2007. "Psychology, consumer sentiment and household expenditures," Applied Economics, Taylor & Francis Journals, vol. 39(13), pages 1719-1729.
    21. Kent D Miller, 1993. "Industry and Country Effects on Managers′ Perceptions of Environmental Uncertainties," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 24(4), pages 693-714, December.
    22. Wulf, Julie, 2009. "Influence and inefficiency in the internal capital market," Journal of Economic Behavior & Organization, Elsevier, vol. 72(1), pages 305-321, October.
    23. The Food Industry Center, University of Minnesota, 2019. "The Food Industry Center 2019 Annual Report," Annual Reports 290378, University of Minnesota, The Food Industry Center.
    24. Jerker Denrell & James G. March, 2001. "Adaptation as Information Restriction: The Hot Stove Effect," Organization Science, INFORMS, vol. 12(5), pages 523-538, October.
    25. Joseph S. Harrison & Gary R. Thurgood & Steven Boivie & Michael D. Pfarrer, 2019. "Measuring CEO personality: Developing, validating, and testing a linguistic tool," Strategic Management Journal, Wiley Blackwell, vol. 40(8), pages 1316-1330, August.
    26. Brian J. Bushee & John E. Core & Wayne Guay & Sophia J.W. Hamm, 2010. "The Role of the Business Press as an Information Intermediary," Journal of Accounting Research, Wiley Blackwell, vol. 48(1), pages 1-19, March.
    27. Robert H. Gertner & David S. Scharfstein & Jeremy C. Stein, 1994. "Internal versus External Capital Markets," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(4), pages 1211-1230.
    28. Miller, K.D., 1993. "Industry and Country Effects on Manager's Perceptions of Environmental Uncertainties," Papers 93-105, Purdue University, Krannert School of Management - Center for International Business Education and Research (CIBER).
    29. Hailiang Chen & Prabuddha De & Yu (Jeffrey) Hu & Byoung-Hyoun Hwang, 2014. "Wisdom of Crowds: The Value of Stock Opinions Transmitted Through Social Media," Review of Financial Studies, Society for Financial Studies, vol. 27(5), pages 1367-1403.
    30. Yu, Fang (Frank), 2008. "Analyst coverage and earnings management," Journal of Financial Economics, Elsevier, vol. 88(2), pages 245-271, May.
    31. Claus Rerup, 2009. "Attentional Triangulation: Learning from Unexpected Rare Crises," Organization Science, INFORMS, vol. 20(5), pages 876-893, October.
    32. Linda Argote & Henrich R. Greve, 2007. "A Behavioral Theory of the Firm ---40 Years and Counting: Introduction and Impact," Organization Science, INFORMS, vol. 18(3), pages 337-349, June.
    33. Udo Zander & Bruce Kogut, 1995. "Knowledge and the Speed of the Transfer and Imitation of Organizational Capabilities: An Empirical Test," Organization Science, INFORMS, vol. 6(1), pages 76-92, February.
    34. Sven Kunisch & Markus Menz & David Collis, 2020. "Corporate headquarters in the twenty-first century: an organization design perspective," Journal of Organization Design, Springer;Organizational Design Community, vol. 9(1), pages 1-32, December.
    35. Ashish K. Rathore & Arpan K. Kar & P. Vigneswara Ilavarasan, 2017. "Social Media Analytics: Literature Review and Directions for Future Research," Decision Analysis, INFORMS, vol. 14(4), pages 229-249, December.
    36. Tat'yana Mihajlovna Isachenko & Brita Zaharovna Il'yagueva, 2019. "Practice of using Green Industrial Policy tools," Russian Foreign Economic Journal, Russian Foreign Trade Academy Ministry of economic development of the Russian Federation, issue 7, pages 34-48, July.
    37. Paul C. Tetlock, 2007. "Giving Content to Investor Sentiment: The Role of Media in the Stock Market," Journal of Finance, American Finance Association, vol. 62(3), pages 1139-1168, June.
    38. Paul Hribar & John McInnis, 2012. "Investor Sentiment and Analysts' Earnings Forecast Errors," Management Science, INFORMS, vol. 58(2), pages 293-307, February.
    39. Eric J. Johnson & John W. Payne, 1985. "Effort and Accuracy in Choice," Management Science, INFORMS, vol. 31(4), pages 395-414, April.
    40. Juan Mauricio Ramírez & Fedesarrollo, 2019. "La industria del cannabis medicinal en Colombia," Informes de Investigación 17608, Fedesarrollo.
    41. An, Yao & Zhang, Lin & Adom, Philip Kofi, 2019. "Economics of wastewater management in China's industry," Environment and Development Economics, Cambridge University Press, vol. 24(5), pages 457-478, October.
    42. Natividad Blasco & Pilar Corredor & Sandra Ferreruela, 2012. "Market sentiment: a key factor of investors’ imitative behaviour," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 52(3), pages 663-689, September.
    43. David Souder & Greg Reilly & Philip Bromiley & Scott Mitchell, 2016. "A Behavioral Understanding of Investment Horizon and Firm Performance," Organization Science, INFORMS, vol. 27(5), pages 1202-1218, October.
    44. ANITA M. McGAHAN & MICHAEL E. PORTER, 1997. "How Much Does Industry Matter, Really?," Strategic Management Journal, Wiley Blackwell, vol. 18(S1), pages 15-30, July.
    45. John C. Yi & Sungho Kim, 2016. "Early Adoption of Innovative Analytical Approach and Its Impact on Organizational Analytics Maturity and Sustainability: A Longitudinal Study from a U.S. Pharmaceutical Company," Sustainability, MDPI, vol. 8(8), pages 1-19, August.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Gerard P. Hodgkinson & Barbara Burkhard & Nicolai J. Foss & Dietmar Grichnik & Riikka M. Sarala & Yi Tang & Marc Van Essen, 2023. "The Heuristics and Biases of Top Managers: Past, Present, and Future," Journal of Management Studies, Wiley Blackwell, vol. 60(5), pages 1033-1063, July.
    2. Rong Gong, 2023. "How firms respond to external valuation: Evidence from the monitoring role of media," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 63(4), pages 4657-4681, December.
    3. Markus Menz & Sven Kunisch & Julian Birkinshaw & David J. Collis & Nicolai J. Foss & Robert E. Hoskisson & John E. Prescott, 2021. "Corporate Strategy and the Theory of the Firm in the Digital Age," Journal of Management Studies, Wiley Blackwell, vol. 58(7), pages 1695-1720, November.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Eierle, Brigitte & Klamer, Sebastian & Muck, Matthias, 2022. "Does it really pay off for investors to consider information from social media?," International Review of Financial Analysis, Elsevier, vol. 81(C).
    2. Rui Fan & Oleksandr Talavera & Vu Tran, 2020. "Social media bots and stock markets," European Financial Management, European Financial Management Association, vol. 26(3), pages 753-777, June.
    3. Liu, Sha & Han, Jingguang, 2020. "Media tone and expected stock returns," International Review of Financial Analysis, Elsevier, vol. 70(C).
    4. Li, Yelin & Bu, Hui & Li, Jiahong & Wu, Junjie, 2020. "The role of text-extracted investor sentiment in Chinese stock price prediction with the enhancement of deep learning," International Journal of Forecasting, Elsevier, vol. 36(4), pages 1541-1562.
    5. Agarwal, Shweta & Kumar, Shailendra & Goel, Utkarsh, 2019. "Stock market response to information diffusion through internet sources: A literature review," International Journal of Information Management, Elsevier, vol. 45(C), pages 118-131.
    6. Maximilian Sturm & Stephan Nüesch, 2019. "Diversification and organizational environment: the effect of resource scarcity and complexity on the valuation of multi-segment firms," Journal of Business Economics, Springer, vol. 89(3), pages 251-272, April.
    7. Béatrice BOULU-RESHEF & Catherine BRUNEAU & Maxime NICOLAS & Thomas RENAULT, 2022. "An Experimental Analysis of Investor Sentiment," LEO Working Papers / DR LEO 2940, Orleans Economics Laboratory / Laboratoire d'Economie d'Orleans (LEO), University of Orleans.
    8. Ahmad, Khurshid & Han, JingGuang & Hutson, Elaine & Kearney, Colm & Liu, Sha, 2016. "Media-expressed negative tone and firm-level stock returns," Journal of Corporate Finance, Elsevier, vol. 37(C), pages 152-172.
    9. John Garcia, 2021. "Analyst herding and firm-level investor sentiment," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 35(4), pages 461-494, December.
    10. Shih-Chu Chou & Ramachandran Natarajan & Kenneth Zheng, 2022. "Conglomerate internal informational advantage and resource allocation efficiency," Review of Quantitative Finance and Accounting, Springer, vol. 59(2), pages 717-748, August.
    11. Steven Heston & Nitish R. Sinha, 2016. "News versus Sentiment : Predicting Stock Returns from News Stories," Finance and Economics Discussion Series 2016-048, Board of Governors of the Federal Reserve System (U.S.).
    12. Cameron Truong & Thu Ha Nguyen & Thanh Huynh, 2021. "Customer satisfaction and the cost of capital," Review of Accounting Studies, Springer, vol. 26(1), pages 293-342, March.
    13. An, Suwei, 2023. "Essays on incentive contracts, M&As, and firm risk," Other publications TiSEM dd97d2f5-1c9d-47c5-ba62-f, Tilburg University, School of Economics and Management.
    14. Hoang, Daniel & Gatzer, Sebastian & Ruckes, Martin E., 2018. "The economics of capital allocation in firms: Evidence from internal capital markets," Working Paper Series in Economics 115, Karlsruhe Institute of Technology (KIT), Department of Economics and Management.
    15. Eric. W. K. See-To & Yang Yang, 2017. "Market sentiment dispersion and its effects on stock return and volatility," Electronic Markets, Springer;IIM University of St. Gallen, vol. 27(3), pages 283-296, August.
    16. Axel Gautier & Florian Heider, 2001. "What Do Internal Capital Markets Do? Redistribution vs. Incentives," FMG Discussion Papers dp386, Financial Markets Group.
    17. Goodell, John W. & Kumar, Satish & Lim, Weng Marc & Pattnaik, Debidutta, 2021. "Artificial intelligence and machine learning in finance: Identifying foundations, themes, and research clusters from bibliometric analysis," Journal of Behavioral and Experimental Finance, Elsevier, vol. 32(C).
    18. Ingrid E. Fisher & Margaret R. Garnsey & Mark E. Hughes, 2016. "Natural Language Processing in Accounting, Auditing and Finance: A Synthesis of the Literature with a Roadmap for Future Research," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 23(3), pages 157-214, July.
    19. Seshadri Tirunillai & Gerard J. Tellis, 2012. "Does Chatter Really Matter? Dynamics of User-Generated Content and Stock Performance," Marketing Science, INFORMS, vol. 31(2), pages 198-215, March.
    20. Mao, Huina & Counts, Scott & Bollen, Johan, 2015. "Quantifying the effects of online bullishness on international financial markets," Statistics Paper Series 09, European Central Bank.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:bla:jomstd:v:58:y:2021:i:7:p:1933-1961. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Wiley Content Delivery (email available below). General contact details of provider: http://www.blackwellpublishing.com/journal.asp?ref=0022-2380 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.