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Heuristic decision-making in the green energy context:Bringing together simple rules and data-driven mathematical optimization

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  • Krawinkler, Andreas
  • Breitenecker, Robert J.
  • Maresch, Daniela

Abstract

Heuristic decision-making based on simple rules can help managers to address a venture's most critical bottlenecks to seize business opportunities, especially in highly complex and dynamic contexts such as green energy activity. Unleashing that potential requires the simple rules to be accountable. However, identifying and addressing the bottleneck necessitates choosing the right evidence base, and choosing the evidence base is only possible when the bottlenecks are known beforehand. Due to this challenge, managers face a dilemma in developing simple rules. We suggest a novel approach to address this dilemma that integrates the principles of simple rules and data-driven mathematical optimization, and demonstrate its feasibility in the highly complex and dynamic context of green energy. Based on the results of this study, we develop and discuss far-reaching implications for theory, practice, and policy, and provide attractive avenues for future research.

Suggested Citation

  • Krawinkler, Andreas & Breitenecker, Robert J. & Maresch, Daniela, 2022. "Heuristic decision-making in the green energy context:Bringing together simple rules and data-driven mathematical optimization," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    • Handle: RePEc:eee:tefoso:v:180:y:2022:i:c:s0040162522002220
    DOI: 10.1016/j.techfore.2022.121695
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    as
    1. Bhowmik, Chiranjib & Bhowmik, Sumit & Ray, Amitava & Pandey, Krishna Murari, 2017. "Optimal green energy planning for sustainable development: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 71(C), pages 796-813.
    2. Victor DeMiguel & Lorenzo Garlappi & Raman Uppal, 2009. "Optimal Versus Naive Diversification: How Inefficient is the 1-N Portfolio Strategy?," The Review of Financial Studies, Society for Financial Studies, vol. 22(5), pages 1915-1953, May.
    3. Andreas Ortmann & Leonidas Spiliopoulos, 2017. "The beauty of simplicity? (Simple) heuristics and the opportunities yet to be realized," Chapters, in: Morris Altman (ed.), Handbook of Behavioural Economics and Smart Decision-Making, chapter 7, pages 119-136, Edward Elgar Publishing.
    4. Arthur T. Denzau & Douglass C. North, 1994. "Shared Mental Models: Ideologies and Institutions," Kyklos, Wiley Blackwell, vol. 47(1), pages 3-31, February.
    5. Gilbert-Saad, Antoine & Siedlok, Frank & McNaughton, Rod B., 2018. "Decision and design heuristics in the context of entrepreneurial uncertainties," Journal of Business Venturing Insights, Elsevier, vol. 9(C), pages 75-80.
    6. Erdoğan, Sevgi & Miller-Hooks, Elise, 2012. "A Green Vehicle Routing Problem," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 48(1), pages 100-114.
    7. Carlson, Kurt A. & Shu, Suzanne B., 2007. "The rule of three: How the third event signals the emergence of a streak," Organizational Behavior and Human Decision Processes, Elsevier, vol. 104(1), pages 113-121, September.
    8. Hu, Junjie & Morais, Hugo & Sousa, Tiago & Lind, Morten, 2016. "Electric vehicle fleet management in smart grids: A review of services, optimization and control aspects," Renewable and Sustainable Energy Reviews, Elsevier, vol. 56(C), pages 1207-1226.
    9. Elsied, Moataz & Oukaour, Amrane & Gualous, Hamid & Hassan, Radwan, 2015. "Energy management and optimization in microgrid system based on green energy," Energy, Elsevier, vol. 84(C), pages 139-151.
    10. Midilli, Adnan & Dincer, Ibrahim & Ay, Murat, 2006. "Green energy strategies for sustainable development," Energy Policy, Elsevier, vol. 34(18), pages 3623-3633, December.
    11. Stingl, Verena & Geraldi, Joana, 2021. "A research agenda for studying project decision-behaviour through the lenses of simple heuristics," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    12. Felipe, Ángel & Ortuño, M. Teresa & Righini, Giovanni & Tirado, Gregorio, 2014. "A heuristic approach for the green vehicle routing problem with multiple technologies and partial recharges," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 71(C), pages 111-128.
    13. Azar, Ofer H., 2014. "The default heuristic in strategic decision making: When is it optimal to choose the default without investing in information search?," Journal of Business Research, Elsevier, vol. 67(8), pages 1744-1748.
    14. Stephen X. Zhang & Javier Cueto, 2017. "The Study of Bias in Entrepreneurship," Entrepreneurship Theory and Practice, , vol. 41(3), pages 419-454, May.
    15. Hafez, Omar & Bhattacharya, Kankar, 2012. "Optimal planning and design of a renewable energy based supply system for microgrids," Renewable Energy, Elsevier, vol. 45(C), pages 7-15.
    16. Cohen, Michael D, et al, 1996. "Routines and Other Recurring Action Patterns of Organizations: Contemporary Research Issues," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 5(3), pages 653-698.
    17. Helms, Thorsten & Loock, Moritz & Bohnsack, René, 2016. "Timing-based business models for flexibility creation in the electric power sector," Energy Policy, Elsevier, vol. 92(C), pages 348-358.
    18. Loock, Moritz & Hinnen, Gieri, 2015. "Heuristics in organizations: A review and a research agenda," Journal of Business Research, Elsevier, vol. 68(9), pages 2027-2036.
    19. Busenitz, Lowell W. & Barney, Jay B., 1997. "Differences between entrepreneurs and managers in large organizations: Biases and heuristics in strategic decision-making," Journal of Business Venturing, Elsevier, vol. 12(1), pages 9-30, January.
    20. Gamarra, Carlos & Guerrero, Josep M., 2015. "Computational optimization techniques applied to microgrids planning: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 48(C), pages 413-424.
    21. Zia, Muhammad Fahad & Elbouchikhi, Elhoussin & Benbouzid, Mohamed, 2018. "Microgrids energy management systems: A critical review on methods, solutions, and prospects," Applied Energy, Elsevier, vol. 222(C), pages 1033-1055.
    22. Wustenhagen, Rolf & Bilharz, Michael, 2006. "Green energy market development in Germany: effective public policy and emerging customer demand," Energy Policy, Elsevier, vol. 34(13), pages 1681-1696, September.
    23. Cardoso, G. & Stadler, M. & Bozchalui, M.C. & Sharma, R. & Marnay, C. & Barbosa-Póvoa, A. & Ferrão, P., 2014. "Optimal investment and scheduling of distributed energy resources with uncertainty in electric vehicle driving schedules," Energy, Elsevier, vol. 64(C), pages 17-30.
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