Skip to main content

Advertisement

Log in

A system dynamics-based approach to determinants of family business growth

  • S.I.: MOPGP19
  • Published:
Annals of Operations Research Aims and scope Submit manuscript

Abstract

Family business growth is crucial not only for the long-term sustainability of this type of firm but also for economic growth as a whole. However, family businesses face internal and external obstacles that hamper their healthy, sustainable growth. Analyses of family business growth are critical to overcoming these barriers. By combining fuzzy cognitive mapping techniques and the system dynamics approach, this study sought to create an analysis model that allows for a more holistic perspective on determinants of family business growth, their cause-and-effect relationships, and thus their long-term behavior. The model developed is a complete, transparent, and realistic tool that enables decision makers to make better and more informed decisions. This study was grounded in the insights provided by a panel of experts in family business, who shared their knowledge and experience over the course of two group sessions. The results of the static and dynamic analyses carried out were validated by the head of department and a board member of the Southern Business Support Center of Portugal’s Institute for the Support of Small and Medium-sized Enterprises and Innovation (IAPMEI). This research’s contributions are also discussed, and suggestions are made for future research.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Source: Salmeron et al. (2019: 724)

Fig. 2

Source: Drmola and Hubik (2018: 5)

Fig. 3
Fig. 4
Fig. 5
Fig. 6

Similar content being viewed by others

References

  • Acs, Z., Estrin, S., Mickiewicz, T., & Szerb, L. (2018). Entrepreneurship, institutional economics, and economic growth: An ecosystem perspective. Small Business Economics, 51(2), 501–514.

    Google Scholar 

  • Anderson, R., Duru, A., & Reeb, D. (2012). Investment policy in family controlled firms. Journal of Banking & Finance, 36(6), 1744–1758.

    Google Scholar 

  • Andres, C. (2008). Large shareholders and firm performance: An empirical examination of founding-family ownership. Journal of Corporate Finance, 14(4), 431–445.

    Google Scholar 

  • Arrondo-García, R., Fernández-Méndez, C., & Menéndez-Requejo, S. (2016). The growth and performance of family businesses during the global financial crisis: The role of the generation in control. Journal of Family Business Strategy, 7(4), 227–237.

    Google Scholar 

  • Astrachan, J. (2010). Strategy in family business: Toward a multidimensional research agenda. Journal of Family Business Strategy, 1(1), 6–14.

    Google Scholar 

  • Backman, M., & Palmberg, J. (2015). Contextualizing small family firms: How does the urban-rural context affect firm employment growth? Journal of Family Business Strategy, 6(4), 247–258.

    Google Scholar 

  • Barger, M., Perez, T., Canelas, D., & Linnenbrink-Garcia, L. (2018). Constructivism and personal epistemology development in undergraduate chemistry students. Learning and Individual Differences, 63, 89–101.

    Google Scholar 

  • Barroso, R., Ferreira, F., Meidutė-Kavaliauskienė, I., Banaitienė, N., Falcão, P., & Rosa, A. (2019). Analyzing the determinants of e-commerce in small and medium-sized enterprises: A cognition-driven framework. Technological and Economic Development of Economy, 25(3), 496–518.

    Google Scholar 

  • Basco, R. (2015). Family business and regional development: A theoretical model of regional familiness. Journal of Family Business Strategy, 6(4), 259–271.

    Google Scholar 

  • Bell, S., & Morse, S. (2013). Groups and facilitators within problem structuring processes. Journal of the Operational Research Society, 64(7), 959–972.

    Google Scholar 

  • Bjuggren, C. (2015). Sensitivity to shocks and implicit employment protection in family firms. Journal of Economic Behavior & Organization, 119, 18–31.

    Google Scholar 

  • Block, J., & Spiegel, F. (2013). Family firm density and regional innovation output: An exploratory analysis. Journal of Family Business Strategy, 4(4), 270–280.

    Google Scholar 

  • Cano-Rubio, M., Fuentes-Lombardo, G., & Vallejo-Martos, M. (2017). Influence of the lack of a standard definition of “family business” on research into their international strategies. European Research on Management and Business Economics, 23(3), 132–146.

    Google Scholar 

  • Carlucci, D., Ferreira, F., Schiuma, G., Jalali, M., & António, N. (2018). A holistic conception of sustainable banking: Adding value with fuzzy cognitive mapping. Technological and Economic Development of Economy, 24(4), 1303–1322.

    Google Scholar 

  • Carvalho, J. (2013). On the semantics and the use of fuzzy cognitive maps and dynamic cognitive maps in social sciences. Fuzzy Sets and Systems, 214, 6–19.

    Google Scholar 

  • Castela, B., Ferreira, F., Ferreira, J., & Marques, C. (2018). Assessing the innovation capability of small- and medium-sized enterprises using a non-parametric and integrative approach. Management Decision, 56(6), 1365–1383.

    Google Scholar 

  • Christoforou, A., & Andreou, A. (2017). A framework for static and dynamic analysis of multi-layer fuzzy cognitive maps. Neurocomputing, 232, 133–145.

    Google Scholar 

  • Dana, L., & Smyrnios, K. (2010). Family business best practices: Where from and where to? Journal of Family Business Strategy, 1(1), 40–53.

    Google Scholar 

  • Dekker, J., Lybaert, N., Steijvers, T., & Depaire, B. (2015). The effect of family business professionalization as a multidimensional construct on firm performance. Journal of Small Business Management, 53(2), 516–538.

    Google Scholar 

  • Drmola, J., & Hubik, T. (2018). Kessler syndrome: System dynamics model. Space Policy, 44(45), 29–39.

    Google Scholar 

  • Eden, C. (2004). Analyzing cognitive maps to help structure issues or problems. European Journal of Operational Research, 159(3), 673–686.

    Google Scholar 

  • Eden, C., & Ackermann, F. (2001). SODA—The principles. In J. Rosenhead & J. Mingers (Eds.), Rational analysis for a problematic world revisited: Problem structuring methods for complexity, uncertainty and conflict (pp. 21–41). Chichester: Wiley.

    Google Scholar 

  • Eden, C., & Ackermann, F. (2004). Cognitive mapping expert views for policy analysis in the public sector. European Journal of Operational Research, 152(3), 615–630.

    Google Scholar 

  • Ensley, M., Pearson, A., & Sardeshmukh, S. (2007). The negative consequences of pay dispersion in family and non-family top management teams: An exploratory analysis of new venture, high-growth firms. Journal of Business Research, 60(10), 1039–1047.

    Google Scholar 

  • Eugster, N. (2018). Family firms and financial analyst activity. Pacific-Basin Finance Journal, 57, 101005.

    Google Scholar 

  • European Commission. (2009). Final report of expert group—Overview of family-business-relevant issues: Research, networks, policy measures and existing studies. Retrieved September 2018, from http://ec.europa.eu/DocsRoom/documents/10388/attachments/1/translations.

  • Ferreira, F., & Jalali, M. (2015). Identifying key determinants of housing sales and time-on-the-market (TOM) using fuzzy cognitive mapping. International Journal of Strategic Property Management, 19(3), 235–244.

    Google Scholar 

  • Ferreira, F., Jalali, M., & Ferreira, J. (2016a). Experience-focused thinking and cognitive mapping in ethical banking practices: From practical intuition to theory. Journal of Business Research, 69(11), 4953–4958.

    Google Scholar 

  • Ferreira, F., & Meidutė-Kavaliauskienė, I. (2019). Toward a sustainable supply chain for social credit: Learning by experience using single-valued neutrosophic sets and fuzzy cognitive maps. Annals of Operations Research. https://doi.org/10.1007/s10479-019-03194-2.

    Article  Google Scholar 

  • Ferreira, F., Spahr, R., & Sunderman, M. (2016b). Using multiple criteria decision analysis (MCDA) to assist in estimating residential housing values. International Journal of Strategic Property Management, 20(4), 354–370.

    Google Scholar 

  • Ferreira, F., Spahr, R., Sunderman, M., & Jalali, M. (2018). A prioritisation index for blight intervention strategies in residential real estate. Journal of the Operational Research Society, 69(8), 1269–1285.

    Google Scholar 

  • Ferretti, V. (2016). From stakeholders analysis to cognitive mapping and multi-attribute value theory: An integrated approach for policy support. European Journal of Operational Research, 253(2), 524–542.

    Google Scholar 

  • Filipe, M., Ferreira, F., & Santos, S. (2015). A multiple criteria information system for pedagogical evaluation and professional development of teachers. Journal of the Operational Research Society, 66(11), 1769–1782.

    Google Scholar 

  • Fonseca, M., Ferreira, F., Fang, W., & Jalali, M. (2018). Classification and selection of tenants in residential real estate: A constructivist approach. International Journal of Strategic Property Management, 22(1), 1–11.

    Google Scholar 

  • Forrester, J. (1961). Industrial dynamics. Cambridge, MA: The MIT Press.

    Google Scholar 

  • Gallucci, C., Santulli, R., & Calabrò, A. (2015). Does family involvement foster or hinder firm performance? The missing role of family-based branding strategies. Journal of Family Business Strategy, 6(3), 155–165.

    Google Scholar 

  • Gonçalves, J., Ferreira, F., Ferreira, J., & Farinha, L. (2019). A multiple criteria group decision-making approach for the assessment of small and medium-sized enterprise competitiveness. Management Decision, 57(2), 480–500.

    Google Scholar 

  • Grillo, C., Ferreira, F., Marques, C., & Ferreira, J. (2018). A knowledge-based innovation assessment system for small- and medium-sized enterprises: Adding value with cognitive mapping and MCDA. Journal of Knowledge Management, 22(3), 696–718.

    Google Scholar 

  • Groumpos, P. (2015). Modelling business and management systems using fuzzy cognitive maps: A critical overview. IFAC-PapersOnLine, 48(24), 207–212.

    Google Scholar 

  • Kok, K. (2009). The potential of fuzzy cognitive maps for semi-quantitative scenario development, with an example from Brazil. Global Environmental Change, 19(1), 122–133.

    Google Scholar 

  • Kosko, B. (1986). Fuzzy cognitive maps. International Journal of Man-Machine Studies, 24(1), 65–75.

    Google Scholar 

  • Kraus, S., Mensching, H., Calabrò, A., Cheng, F., & Filser, M. (2016). Family firm internationalization: A configurational approach. Journal of Business Research, 69(11), 5473–5478.

    Google Scholar 

  • Lane, D., & Oliva, R. (1998). The greater whole: Towards a synthesis of a system dynamics and soft systems methodology. European Journal of Operational Research, 107(1), 214–235.

    Google Scholar 

  • Martí, J., Menéndez-Requejo, S., & Rottke, O. (2013). The impact of venture capital on family businesses: Evidence from Spain. Journal of World Business, 48(3), 420–430.

    Google Scholar 

  • Massis, A., Kotlar, J., Campopiano, G., & Cassia, L. (2013). Dispersion of family ownership and the performance of small-to-medium size private family firms. Journal of Family Business Strategy, 4(3), 166–175.

    Google Scholar 

  • Matinzadeh, M., Koupai, J., Sadeghi-Lari, A., Nozari, H., & Shayannejad, M. (2017). Development of an innovative integrated model for the simulation of nitrogen dynamics in farmlands with drainage systems using the system dynamics approach. Ecological Modelling, 347, 11–28.

    Google Scholar 

  • Memili, E., Eddleston, K., Kellermanns, F., Zellweger, T., & Barnett, T. (2010). The critical path to family firm success through entrepreneurial risk taking and image. Journal of Family Business Strategy, 1(4), 200–209.

    Google Scholar 

  • Miguel, B., Ferreira, F., Banaitis, A., Banaitienė, N., Meidutė-Kavaliauskienė, I., & Falcão, P. (2019). An expanded conceptualization of “smart” cities: Adding value with fuzzy cognitive maps. E+M Economics and Management, 22(1), 4–21.

    Google Scholar 

  • Muñoz-Bullon, F., Sanchez-Bueno, M., & Suárez-González, I. (2018). Diversification decisions among family firms: The role of family involvement and generational stage. BRQ Business Research Quarterly, 21(1), 39–52.

    Google Scholar 

  • Oliveira, M., Ferreira, F., Pérez-Bustamante, G., & Jalali, M. (2017). Integrating cognitive mapping and MCDA for bankruptcy prediction in small- and medium-sized enterprises. Journal of the Operational Research Society, 68(9), 985–997.

    Google Scholar 

  • Papachristos, G. (2019). System dynamics modelling and simulation for sociotechnical transitions research. Environmental Innovation and Societal Transitions, 31, 248–261.

    Google Scholar 

  • Papageorgiou, E., Roo, J., Huszka, C., & Colaert, D. (2012). Formalization of treatment guidelines using fuzzy cognitive maps and semantic web tools. Journal of Biomedical Informatics, 45(1), 45–60.

    Google Scholar 

  • Pieper, T. (2010). Non solus: Toward a psychology of family business. Journal of Family Business Strategy, 1(1), 26–39.

    Google Scholar 

  • Powell, G., & Eddleston, K. (2017). Family involvement in the firm, family-to-business support, and entrepreneurial outcomes: An exploration. Journal of Small Business Management, 55(4), 614–631.

    Google Scholar 

  • Rehan, R., Knight, M. A., Unger, A., & Haas, C. (2013). Development of a system dynamics model for financially sustainable management of municipal water main networks. Water Research, 47(20), 7184–7205.

    Google Scholar 

  • Ribeiro, M., Ferreira, F., Jalali, M., & Meidutė-Kavaliauskienė, I. (2017). A fuzzy knowledge-based framework for risk assessment of residential real estate investments. Technological and Economic Development of Economy, 23(1), 140–156.

    Google Scholar 

  • Salmeron, J. (2012). Fuzzy cognitive maps for artificial emotions forecasting. Applied Soft Computing, 12(12), 3704–3710.

    Google Scholar 

  • Salmeron, J., Mansouri, T., Moghadam, M., & Mardani, A. (2019). Learning fuzzy cognitive maps with modified asexual reproduction optimisation algorithm. Knowledge-Based Systems, 163, 723–735.

    Google Scholar 

  • Santos, F., Ferreira, F., & Meidutė-Kavaliauskienė, I. (2018). Perceived key determinants of payment instrument usage: A fuzzy cognitive mapping-based approach. Technological and Economic Development of Economy, 24(3), 950–968.

    Google Scholar 

  • Sedarati, P., Santos, S., & Pintassilgo, P. (2019). System dynamics in tourism planning and development. Tourism Planning & Development, 16(3), 256–280.

    Google Scholar 

  • Song, H., Kim, T., & Kim, T. (2017). The impact of spectrum policies on the secondary spectrum market: A system dynamics approach. Telecommunications Policy, 41(5/6), 460–472.

    Google Scholar 

  • Sterman, J. (2000). Business dynamics: Systems thinking and modeling for a complex world. Irwin: Mcgraw-Hill.

    Google Scholar 

  • Sterman, J., Oliva, R., Linderman, K., & Bendoly, E. (2015). System dynamics perspectives and modelling opportunities for research in operations management. Journal of Operations Management, 39(40), 1–5.

    Google Scholar 

  • Strike, V., Michel, A., & Kammerlander, N. (2018). Unpacking the black box of family business advising: Insights from psychology. Family Business Review, 31(1), 80–124.

    Google Scholar 

  • Velasco, C., Parra, V., & García, C. (2011). Evolución de la literatura sobre empresa familiar como disciplina científica. Cuadernos de Economía y Dirección de la Empresa, 14(2), 78–90.

    Google Scholar 

  • Villalonga, B., & Amit, R. (2006). How do family ownership, control and management affect firm value? Journal of Financial Economics, 80(2), 385–417.

    Google Scholar 

  • Xavier, M., Ferreira, F., & Esperança, J. (2018). An intuition-based evaluation framework for social credit applications. Annals of Operations Research. https://doi.org/10.1007/s10479-018-2995-8.

    Article  Google Scholar 

  • Zahra, S. (2003). International expansion of U.S. manufacturing family business: The effect of ownership and involvement. Journal of Business Venturing, 18(4), 495–512.

    Google Scholar 

  • Zellweger, T., Eddleston, K., & Kellermanns, F. (2010). Exploring the concept of familiness: Introducing family firm identity. Journal of Family Business Strategy, 1(1), 54–63.

    Google Scholar 

  • Zhou, B. (2016). Lean principles, practices, and impacts: A study on small and medium-sized enterprises (SMEs). Annals of Operations Research, 241(1/2), 457–474.

    Google Scholar 

  • Zomorodian, M., Lai, S., Homayounfar, M., Ibrahim, S., Fatemi, S., & El-Shafie, A. (2018). The state-of-the-art system dynamics application in integrated water resources modelling. Journal of Environmental Management, 227, 294–304.

    Google Scholar 

Download references

Acknowledgements

This work was partially funded by the Portuguese Foundation for Science and Technology (Grant UID/GES/00315/2019). Records of the expert panel meetings, including pictures, software output and non-confidential information, can be obtained from the corresponding author upon request. The authors gratefully acknowledge the outstanding contributions of and knowledge shared by the panel members: Fernando Luís, Fernando Marques, Isabel Marques, Joaquim Fonseca, João Melo, Manuela Cardoso, and Rita Alves. The authors also would like to express their gratitude to Etelvina Nabais and Gisela Nunes, department head and board member, respectively, of the Southern Business Support Center of Portugal’s Institute for the Support of Small and Medium-sized Enterprises and Innovation (IAPMEI), for their availability and the important insights they provided during the consolidation of results phase.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Fernando A. F. Ferreira.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Marques, F.C., Ferreira, F.A.F., Zopounidis, C. et al. A system dynamics-based approach to determinants of family business growth. Ann Oper Res 311, 799–819 (2022). https://doi.org/10.1007/s10479-020-03524-9

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10479-020-03524-9

Keywords

Navigation