IDEAS home Printed from https://ideas.repec.org/a/eee/fambus/v12y2021i3s1877858520301194.html
   My bibliography  Save this article

Executing and interpreting applications of PLS-SEM: Updates for family business researchers

Author

Listed:
  • Hair, Joseph F.
  • Astrachan, Claudia Binz
  • Moisescu, Ovidiu I.
  • Radomir, Lăcrămioara
  • Sarstedt, Marko
  • Vaithilingam, Santha
  • Ringle, Christian M.

Abstract

The use of partial least squares structural equation modeling (PLS-SEM) has been gaining momentum in family business research. Since the publication of a PLS-SEM guidelines article in the Journal of Family Business Strategy’s special issue on “Innovative and Established Research Methods in Family Business” in 2014, methodological research has developed new model evaluation methods and metrics and sharpened our understanding of the method’s strengths and limitations. In light of these developments, we extend prior guidelines on PLS-SEM applications by discussing new model evaluation procedures (e.g., model selection) and metrics (e.g., PLSpredict). In addition, we highlight the usefulness of methodological extensions for discrete choice modeling and endogeneity assessment that considerably extend the scope of the PLS-SEM method, and emerging opportunities for the application of PLS-SEM with archival (secondary) data. PLS-SEM remains a valuable method in the context of family business research, especially when it comes to gaining a more sophisticated understanding of the drivers of family business behavior. Because of its properties, the PLS-SEM approach proves particularly valuable when the aim is to predict target variables (e.g., family firm performance) in the context of a causal model.

Suggested Citation

  • Hair, Joseph F. & Astrachan, Claudia Binz & Moisescu, Ovidiu I. & Radomir, Lăcrămioara & Sarstedt, Marko & Vaithilingam, Santha & Ringle, Christian M., 2021. "Executing and interpreting applications of PLS-SEM: Updates for family business researchers," Journal of Family Business Strategy, Elsevier, vol. 12(3).
  • Handle: RePEc:eee:fambus:v:12:y:2021:i:3:s1877858520301194
    DOI: 10.1016/j.jfbs.2020.100392
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1877858520301194
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jfbs.2020.100392?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Edward E. Rigdon & Marko Sarstedt & Jan-Michael Becker, 2020. "Quantify uncertainty in behavioral research," Nature Human Behaviour, Nature, vol. 4(4), pages 329-331, April.
    2. Rigdon, Edward E., 2016. "Choosing PLS path modeling as analytical method in European management research: A realist perspective," European Management Journal, Elsevier, vol. 34(6), pages 598-605.
    3. Hair, Joe F. & Howard, Matt C. & Nitzl, Christian, 2020. "Assessing measurement model quality in PLS-SEM using confirmatory composite analysis," Journal of Business Research, Elsevier, vol. 109(C), pages 101-110.
    4. Jess H. Chua & James J. Chrisman & Lloyd P. Steier & Sabine B. Rau, 2012. "Sources of Heterogeneity in Family Firms: An Introduction," Entrepreneurship Theory and Practice, , vol. 36(6), pages 1103-1113, November.
    5. Torsten M. Pieper & Ralph I. Williams Jr. & Scott C. Manley & Lucy M. Matthews, 2020. "What Time May Tell: An Exploratory Study of the Relationship Between Religiosity, Temporal Orientation, and Goals in Family Business," Journal of Business Ethics, Springer, vol. 163(4), pages 759-773, May.
    6. Basco, Rodrigo & Calabrò, Andrea & Campopiano, Giovanna, 2019. "Transgenerational entrepreneurship around the world: Implications for family business research and practice," Journal of Family Business Strategy, Elsevier, vol. 10(4).
    7. Wilson, Shawn R. & Whitmoyer, Jeffrey G. & Pieper, Torsten M. & Astrachan, Joseph H. & Hair, Joseph F. & Sarstedt, Marko, 2014. "Method trends and method needs: Examining methods needed for accelerating the field," Journal of Family Business Strategy, Elsevier, vol. 5(1), pages 4-14.
    8. Sarstedt, Marko & Hair, Joseph F. & Cheah, Jun-Hwa & Becker, Jan-Michael & Ringle, Christian M., 2019. "How to specify, estimate, and validate higher-order constructs in PLS-SEM," Australasian marketing journal, Elsevier, vol. 27(3), pages 197-211.
    9. Louviere,Jordan J. & Hensher,David A. & Swait,Joffre D. With contributions by-Name:Adamowicz,Wiktor, 2000. "Stated Choice Methods," Cambridge Books, Cambridge University Press, number 9780521788304.
    10. Astrachan, Claudia Binz & Patel, Vijay K. & Wanzenried, Gabrielle, 2014. "A comparative study of CB-SEM and PLS-SEM for theory development in family firm research," Journal of Family Business Strategy, Elsevier, vol. 5(1), pages 116-128.
    11. Cepeda Carrión, Gabriel & Henseler, Jörg & Ringle, Christian M. & Roldán, José Luis, 2016. "Prediction-oriented modeling in business research by means of PLS path modeling: Introduction to a JBR special section," Journal of Business Research, Elsevier, vol. 69(10), pages 4545-4551.
    12. Lu, Irene R.R. & Kwan, Ernest & Thomas, D. Roland & Cedzynski, Marzena, 2011. "Two new methods for estimating structural equation models: An illustration and a comparison with two established methods," International Journal of Research in Marketing, Elsevier, vol. 28(3), pages 258-268.
    13. Evermann, Joerg & Tate, Mary, 2016. "Assessing the predictive performance of structural equation model estimators," Journal of Business Research, Elsevier, vol. 69(10), pages 4565-4582.
    14. Smith, Donna & Hair, Joseph F. & Ferguson, Keith, 2014. "An investigation of the effect of family influence on Commitment–Trust in retailer–vendor strategic partnerships," Journal of Family Business Strategy, Elsevier, vol. 5(3), pages 252-263.
    15. Binz Astrachan, Claudia & Prügl, Reinhard & Hair, Joseph F. & Babin, Barry J., 2019. "Marketing and branding in family business: Assessing the landscape and charting a path forward," Journal of Family Business Strategy, Elsevier, vol. 10(1), pages 3-7.
    16. Binz, Claudia & Hair, Joseph F. & Pieper, Torsten M. & Baldauf, Artur, 2013. "Exploring the effect of distinct family firm reputation on consumers’ preferences," Journal of Family Business Strategy, Elsevier, vol. 4(1), pages 3-11.
    17. Van Gils, Anita & Huybrechts, Jolien & Minola, Tommaso & Cassia, Lucio, 2019. "Unraveling the impact of family antecedents on family firm image: A serial multiple-mediation model," Journal of Family Business Strategy, Elsevier, vol. 10(1), pages 17-27.
    18. Necmi K. Avkiran & Christian M. Ringle (ed.), 2018. "Partial Least Squares Structural Equation Modeling," International Series in Operations Research and Management Science, Springer, number 978-3-319-71691-6, December.
    19. Sarstedt, Marko & Ringle, Christian M. & Smith, Donna & Reams, Russell & Hair, Joseph F., 2014. "Partial least squares structural equation modeling (PLS-SEM): A useful tool for family business researchers," Journal of Family Business Strategy, Elsevier, vol. 5(1), pages 105-115.
    20. Arzubiaga, Unai & Kotlar, Josip & De Massis, Alfredo & Maseda, Amaia & Iturralde, Txomin, 2018. "Entrepreneurial orientation and innovation in family SMEs: Unveiling the (actual) impact of the Board of Directors," Journal of Business Venturing, Elsevier, vol. 33(4), pages 455-469.
    21. Pieper, Torsten M., 2010. "Non solus: Toward a psychology of family business," Journal of Family Business Strategy, Elsevier, vol. 1(1), pages 26-39, March.
    22. González-Cruz, Tomás F. & Cruz-Ros, Sonia, 2016. "When does family involvement produce superior performance in SME family business?," Journal of Business Research, Elsevier, vol. 69(4), pages 1452-1457.
    23. Sungho Park & Sachin Gupta, 2012. "Handling Endogenous Regressors by Joint Estimation Using Copulas," Marketing Science, INFORMS, vol. 31(4), pages 567-586, July.
    24. Shmueli, Galit & Ray, Soumya & Velasquez Estrada, Juan Manuel & Chatla, Suneel Babu, 2016. "The elephant in the room: Predictive performance of PLS models," Journal of Business Research, Elsevier, vol. 69(10), pages 4552-4564.
    25. Guilhem Bascle, 2008. "Controlling for endogeneity with instrumental variables in strategic management research," Post-Print hal-00576795, HAL.
    26. Christian Nitzl & Wynne W. Chin, 2017. "The case of partial least squares (PLS) path modeling in managerial accounting research," Journal of Management Control: Zeitschrift für Planung und Unternehmenssteuerung, Springer, vol. 28(2), pages 137-156, May.
    27. Joseph F. Hair & Christian M. Ringle & Siegfried P. Gudergan & Andreas Fischer & Christian Nitzl & Con Menictas, 2019. "Partial least squares structural equation modeling-based discrete choice modeling: an illustration in modeling retailer choice," Business Research, Springer;German Academic Association for Business Research, vol. 12(1), pages 115-142, April.
    28. Clay M. Voorhees & Michael K. Brady & Roger Calantone & Edward Ramirez, 2016. "Discriminant validity testing in marketing: an analysis, causes for concern, and proposed remedies," Journal of the Academy of Marketing Science, Springer, vol. 44(1), pages 119-134, January.
    29. Farrell, Andrew M., 2010. "Insufficient discriminant validity: A comment on Bove, Pervan, Beatty, and Shiu (2009)," Journal of Business Research, Elsevier, vol. 63(3), pages 324-327, March.
    30. Timothy Mathews & Tim Blumentritt, 2015. "A sequential choice model of family business succession," Small Business Economics, Springer, vol. 45(1), pages 15-37, June.
    31. Sarstedt, Marko & Hair, Joseph F. & Ringle, Christian M. & Thiele, Kai O. & Gudergan, Siegfried P., 2016. "Estimation issues with PLS and CBSEM: Where the bias lies!," Journal of Business Research, Elsevier, vol. 69(10), pages 3998-4010.
    32. Santiago, Andrea & Pandey, Shweta & Manalac, Ma. Theresa, 2019. "Family presence, family firm reputation and perceived financial performance: Empirical evidence from the Philippines," Journal of Family Business Strategy, Elsevier, vol. 10(1), pages 49-56.
    33. Hannes Hauswald & Andreas Hack & Franz W. Kellermanns & Holger Patzelt, 2016. "Attracting New Talent to Family Firms: Who is Attracted and under what Conditions?," Entrepreneurship Theory and Practice, , vol. 40(5), pages 963-989, September.
    34. Marko Sarstedt & Christian M Ringle & Jun-Hwa Cheah & Hiram Ting & Ovidiu I Moisescu & Lacramioara Radomir, 2020. "Structural model robustness checks in PLS-SEM," Tourism Economics, , vol. 26(4), pages 531-554, June.
    35. Dawson, Alexandra, 2011. "Private equity investment decisions in family firms: The role of human resources and agency costs," Journal of Business Venturing, Elsevier, vol. 26(2), pages 189-199, March.
    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. Ismael Barros-Contreras & Héctor Pérez-Fernández & Natalia Martín-Cruz & Juan Hernangómez B., 2023. "Can we make family social capital flourish? The moderating role of generational involvement," Journal of Family and Economic Issues, Springer, vol. 44(3), pages 655-673, September.
    2. Pearce, Craig L. & Houghton, Jeffrey D. & Manz, Charles C. & Dillon, Pamela J. & Fugate, Mel & Wassenaar, Christina L., 2023. "Time for a group hug? Toward a theory of shared emotional leadership in and of family business," Journal of Family Business Strategy, Elsevier, vol. 14(2).
    3. Uyen Nguyen Thi & Manh Hoang Van & Imran Mahmud & Linh Vu Thi Thuy, 2023. "Innovation and the Sustainable Competitive Advantage of Young Firms: A Strategy Implementation Approach," Sustainability, MDPI, vol. 15(13), pages 1-13, July.
    4. Victor Osadolor & Kalu Emmanuel Agbaeze & Ejikeme Emmanuel Isichei & Samuel Taiwo Olabosinde, 2021. "Entrepreneurial self-efficacy and entrepreneurial intention: The mediating role of the need for independence," Journal of Entrepreneurship, Management and Innovation, Fundacja Upowszechniająca Wiedzę i Naukę "Cognitione", vol. 17(4), pages 91-119.
    5. Ricardo E. Buitrago R. & María Inés Barbosa Camargo & Favio Cala Vitery, 2021. "Emerging Economies’ Institutional Quality and International Competitiveness: A PLS-SEM Approach," Mathematics, MDPI, vol. 9(9), pages 1-18, April.
    6. Fernando Gimeno-Arias & José Manuel Santos-Jaén & Mercedes Palacios-Manzano & Héctor Horacio Garza-Sánchez, 2021. "Using PLS-SEM to Analyze the Effect of CSR on Corporate Performance: The Mediating Role of Human Resources Management and Customer Satisfaction. An Empirical Study in the Spanish Food and Beverage Man," Mathematics, MDPI, vol. 9(22), pages 1-21, November.
    7. Ooi, Keng-Boon & Lee, Voon-Hsien & Hew, Jun-Jie & Leong, Lai-Ying & Tan, Garry Wei-Han & Lim, Ai-Fen, 2023. "Social media influencers: An effective marketing approach?," Journal of Business Research, Elsevier, vol. 160(C).
    8. Khalid Hasan Al Jasimee & Francisco Javier Blanco-Encomienda, 2023. "A SEM-NCA approach towards the impact of participative budgeting on budgetary slack and managerial performance: The mediating role of leadership style and leader-member exchange," Papers 2310.09993, arXiv.org.
    9. Omar. A. Alghamdi & Gomaa Agag, 2023. "Boosting Innovation Performance through Big Data Analytics Powered by Artificial Intelligence Use: An Empirical Exploration of the Role of Strategic Agility and Market Turbulence," Sustainability, MDPI, vol. 15(19), pages 1-19, September.
    10. Ebrahim A. Al-Shaer & Meqbel M. Aliedan & Mohamed A. Zayed & Musaddag Elrayah & Mohamed A. Moustafa, 2024. "Mental Health and Quality of Life among University Students with Disabilities: The Moderating Role of Religiosity and Social Connectedness," Sustainability, MDPI, vol. 16(2), pages 1-23, January.
    11. Fulvio Signore & Enrico Ciavolino & Claudio Giovanni Cortese & Elisa De Carlo & Emanuela Ingusci, 2023. "The Active Role of Job Crafting in Promoting Well-Being and Employability: An Empirical Investigation," Sustainability, MDPI, vol. 16(1), pages 1-24, December.
    12. Olakunle Jayeola & Shafie Sidek & Zulkiflee Abdul-Samad & Nornajihah Nadia Hasbullah & Saiful Anwar & Nguyen Binh An & Vu Thi Nga & Omar Al-Kasasbeh & Samrat Ray, 2022. "The Mediating and Moderating Effects of Top Management Support on the Cloud ERP Implementation–Financial Performance Relationship," Sustainability, MDPI, vol. 14(9), pages 1-17, May.
    13. Alyahya, Mansour & Agag, Gomaa & Aliedan, Meqbel & Abdelmoety, Ziad H., 2023. "A cross-cultural investigation of the relationship between eco-innovation and customers boycott behaviour," Journal of Retailing and Consumer Services, Elsevier, vol. 72(C).
    14. Wayu Eko Yudiatmaja & Roy Valiant Salomo & Eko Prasojo, 2023. "Fostering Innovative Behavior of Millennial Public Employee Through Leadership Styles and Organizational Trust," SAGE Open, , vol. 13(2), pages 21582440231, June.
    15. Kleber F. Barcia & Lizzi Garcia-Castro & Jorge Abad-Moran, 2022. "Lean Six Sigma Impact Analysis on Sustainability Using Partial Least Squares Structural Equation Modeling (PLS-SEM): A Literature Review," Sustainability, MDPI, vol. 14(5), pages 1-26, March.
    16. Lopes de Sousa Jabbour, Ana Beatriz & Chiappetta Jabbour, Charbel Jose & Choi, Tsan-Ming & Latan, Hengky, 2022. "‘Better together’: Evidence on the joint adoption of circular economy and industry 4.0 technologies," International Journal of Production Economics, Elsevier, vol. 252(C).

    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. Basco, Rodrigo & Hair, Joseph F. & Ringle, Christian M. & Sarstedt, Marko, 2022. "Advancing family business research through modeling nonlinear relationships: Comparing PLS-SEM and multiple regression," Journal of Family Business Strategy, Elsevier, vol. 13(3).
    2. Scott C. Manley & Joseph F. Hair & Ralph I. Williams & William C. McDowell, 2021. "Essential new PLS-SEM analysis methods for your entrepreneurship analytical toolbox," International Entrepreneurship and Management Journal, Springer, vol. 17(4), pages 1805-1825, December.
    3. Scott C. Manley & Joseph F. Hair & Ralph I. Williams & William C. McDowell, 0. "Essential new PLS-SEM analysis methods for your entrepreneurship analytical toolbox," International Entrepreneurship and Management Journal, Springer, vol. 0, pages 1-21.
    4. Hair, Joe F. & Howard, Matt C. & Nitzl, Christian, 2020. "Assessing measurement model quality in PLS-SEM using confirmatory composite analysis," Journal of Business Research, Elsevier, vol. 109(C), pages 101-110.
    5. Sheza Riaz & Hadi Hassan Khan & Bilal Sarwar & Wahab Ahmed & Noor Muhammad & Sajjida Reza & Sheikh Muhammad Nabeel Ul Haq, 2022. "Influence of Financial Social Agents and Attitude Toward Money on Financial Literacy: The Mediating Role of Financial Self-Efficacy and Moderating Role of Mindfulness," SAGE Open, , vol. 12(3), pages 21582440221, August.
    6. Fernando Gimeno-Arias & José Manuel Santos-Jaén & Mercedes Palacios-Manzano & Héctor Horacio Garza-Sánchez, 2021. "Using PLS-SEM to Analyze the Effect of CSR on Corporate Performance: The Mediating Role of Human Resources Management and Customer Satisfaction. An Empirical Study in the Spanish Food and Beverage Man," Mathematics, MDPI, vol. 9(22), pages 1-21, November.
    7. Trujillo-Gallego, Mariana & Sarache, William & Sousa Jabbour, Ana Beatriz Lopes de, 2022. "Digital technologies and green human resource management: Capabilities for GSCM adoption and enhanced performance," International Journal of Production Economics, Elsevier, vol. 249(C).
    8. Jun-Hwa Cheah & Hiram Ting & T. Ramayah & Mumtaz Ali Memon & Tat-Huei Cham & Enrico Ciavolino, 2019. "A comparison of five reflective–formative estimation approaches: reconsideration and recommendations for tourism research," Quality & Quantity: International Journal of Methodology, Springer, vol. 53(3), pages 1421-1458, May.
    9. Nicole F. Richter & Sven Hauff & Christian M. Ringle & Siegfried P. Gudergan, 2022. "The Use of Partial Least Squares Structural Equation Modeling and Complementary Methods in International Management Research," Management International Review, Springer, vol. 62(4), pages 449-470, August.
    10. Saari, Ulla A. & Damberg, Svenja & Frömbling, Lena & Ringle, Christian M., 2021. "Sustainable consumption behavior of Europeans: The influence of environmental knowledge and risk perception on environmental concern and behavioral intention," Ecological Economics, Elsevier, vol. 189(C).
    11. Andrade-Valbuena, Nelson & Torres, Juan Pablo, 2018. "Technological reflectiveness from a managerial capability perspective," Technological Forecasting and Social Change, Elsevier, vol. 134(C), pages 84-97.
    12. Beliaeva, Tatiana & Ferasso, Marcos & Kraus, Sascha & Mahto, Raj V., 2022. "Marketing and family firms: Theoretical roots, research trajectories, and themes," Journal of Business Research, Elsevier, vol. 144(C), pages 66-79.
    13. Sarstedt, Marko & Radomir, Lăcrămioara & Moisescu, Ovidiu Ioan & Ringle, Christian M., 2022. "Latent class analysis in PLS-SEM: A review and recommendations for future applications," Journal of Business Research, Elsevier, vol. 138(C), pages 398-407.
    14. Marko Sarstedt & Christian M Ringle & Jun-Hwa Cheah & Hiram Ting & Ovidiu I Moisescu & Lacramioara Radomir, 2020. "Structural model robustness checks in PLS-SEM," Tourism Economics, , vol. 26(4), pages 531-554, June.
    15. Majid Ghasemy & Hazri Jamil & James E. Gaskin, 2021. "Have your cake and eat it too: PLSe2 = ML + PLS," Quality & Quantity: International Journal of Methodology, Springer, vol. 55(2), pages 497-541, April.
    16. Eva Mª Buitrago & Mª Ángeles Caraballo & José L. Roldán, 2019. "Do Tolerant Societies Demand Better Institutions?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 143(3), pages 1161-1184, June.
    17. Joseph F. Hair & Christian M. Ringle & Siegfried P. Gudergan & Andreas Fischer & Christian Nitzl & Con Menictas, 2019. "Partial least squares structural equation modeling-based discrete choice modeling: an illustration in modeling retailer choice," Business Research, Springer;German Academic Association for Business Research, vol. 12(1), pages 115-142, April.
    18. Shahid Hussain & Wang Xuetong & Talib Hussain, 2020. "Impact of Skilled and Unskilled Labor on Project Performance Using Structural Equation Modeling Approach," SAGE Open, , vol. 10(1), pages 21582440209, March.
    19. Muhammad Irfan & Raima Adeel & Muhammad Shaukat Malik, 2023. "The Impact of Emotional Finance, and Market Knowledge and Investor Protection on Investment Performance in Stock and Real Estate Markets," SAGE Open, , vol. 13(4), pages 21582440231, November.
    20. Unai Arzubiaga & Alfredo De Massis & Amaia Maseda & Txomin Iturralde, 2023. "The influence of family firm image on access to financial resources in family SMEs: a signaling theory perspective," Review of Managerial Science, Springer, vol. 17(1), pages 233-258, January.

    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:eee:fambus:v:12:y:2021:i:3:s1877858520301194. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/719791/description#description .

    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.