IDEAS home Printed from https://ideas.repec.org/a/inm/orisre/v33y2022i1p76-109.html
   My bibliography  Save this article

Ghosts in the Machine: How Marketing and Human Capital Investments Enhance Customer Growth When Innovative Services Leverage Self-Service Technologies

Author

Listed:
  • Terence J. V. Saldanha

    (Terry College of Business, University of Georgia, Athens, Georgia 30602)

  • Abhishek Kathuria

    (Indian School of Business, Hyderabad 500111, Telangana, India)

  • Jiban Khuntia

    (Business School, University of Colorado Denver, Denver, Colorado 80202)

  • Benn R. Konsynski

    (Goizueta Business School, Emory University, Atlanta, Georgia 30322)

Abstract

Rapid improvements in underlying technologies coupled with the diminution of contact-based interactions are resulting in commensurate increases in the supply of and demand for innovative electronic services over self-service technologies (SSTs). This situation raises critical questions regarding value creation as prior research suggests mixed effects of SSTs on customers and unclear implications of SSTs for firm customer growth. These implications are accentuated when firms offer innovative electronic services because of customers’ unfamiliarity with the services. In turn, this dynamic raises vital questions about (a) how SSTs influence firm customer growth, particularly when the firm’s electronic services are more innovative, and (b) what complementary investments help firms achieve customer growth from SSTs and innovative electronic services. In this study, we conceptualize the theoretical mechanisms underlying these relationships and empirically examine seven-year longitudinal secondary data of over 3,800 credit unions in the United States to obtain three main findings. First, consistent with prior views of SSTs, we find no significant unconditional effect of SSTs on firm customer growth. Second, we find that the innovativeness of the firm’s electronic services (IES) negatively moderates the influence of SSTs on firm customer growth, suggesting that SSTs may positively influence growth when IES is low but may deter growth when IES is high. Third, marketing intensity and human capital intensity positively moderate the influence of IES on the effect of SSTs on customer growth. In supplementary analysis, we find similar results using cross-sectional primary data from a sample of 186 U.S. credit unions and their customers matched with secondary data. Our unique theoretical contribution lies in highlighting that innovative electronic services on SSTs aimed at bringing the enterprise to the customer may not be enough for firms to achieve customer growth unless those services are accompanied by complementary investments in marketing and human capital.

Suggested Citation

  • Terence J. V. Saldanha & Abhishek Kathuria & Jiban Khuntia & Benn R. Konsynski, 2022. "Ghosts in the Machine: How Marketing and Human Capital Investments Enhance Customer Growth When Innovative Services Leverage Self-Service Technologies," Information Systems Research, INFORMS, vol. 33(1), pages 76-109, March.
  • Handle: RePEc:inm:orisre:v:33:y:2022:i:1:p:76-109
    DOI: 10.1287/isre.2021.1006
    as

    Download full text from publisher

    File URL: http://dx.doi.org/10.1287/isre.2021.1006
    Download Restriction: no

    File URL: https://libkey.io/10.1287/isre.2021.1006?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. Brent Kitchens & Anuj Kumar & Praveen Pathak, 2018. "Electronic Markets and Geographic Competition Among Small, Local Firms," Information Systems Research, INFORMS, vol. 29(4), pages 928-946, December.
    2. Terence J. V. Saldanha & Arvin Sahaym & Sunil Mithas & Mariana Giovanna Andrade-Rojas & Abhishek Kathuria & Hsiao-Hui Lee, 2020. "Turning Liabilities of Global Operations into Assets: IT-Enabled Social Integration Capacity and Exploratory Innovation," Information Systems Research, INFORMS, vol. 31(2), pages 361-382, June.
    3. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    4. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    5. Stephen Bond, 2002. "Dynamic panel data models: a guide to microdata methods and practice," CeMMAP working papers 09/02, Institute for Fiscal Studies.
    6. Pei-Yu (Sharon) Chen & Lorin M. Hitt, 2002. "Measuring Switching Costs and the Determinants of Customer Retention in Internet-Enabled Businesses: A Study of the Online Brokerage Industry," Information Systems Research, INFORMS, vol. 13(3), pages 255-274, September.
    7. Dow Jr., James P., 2007. "The adoption of web banking at credit unions," The Quarterly Review of Economics and Finance, Elsevier, vol. 47(3), pages 435-448, July.
    8. Irene Brambilla & Daniel Lederman & Guido Porto, 2012. "Exports, Export Destinations, and Skills," American Economic Review, American Economic Association, vol. 102(7), pages 3406-3438, December.
    9. Engberg, John & Wholey, Douglas & Feldman, Roger & Christianson, Jon B., 2004. "The effect of mergers on firms' costs: evidence from the HMO industry," The Quarterly Review of Economics and Finance, Elsevier, vol. 44(4), pages 574-600, September.
    10. Brodie, Roderick J. & Whittome, James R.M. & Brush, Gregory J., 2009. "Investigating the service brand: A customer value perspective," Journal of Business Research, Elsevier, vol. 62(3), pages 345-355, March.
    11. Spetz, Joanne & Maiuro, Lisa Simonson, 2004. "Measuring levels of technology in hospitals," The Quarterly Review of Economics and Finance, Elsevier, vol. 44(3), pages 430-447, July.
    12. Dennis Campbell & Frances Frei, 2010. "Cost Structure, Customer Profitability, and Retention Implications of Self-Service Distribution Channels: Evidence from Customer Behavior in an Online Banking Channel," Management Science, INFORMS, vol. 56(1), pages 4-24, January.
    13. Stephen Bond, 2002. "Dynamic panel data models: a guide to microdata methods and practice," CeMMAP working papers CWP09/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    14. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    15. repec:eme:mfppss:v:34:y:2008:i:6:p:437-446 is not listed on IDEAS
    16. Sundar Bharadwaj & Anandhi Bharadwaj & Elliot Bendoly, 2007. "The Performance Effects of Complementarities Between Information Systems, Marketing, Manufacturing, and Supply Chain Processes," Information Systems Research, INFORMS, vol. 18(4), pages 437-453, December.
    17. Sylvain Lenfle & Christophe Midler, 2009. "The Launch of Innovative Product-Related Services: Lessons from automotive telematics," Post-Print hal-00572932, HAL.
    18. Nelson, Philip, 1974. "Advertising as Information," Journal of Political Economy, University of Chicago Press, vol. 82(4), pages 729-754, July/Aug..
    19. Lenfle, Sylvain & Midler, Christophe, 2009. "The launch of innovative product-related services: Lessons from automotive telematics," Research Policy, Elsevier, vol. 38(1), pages 156-169, February.
    20. Sanjeev Dewan & Chung-ki Min, 1997. "The Substitution of Information Technology for Other Factors of Production: A Firm Level Analysis," Management Science, INFORMS, vol. 43(12), pages 1660-1675, December.
    21. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    22. Timothy F. Bresnahan & Erik Brynjolfsson & Lorin M. Hitt, 2002. "Information Technology, Workplace Organization, and the Demand for Skilled Labor: Firm-Level Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(1), pages 339-376.
    23. Mei Xue & Lorin M. Hitt & Patrick T. Harker, 2007. "Customer Efficiency, Channel Usage, and Firm Performance in Retail Banking," Manufacturing & Service Operations Management, INFORMS, vol. 9(4), pages 535-558, April.
    24. Abhinav Gupta & Forrest Briscoe & Donald C. Hambrick, 2017. "Red, blue, and purple firms: Organizational political ideology and corporate social responsibility," Strategic Management Journal, Wiley Blackwell, vol. 38(5), pages 1018-1040, May.
    25. Susan Cohen Kulp & Hau L. Lee & Elie Ofek, 2004. "Manufacturer Benefits from Information Integration with Retail Customers," Management Science, INFORMS, vol. 50(4), pages 431-444, April.
    26. Stephen R. Bond, 2002. "Dynamic panel data models: a guide to micro data methods and practice," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 1(2), pages 141-162, August.
    27. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    28. Sulin Ba & Jan Stallaert & Zhongju Zhang, 2010. "Balancing IT with the Human Touch: Optimal Investment in IT-Based Customer Service," Information Systems Research, INFORMS, vol. 21(3), pages 423-442, September.
    29. Elliot Bendoly & Anandhi Bharadwaj & Sundar Bharadwaj, 2012. "Complementary Drivers of New Product Development Performance: Cross‐Functional Coordination, Information System Capability, and Intelligence Quality," Production and Operations Management, Production and Operations Management Society, vol. 21(4), pages 653-667, July.
    30. Noel Capon & John U. Farley & Scott Hoenig, 1990. "Determinants of Financial Performance: A Meta-Analysis," Management Science, INFORMS, vol. 36(10), pages 1143-1159, October.
    31. Wintoki, M. Babajide & Linck, James S. & Netter, Jeffry M., 2012. "Endogeneity and the dynamics of internal corporate governance," Journal of Financial Economics, Elsevier, vol. 105(3), pages 581-606.
    32. John Goddard & John O. S. Wilson, 2005. "US Credit Unions: An Empirical Investigation of Size, Age and Growth," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 76(3), pages 375-406, September.
    33. Prasanna Tambe & Lorin M. Hitt & Erik Brynjolfsson, 2012. "The Extroverted Firm: How External Information Practices Affect Innovation and Productivity," Management Science, INFORMS, vol. 58(5), pages 843-859, May.
    34. Anuj Kumar & Rahul Telang, 2012. "Does the Web Reduce Customer Service Cost? Empirical Evidence from a Call Center," Information Systems Research, INFORMS, vol. 23(3-part-1), pages 721-737, September.
    35. Chandler, Gaylen N. & McKelvie, Alexander & Davidsson, Per, 2009. "Asset specificity and behavioral uncertainty as moderators of the sales growth -- Employment growth relationship in emerging ventures," Journal of Business Venturing, Elsevier, vol. 24(4), pages 373-387, July.
    36. Goddard, John A. & McKillop, Donal G. & Wilson, John O. S., 2002. "The growth of US credit unions," Journal of Banking & Finance, Elsevier, vol. 26(12), pages 2327-2356.
    37. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    38. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    39. Youngjin Yoo & Ola Henfridsson & Kalle Lyytinen, 2010. "Research Commentary ---The New Organizing Logic of Digital Innovation: An Agenda for Information Systems Research," Information Systems Research, INFORMS, vol. 21(4), pages 724-735, December.
    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. Simplice A. Asongu & Jean R. F. K. Bouanza & Armand F. Akpa, 2024. "Governance and Structural Transformation in Africa: Thresholds of Lifelong Gender Inclusive Education," Working Papers of The Association for Promoting Women in Research and Development in Africa (ASPROWORDA). 24/010, The Association for Promoting Women in Research and Development in Africa (ASPROWORDA).
    2. Zhu, Minghao & Liang, Chen & Yeung, Andy C.L. & Zhou, Honggeng, 2024. "The impact of intelligent manufacturing on labor productivity: An empirical analysis of Chinese listed manufacturing companies," International Journal of Production Economics, Elsevier, vol. 267(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. Terence J. V. Saldanha & Arvin Sahaym & Sunil Mithas & Mariana Giovanna Andrade-Rojas & Abhishek Kathuria & Hsiao-Hui Lee, 2020. "Turning Liabilities of Global Operations into Assets: IT-Enabled Social Integration Capacity and Exploratory Innovation," Information Systems Research, INFORMS, vol. 31(2), pages 361-382, June.
    2. Ayman Hassan Bazhair & Mohammed Naif Alshareef, 2022. "Dynamic relationship between ownership structure and financial performance: a Saudi experience," Cogent Business & Management, Taylor & Francis Journals, vol. 9(1), pages 2098636-209, December.
    3. Mohamed Mnasri & Georges Dionne & Jean-Pierre Gueyie, 2013. "The Maturity Structure of Corporate Hedging: the Case of the U.S. Oil and Gas Industry," Cahiers de recherche 1337, CIRPEE.
    4. Johanna Vogel, 2012. "Agglomeration and Growth: Evidence from the Regions of Central and Eastern Europe," ERSA conference papers ersa12p1089, European Regional Science Association.
    5. Juan Federico & Joan-Lluis Capelleras, 2015. "The heterogeneous dynamics between growth and profits: the case of young firms," Small Business Economics, Springer, vol. 44(2), pages 231-253, February.
    6. Lai Trung Hoang & Cuong Cao Nguyen & Baiding Hu, 2017. "Ownership Structure and Firm Performance Improvement: Does it Matter in the Vietnamese Stock Market?," Economic Papers, The Economic Society of Australia, vol. 36(4), pages 416-428, December.
    7. Canarella, Giorgio & Miller, Stephen M., 2018. "The determinants of growth in the U.S. information and communication technology (ICT) industry: A firm-level analysis," Economic Modelling, Elsevier, vol. 70(C), pages 259-271.
    8. Nguyen Thi Tuong Anh & Hung Quang Doan & Tuan Anh Bui & Nam Hoang Vu & Duong Thuy Thanh Le, 2022. "A Revisit of Motives for Chinese Outward Foreign Direct Investment: The Role of the Institution in Host Countries," SAGE Open, , vol. 12(4), pages 21582440221, December.
    9. Alandejani, Maha & Asutay, Mehmet, 2017. "Nonperforming loans in the GCC banking sectors: Does the Islamic finance matter?," Research in International Business and Finance, Elsevier, vol. 42(C), pages 832-854.
    10. Luis Ayala & Olga Cantó & Juan G. Rodríguez, 2011. "Poverty and the business cycle: The role of the intra-household distribution of unemployment," Working Papers 222, ECINEQ, Society for the Study of Economic Inequality.
    11. Ozcan Isik & Umit Firat Tasgin, 2017. "Profitability and Its Determinants in Turkish Manufacturing Industry: Evidence from a Dynamic Panel Model," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 9(8), pages 66-75, August.
    12. Mai, Nhat Chi, 2017. "Ownership concentration, state ownership and firm performance: Empirical evidence from the Vietnamese stock market," OSF Preprints zgvsw, Center for Open Science.
    13. Huy Quang Doan, 2019. "Trade, Institutional Quality and Income: Empirical Evidence for Sub-Saharan Africa," Economies, MDPI, vol. 7(2), pages 1-23, May.
    14. Falavigna, Greta & Ippoliti, Roberto, 2023. "SMEs’ behavior under financial constraints: An empirical investigation on the legal environment and the substitution effect with tax arrears," The North American Journal of Economics and Finance, Elsevier, vol. 66(C).
    15. Martin Andersson & Hans Lööf, 2009. "Learning‐by‐Exporting Revisited: The Role of Intensity and Persistence," Scandinavian Journal of Economics, Wiley Blackwell, vol. 111(4), pages 893-916, December.
    16. Piccoli, Luca & Tiezzi, Silvia, 2021. "Rational addiction and time-consistency: An empirical test," Journal of Health Economics, Elsevier, vol. 80(C).
    17. Abdelraouf, Nadine & Noureldin, Diaa, 2022. "The impact of the exchange rate regime on the dispersion of the price-change distribution: Evidence from a large panel of countries," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 76(C).
    18. Isis Gaddis & Stephan Klasen, 2014. "Economic development, structural change, and women’s labor force participation:," Journal of Population Economics, Springer;European Society for Population Economics, vol. 27(3), pages 639-681, July.
    19. Oliveira, Fernando N. de & Neto, Alberto Ronchi, 2012. "An empirical analysis of the external finance premium of public non-financial corporations in Brazil," Revista Brasileira de Economia - RBE, EPGE Brazilian School of Economics and Finance - FGV EPGE (Brazil), vol. 66(3), October.
    20. Matjaž Volk & Polona Trefalt, 2014. "Access to Credit as a Growth Constraint," Journal of Banking and Financial Economics, University of Warsaw, Faculty of Management, vol. 1(1), pages 29-39, May.

    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:inm:orisre:v:33:y:2022:i:1:p:76-109. 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: Chris Asher (email available below). General contact details of provider: https://edirc.repec.org/data/inforea.html .

    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.