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Information systems and strategy-as-practice in the digital era: an artificial neural network model for SMEs

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Abstract

Improving small and medium-sized enterprises’ (SMEs’) operations requires a combination of digital transformation and IS. Every business is working harder than ever to obtain a competitive edge and boost consumer satisfaction as the global economy heats up. Therefore, picking the right IS results in a competitive edge, faster communication, the ability to store and retrieve more accurate data, decreased costs, and greater customer value. Prior researchers have ignored the importance of IS strategizing in selecting and implementing appropriate IS as per situation, instead focusing on the impact of digital transformation practices on SMEs’ performance and critical factors that impact IS adoption. Given the lack of formal processes and strategic planning, the application of strategy-as-practice is fruitless. This prevents management from gaining a long-term competitive advantage through IS planning. In this study, we investigate how strategic processes and practices affect IS success. Data was obtained from 294 information technology managers from Greek SMEs. Both the Artificial Neural Network model and the Structural Equation Model (SEM) were used to examine the data. The study's findings indicate that top-level management should be educated on the strategic application of IS planning to boost competitive advantage. Additionally, the manager is in charge of selecting the right IT infrastructure in order to harmonize the organization's strategy and structure. The results help managers prioritize duties and understand the value of IS planning in this area.

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References

  • Al-Ammary H, Al-Doseri JS, Al-Blushi Z, ZAl-Blushi ZN, Aman M (2019) Strategic information systems planning in Kingdom of Bahrain factors and impact of adoption. Int J Bus Inform Syst 30:387–410

    Google Scholar 

  • Ardito L, Raby S, Albino V, Bertoldi B (2021) The duality of digital and environmental orientations in the context of SMEs: implications for innovation performance. J Bus Res 123:44–56

    Article  Google Scholar 

  • Becker W, Schmid O (2020) The right digital strategy for your business: an empirical analysis of the design and implementation of digital strategies in SMEs and LSEs. Bus Res 13:985–1005

    Article  Google Scholar 

  • Blackhurst J, Craighead CW, Elkins D, Handfield RB (2005) An empirically derived agenda of critical research issues for managing supply-chain disruptions. Int j prod res 43:4067–4081

    Article  Google Scholar 

  • Chan YE, Reich BH (2007) IT alignment: what have we learned? J Inf Technol 22:297–315

    Article  Google Scholar 

  • Chandak S, Kumar N (2019a) E-Business processes and its influence on supply chain performance: in the context of indian automobile industries. Int J Recent Technol Eng 8:862–867

    Google Scholar 

  • Chandak S, Kumar N (2019b) Impact Of E-business processes and information technology tools on supply chain performance of indian automobile industries. Int J Sci Technol Res 8:282–285

    Google Scholar 

  • Chen DQ, Mocker M, Preston DS, Teubner A (2010) Information systems strategy: reconceptualization, measurement, and implications. MIS Q 34:233–259

    Article  Google Scholar 

  • Chia R (2003) From knowledge-creation to the perfecting of action: Tao, Basho and pure experience as the ultimate ground of knowing. Human Relations 56:953–981

    Article  Google Scholar 

  • Chia R (2004) Strategy-as-practice: reflections on the research agenda. Eur Manag Rev 1:29–34

    Article  Google Scholar 

  • Chia R, MacKay B (2007) Post-processual challenges for the emerging strategy-as-practice perspective: discovering strategy in the logic of practice. Human Relations 60:217–242

    Article  Google Scholar 

  • Chong AYL (2013) A two-staged SEM-neural network approach for understanding and predicting the determinants of m-commerce adoption. Expert Syst Appl 40:1240–1247

    Article  Google Scholar 

  • Cousins PD, Giunipero L, Handfield RB, Eltantawy R (2006) Supply management’s evolution: key skill sets for the supply manager of the future. Int J Oper Prod Manag 26:822–844

    Article  Google Scholar 

  • Crook TR, Giunipero L, Reus TH, Handfield R, Williams SK (2008) Antecedents and outcomes of supply chain effectiveness: an exploratory investigation. Journal of Managerial Issues 161–177.

  • Drechsler A, Weißschädel S (2018) An IT strategy development framework for small and medium enterprises. IseB 16:93–124

    Article  Google Scholar 

  • Earl MJ (1993) Experiences in strategic information systems planning. MIS Q 17:1–24

    Article  Google Scholar 

  • Evangelista P, Sweeney E (2006) Technology usage in the supply chain: the case of small 3PLs. Int J Logistics Manage 17:55–74

    Article  Google Scholar 

  • Galliers RD (2004) Reflections on information systems strategizing. In: Avgerou C, Ciborra C, Land F (eds) The Social Study of Information and Communication Technology: Innovation, Actors, and Contexts. Oxford University Press, Oxford, pp 231–262

    Chapter  Google Scholar 

  • Galliers RD, Newell S, Shanks G, Topi H (2015) The challenges and opportunities of ‘Datification.’ J Strateg Inf Syst 24:2–3

    Google Scholar 

  • Gunasekaran A, Ngai EW (2008) Adoption of e-procurement in Hong Kong: an empirical research. Int J Prod Econ 113:159–175

    Article  Google Scholar 

  • Hair JF, Anderson RE, Babin BJ, Black WC (2010) Multivariate data analysis: A global perspective. Upper Saddle River: Pearson.

  • Handfield R, Sroufe R, Walton S (2005) Integrating environmental management and supply chain strategies. Bus Strateg Environ 14:1–19

    Article  Google Scholar 

  • Handfield RB, Cousins PD, Lawson B, Petersen KJ (2015) How can supply management really improve performance? a knowledge-based model of alignment capabilities. J Supply Chain Manag 51:3–17

    Article  Google Scholar 

  • Henfridsson O, Bygstad B (2013) The generative mechanisms of digital infrastructure evolution. MIS Q 37:907–931

    Article  Google Scholar 

  • Henfridsson O, Lind M (2014) Information systems strategizing, organizational sub-communities, and the emergence of a sustainability strategy. J Strateg Inf Syst 23:11–28

    Article  Google Scholar 

  • Hirschheim R, Sabherwal R (2001) Detours in the path toward strategic information systems alignment. Calif Manage Rev 44:87–108

    Article  Google Scholar 

  • Howcroft D, Newell S, Wagner E (2004) Understanding the contextual influences on enterprise system design, implementation, use and evaluation. J Strateg Inf Syst 13:271–277

    Article  Google Scholar 

  • Jarzabkowski P, Paul Spee A (2009) Strategy-as-practice: a review and future directions for the field. Int J Manag Rev 11:69–95

    Article  Google Scholar 

  • Jarzabkowski P, Spee AP, Smets M (2013) Material artifacts: practices for doing strategy with ‘stuff.’ Eur Manag J 31:41–54

    Article  Google Scholar 

  • Jiang J, Jin Y, Dong CY (2016) Research on the e-business logistics service mode based on branch storage and warehouse financing. Int J Serv Technol Manage 22:203–217

    Article  Google Scholar 

  • Kamariotou M, Kitsios F (2017) An Empirical Evaluation of Strategic Information Systems Planning Phases in SMEs: Determinants of Effectiveness. In: Proceedings of the 6th International Symposium and 28th National Conference on Operational Research, Thessaloniki, Greece, pp. 67–72.

  • Kamariotou M, Kitsios F (2017) Information Systems Phases and Firm Performance: A conceptual Framework. In: Kavoura A, Sakas D, Tomaras P (Eds) Strategic Innovative Marketing. Springer Proceedings in Business and Economics, Springer, pp. 553–560.

  • Kamariotou M, Kitsios F (2019) Critical Factors of Strategic Information Systems Planning Phases in SMEs. In: Themistocleous M, Rupino da Cunha P (Eds) Information Systems, EMCIS 2018, Springer LNBIP 341, Springer Nature, pp. 503–517.

  • Karpovsky A, Galliers RD (2015) Aligning in practice: from current cases to a new agenda. J Inf Technol 30:136–160

    Article  Google Scholar 

  • Kitsios F, Kamariotou M (2017) Decision Support Systems and Strategic Information Systems Planning for Strategy Implementation. In: Kavoura A, Sakas D, Tomaras P (Eds) Strategic Innovative Marketing, Springer Proceedings in Business and Economics, Springer, Cham, pp. 327–332.

  • Kitsios F, Kamariotou M (2019) Information Systems Strategy and Strategy-as-Practice: Planning Evaluation in SMEs. In: Proceedings of Americas Conference on Information Systems (AMCIS2019), Cancun, Mexico, pp. 1–10.

  • Kitsios F, Kamariotou M (2017) Strategic IT alignment: Business performance during financial crisis. In: Tsounis N, Vlachvei A (eds) Advances in Applied Economic Research, Springer Proceedings in Business and Economics. Springer, Cham, pp 503–525

    Chapter  Google Scholar 

  • Kitsios F, Kamariotou M (2019b) Strategizing information systems: an empirical analysis of IT alignment and success in SMEs. Computers 8:74

    Article  Google Scholar 

  • Lawson B, Cousins PD, Handfield RB, Petersen KJ (2009) Strategic purchasing, supply management practices and buyer performance improvement: an empirical study of UK manufacturing organisations. Int J Prod Res 47:2649–2667

    Article  Google Scholar 

  • Lee JJY, Randall T, Hu PJH, Wu A (2014) Examining complementary effects of IT investment on firm profitability: are complementarities the missing link? Inf Syst Manag 31:340–352

    Article  Google Scholar 

  • Liébana-Cabanillas F, Marinković V, Kalinić Z (2017) A SEM-neural network approach for predicting antecedents of m-commerce acceptance. Int J Inf Manage 37:14–24

    Article  Google Scholar 

  • Lingyun W, Yingyuan C (2015) The evolution of supply chain in e-business environment. In: Proceedings of 12th International Conference on e-Business Engineering, Beijing, China, pp. 269–275.

  • Luftman J, Ben-Zvi T (2011) Key issues for IT executives 2011: cautious optimism in uncertain economic times. MIS Q Exec 10:203–212

    Google Scholar 

  • Luftman J, Derksen B (2012) Key issues for IT executives 2012: doing more with less. MIS Q Exec 11:207–218

    Google Scholar 

  • Luftman J, Zadeh HS, Derksen B, Santana M, Rigoni EH, Huang ZD (2013) Key information technology and management issues 2012–2013: an international study. J Inf Technol 28:354–366

    Article  Google Scholar 

  • Marabelli M, Galliers RD (2017) A reflection on information systems strategizing: the role of power and everyday practices. Inf Syst J 27:347–366

    Article  Google Scholar 

  • Matopoulos A, Vlachopoulou M, Manthou V (2009) Understanding the factors affecting e-business adoption and impact on logistics processes. J Manuf Technol Manag 20:853–865

    Article  Google Scholar 

  • Merali Y, Papadopoulos T, Nadkarni T (2012) Information systems strategy: past, present, future? J Strateg Inf Syst 21:125–153

    Article  Google Scholar 

  • Mirchandani DA, Lederer AL (2014) “Less is More:” information systems planning in an uncertain environment. Inf Syst Manag 29:13–25

    Article  Google Scholar 

  • Mumford E (2006) The story of socio-technical design: reflections on its successes, failures and potential. Inf Syst J 16:317–342

    Article  Google Scholar 

  • Newell S, Marabelli M (2015) Strategic opportunities (and challenges) of algorithmic decision-making: a call for action on the long-term societal effects of ‘datification.’ J Strateg Inf Syst 24:3–14

    Article  Google Scholar 

  • Newell S, Huang JC, Galliers RD, Pan SL (2003) Implementing enterprise resource planning and knowledge management systems in tandem: fostering efficiency and innovation complementarity. Inf Organ 13:25–52

    Article  Google Scholar 

  • Newkirk HE, Lederer AL (2006) The effectiveness of strategic information systems planning under environmental uncertainty. Information & Management 43:481–501

    Article  Google Scholar 

  • Newkirk HE, Lederer AL, Srinivasan C (2003) Strategic information systems planning: too little or too much? J Strat Inf Syst 12:201–228

    Article  Google Scholar 

  • Nguyen HO (2013) Critical factors in e-business adoption: Evidence from Australian transport and logistics companies. Int J Prod Econ 146:300–312

    Article  Google Scholar 

  • Nolan RL (2012) Ubiquitous IT: the case of the boeing 787 and implications for strategic IT research. J Strateg Inf Syst 21:91–102

    Article  Google Scholar 

  • Nurmilaakso JM (2008) Adoption of e-business functions and migration from EDI-based to XML-based e-business frameworks in supply chain integration. Int J Prod Econ 113:721–733

    Article  Google Scholar 

  • Pai JC (2006) An empirical study of the relationship between knowledge sharing and IS/IT strategic planning (ISSP). Manag Decis 44:105–122

    Article  Google Scholar 

  • Papadopoulos T, Baltas KN, Balta ME (2020) The use of digital technologies by small and medium enterprises during COVID-19: implications for theory and practice. Int J Inf Manage 55:102192

    Article  Google Scholar 

  • Sharma SK (2019) Integrating cognitive antecedents into TAM to explain mobile banking behavioral intention: a SEM-neural network modeling. Inf Syst Front 21:815–827

    Article  Google Scholar 

  • Shihab MR, Rahardian I (2017) Comparing the approaches of small, medium, and large organisations in achieving IT and business alignment. Int J Bus Inform Syst 24:227–241

    Google Scholar 

  • Shollo A, Galliers RD (2016) Towards an understanding of the role of business intelligence systems in organisational knowing. Inf Syst J 26:339–367

    Article  Google Scholar 

  • Spee AP, Jarzabkowski P (2009) Strategy tools as boundary objects. Strateg Organ 7:223–232

    Article  Google Scholar 

  • Spee AP, Jarzabkowski P (2011) Strategic planning as communicative process. Organ Stud 32:1217–1245

    Article  Google Scholar 

  • Street CT, Gallupe B, Baker J (2017) Strategic alignment in SMEs: strengthening theoretical foundations. Commun Assoc Inf Syst 40:420–442

    Google Scholar 

  • Teubner RA (2013) Information systems strategy. Bus Inf Syst Eng 5:243–257

    Article  Google Scholar 

  • Ullah A, Lai R (2013) A systematic review of business and information technology alignment. ACM Trans Manag Inform Syst (TMIS) 4:1–30

    Article  Google Scholar 

  • Vaara E (2010) Taking the linguistic turn seriously: Strategy as a multifaceted and interdiscursive phenomenon. Adv Strateg Manag 27:29–50

    Google Scholar 

  • Wagner E, Howcroft D, Newell S (2005) Special Issue Part II: understanding the contextual influences on enterprise system design, implementation, use and evaluation. J Strategic Inform Syst 14:91–95

    Article  Google Scholar 

  • Whittington R (2006) Learning more from failure: practice and process. Organ Stud 27:1903–1906

    Article  Google Scholar 

  • Whittington R (2014) Information systems strategy and strategy-as-practice: a joint agenda. J Strateg Inf Syst 23:87–91

    Article  Google Scholar 

  • Xu F, Luo XR, Zhang H, Liu S, Huang WW (2019) Do strategy and timing in IT security investments matter? an empirical investigation of the alignment effect. Inf Syst Front 21:1069–1083

    Article  Google Scholar 

  • Zhang M., Wang J, Zhang J (2009) Research on construction supply chain management in e-business environment. In: Proceedings of 16th International Conference on Industrial Engineering and Engineering Management, Hong Kong, China, pp. 1565–1568.

  • Zubovic A, Pita Z, Khan S (2014) A Framework for Investigating the Impact of Information Systems Capability on Strategic Information Systems Planning Outcomes. In: Proceedings of 18th Pacific Asia Conference on Information Systems, Chengdu, China, pp. 1–12.

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  1. Department of Applied Informatics, University of Macedonia, 156 Egnatia Str, 54636, Thessaloniki, Greece

    Maria Kamariotou & Fotis Kitsios

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  1. Maria Kamariotou
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  2. Fotis Kitsios
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Correspondence to Fotis Kitsios.

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Appendix 1

Appendix 1

See Tables 9, 10

Table 9 IS strategizing steps
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Table 10 Success dimensions and variables
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Kamariotou, M., Kitsios, F. Information systems and strategy-as-practice in the digital era: an artificial neural network model for SMEs. Oper Res Int J 24, 35 (2024). https://doi.org/10.1007/s12351-024-00842-9

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