SMEs @ Industry 4.0: a comparison between top and average performers
DOI:
https://doi.org/10.7433/s116.2021.03Keywords:
Industry 4.0; digital transformation; digital strategy; economic-financial performance; SMEs; comparative multivariate analysisAbstract
Purpose of the paper: This study explores the adoption of Industry 4.0 technologies by small- and medium-sized enterprises (SMEs), evaluating if firm’s economic and financial performances play a strategic role in the implementation paths.
Methodology: Through a quantitative survey that collected 366 questionnaires, the study used a multivariate analysis to assess the similarities and differences between two different groups of Italian manufacturing SMEs with respect to the adoption of Industry 4.0.
Findings: Despite some similarities in terms of adoption (technologies most adopted, most important motivations, and barriers of adoption), top performers show a higher adoption rate of robotics and big data/analytics, consistently with their orientation towards international competitiveness and the competitive strategies characterizing small firms (customization and flexibility).
Research limits: Despite the explorative purpose of the study, it is worth mentioning that it considers a small sample of manufacturing SMEs operating in different sectors. Future studies could investigate these comparisons, focusing on a larger sample or on fewer sectors.
Practical implications: Although the financial resources support and affect the implementation of Industry 4.0, especially in terms of intensity of investment, the digital transformation of SMEs is based on the firm’s innovation resources and capabilities that are the result of the firm’s overall strategy.
Originality of the paper: The research is one of the first studies that explores the effects of economic and financial performance on the implementation paths of Industry 4.0, with a focus on SMEs and with the aim to advance literature about the Industry 4.0 trajectories.
References
AGOSTINI L., FILIPPINI R. (2019), “Organizational and managerial challenges in the path toward Industry 4.0”, European Journal of Innovation Management, vol. 22, n. 3, pp. 406-421.
AGOSTINI L., NOSELLA A. (2019), “The adoption of Industry 4.0 technologies in SMEs: Results of an international study”, Management Decision, vol. 58, n. 4, pp. 625-643.
AGRAWAL A., SCHAEFER S., FUNKE T. (2018), “Incorporating Industry 4.0 in corporate strategy”, in Brunet-Thornton R. and Martinez F. (eds.), Analyzing the Impacts of Industry 4.0 in Modern Business Environments, IGI-Global, pp. 161-176.
ARNOLD C., VOIGT K.-I. (2019), “Determinants of Industrial Internet of Things adoption in German manufacturing companies”, International Journal of Innovation and Technology Management, vol. 16, n. 6, pp. 1-21.
BAE J., LAWLER J.J. (2000), “Organizational and HRM strategies in Korea: Impact on firm performance in an emerging economy”, Academy of Management Journal, vol. 43, n. 2, pp. 502-517.
BETTIOL M., CAPESTRO M., DE MARCHI V., DI MARIA (2020), “Industry 4.0 Investments in manufacturing firms and internationalization”, “M. Fanno” Working Papers, vol. 245, n. 1, pp. 1-18.
BETTIOL M., CAPESTRO M., DI MARIA E., MICELLI S. (2019), “At the roots of the fourth industrial revolution: How ICT investments affect Industry 4.0 adoption”, EURAM Conference proceedings, University of Lisbon, Portugal.
BOGERS M., HADAR R., BILBERG A. (2016), “Additive manufacturing for consumer-centric business models: Implications for supply chains in consumer goods manufacturing”, Technological Forecasting and Social Change, vol. 102, n. 1, pp. 225-239.
BORTOLUZZI G., CHIARVESIO M., ROMANELLO R., TABACCO R., VEGLIO V. (2019), “Industry 4.0 technologies and the servitization strategy: a good match?”, Sinergie Italian Journal of Management, vol. 38, n. 1, pp. 55-72.
BOTTONCINI A., PASETTO A., ROTONDI Z. (2016), “Sviluppo e prospettive dell’Industria 4.0 in Italia e ruolo strategico del credito”, Argomenti, vol. 4, n. 2, pp. 51-66.
BÜCHI G., CUGNO M., CASTAGNOLI R. (2020), “Smart factory performance and Industry 4.0”, Technological Forecasting and Social Change, vol. 150, n. 1, pp. 1-10.
CANDI M., BELTAGUI A. (2019), “Effective use of 3D printing in the innovation process”, Technovation, vol. 80-81, n. 2, pp. 63-73.
CAPESTRO M., KINKEL S. (2020), “Industry 4.0 and knowledge management: A review of empirical studies”, in Bettiol M., Di Maria E. e Micelli S. (edited by), Knowledge management and Industry 4.0. New paradigms for value creation, Springer, Heidelberg, pp. 85-111.
CHIARINI A., BELVEDERE V., GRANDO A. (2020), “Industry 4.0 strategies and technological developments. An exploratory research from Italian manufacturing companies”, Production Planning and Control, vol. 31, n. 16, pp. 1385-1398.
CIMINI C., BOFFELLI A., LAGORIO A., KALCHSCHMIDT M., PINTO R. (2021), “How do industry 4.0 technologies influence organisational change? An empirical analysis of Italian SMEs”, Journal of Manufacturing Technology Management, vol. 32 n. 3, pp. 695-721.
CÔRTE-REAL N., OLIVEIRA T., RUIVO P. (2017), “Assessing business value of big data analytics in European firms”, Journal of Business Research, vol. 70, n. 1, pp. 379-390.
DAIM T.U., YOON B.S., LINDENBERG J., GRIZZI R., ESTEP J., OLIVER T. (2018), “Strategic roadmapping of robotics technologies for the power industry: A multicriteria technology assessment”, Technological Forecasting and Social Change, vol. 131, n. 6, pp. 49-66.
DALENOGARE L.S., BENITEZ B.G., AYALA N.F., FRANK A.G. (2018), “The expected contribution of Industry 4.0 technologies for industrial performance”, International Journal of Production Economics, vol. 204, n. 10, pp. 383-394.
DALMARCO G., RAMALHO F.R., BARROS A.C., SOARES A.L. (2019), “Providing Industry 4.0 technologies: The case of a production technology cluster”, Journal of High Technology Management Research, vol. 30, n. 2, pp. 1-9.
DAVENPORT T., GUHA A., GREWAL D., BRESSGOTT T. (2020), “How artificial intelligence will change the future of marketing”, Journal of the Academy of Marketing Science, vol. 48, n. 1, pp. 24-42.
DA SILVA V.L., KOVALESKI J.L., NEGRI PAGANI R. (2019). “Technology transfer in the supply chain oriented to industry 4.0: A literature review”, Technology Analysis and Strategic Management, vol. 31, n. 5, pp. 546-562.
DE SOUSA JABBOUR A.B.L., JABBOUR C.J.C., GODINHO FILHO M., ROUBAUD D. (2018), “Industry 4.0 and the circular economy: A proposed research agenda and original roadmap for sustainable operations”, Annals of Operations Research, vol. 270, n. 1-2, pp. 1-14.
FATORACHIAN H., KAZEMI H. (2018), “A critical investigation of Industry 4.0 in manufacturing: theoretical operationalisation framework”, Production Planning and Control, vol. 29, n. 8, pp. 633-644.
FERREIRA J.M.J., FERNANDES C.I., FERREIRA F.A.F. (2019), “To be or not to be digital, that is the question: Firm innovation and performance”, Journal of Business Research, vol. 101, n. 8, pp. 583-590.
FETTERMANN D.C., GOBBO SÁ CAVALCANTE C., DOMINGUES DE ALMEIDA T., TORTORELLA G.L. (2018), “How does Industry 4.0 contribute to operations management?”, Journal of Industrial and Production Engineering, vol. 35, n. 4, pp. 255-268.
FIORINI N., DEVIGILI M., PUCCI T., ZANNI L. (2019), “Managing resources and innovation inside the Industry (Industrial) 4.0 revolution: The role of supply chain”, Sinergie Italian Journal of Management, vol. 37, n. 2, pp. 35-55.
FOGLIATTO F.S., DA SILVEIRA G.J.C., BORENSTEIN D. (2012), “The mass customization decade: An updated review of the literature”, International Journal of Production Economics, vol. 138, n. 1, pp. 14-25.
FRANK A.G., DALENOGARE L.S., AYALA N.F. (2019a), “Industry 4.0 technologies: implementation patterns in manufacturing companies”, International Journal of Production Economics, vol. 210, n. 4, pp. 15-26.
FRANK A.G., MENDES G.H.S., AYALA N.F., GHEZZI A. (2019b), “Servitization and Industry 4.0 convergence in the digital transformation of product firms: A business model innovation perspective”, Technological Forecasting and Social Change, vol. 141, pp. 341-351.
GHOBAKHLOO M. (2018), “The future of manufacturing industry: A strategic roadmap toward Industry 4.0”, Journal of Manufacturing Technology Management, vol. 29, n. 6, pp. 910-936.
GUPTA S., QIAN X., BHUSHAN B., LUO Z. (2019), “Role of cloud ERP and big data on firm performance: A dynamic capability view theory perspective”, Management Decision, vol. 57, n. 8, pp. 1857-1882.
HAENLEIN M., KAPLAN A.M. (2019), “A brief history of artificial intelligence: On the past, present, and future of artificial intelligence”, California Management Review, vol. 61, n. 4, pp. 5-14.
HAUG A., PEDERSEN S., ARLBJORN J. (2011), “IT readiness in small and medium-sized enterprises”, Industrial Management and Data Systems, vol. 111, n. 4, pp. 490-508.
HEGDE V.S., KEKRE S., RAJIV S., TADIKAMALLA P.R. (2005), “Customization: Impact on product and process performance”, Production and Operations Management, vol. 14, n. 4, pp. 388-399.
HENDRICKS K.B., SINGHAL V.R., STRATMAN J.K. (2007), “The impact of enterprise systems on corporate performance. A study of ERP, SCM, and CRM system implementations”, Journal of Operations Management, vol. 25, n. 1, pp. 65-82.
HORVÁTH D., SZABÓ R.Z. (2019), “Driving forces and barriers of Industry 4.0: Do multinational and small and medium-sized companies have equal opportunities?”, Technological Forecasting and Social Change, vol. 146, n. 9, pp. 119-132.
KAGERMANN H. (2015), “Change through digitization–value creation in the age of Industry 4.0”, in Albach H., Meffert H., Pinkwart A., Reichwald R. (eds.), Management of Permanent Change, Springer Gabler, Wiesbaden, pp. 23-45.
KIEL D., ARNOLD C., VOIGT K.-I. (2017), “The influence of the Industrial Internet of Things on Business models of established manufacturing companies-A business level perspective”, Technovation, vol. 68, n. 12, pp. 4-19.
LAFORET S. (2009), “Effects of size, market and strategic orientation on innovation in non-high-tech manufacturing SMEs”, European Journal of Marketing, vol. 43, n. 1/2, pp. 188-212.
LEE J., DAVARI H., SINGH J., PANDHARE V. (2018), “Industrial artificial intelligence for Industry 4.0-based manufacturing systems”, Manufacturing Letters, vol. 18, n. 10, pp. 20-23.
LEE R., LEE J.H., GARRETT T.C. (2019), “Synergy effects of innovation on firm performance”, Journal of Business Research, vol. 99, n. 6, pp. 507-515.
LEEFLANG P.S., VERHOEF P.C., DAHLSTRÖM P., FREUNDT T. (2014), “Challenges and solutions for marketing in a digital era”, European Management Journal, vol. 32, n. 1, pp. 1-12.
LIAO Y., DESCHAMPS F., LOURES E.D.F.R., RAMOS L.F.P. (2017) “Past, present and future of Industry 4.0-a systematic literature review and research agenda proposal”, International Journal of Production Research, vol. 55, n. 12, pp. 3609-3629.
LIN H.F., SU J.Q., HIGGINS A. (2016), “How dynamic capabilities affect adoption of management innovations”, Journal of Business Research, vol. 69, n. 2, pp. 862-876.
LIU Y., XU X. (2017), “Industry 4.0 and cloud manufacturing: A Comparative Analysis”, Journal of Manufacturing Science Engineering, vol. 139, n. 3, pp. 034701-1-034701-8.
LU Y. (2017), “Industry 4.0: A survey on technologies, applications and open research issues”, Journal of Industrial Information Integration, vol. 6, n. 6, pp. 1-10.
LUCCHESE M., NASCIA L., PIANTA M. (2016), “Industrial policy and technology in Italy”, Economia e Politica Industriale, vol. 43, n. 3, pp. 233-260.
MASOOD T., SONNTAG P. (2020), “Industry 4.0: Adoption challenges and benefits for SMEs”, Computers in Industry, vol. 121, n. 10, pp. 1-12.
MITTAL S., KHAN M.A., ROMERO D., WUEST T. (2018), “A critical review of smart manufacturing & Industry 4.0 maturity models: Implications for small and medium-sized enterprises (SMEs)”, Journal of Manufacturing Systems, vol. 49, n. 10, pp. 194-214.
MITTAL S., KHAN M.A., PUROHIT J.K., MENON K., ROMERO D., WUEST T. (2020), “A smart manufacturing adoption framework for SMEs”, International Journal of Production Research, vol. 58, n. 5, pp. 1555-1573.
MOEUF A., LAMOURI S., PELLERIN R., TAMAYO-GIRALDO S., TOBON-VALENCIA E, EBURDY R. (2020), “Identification of critical success factors, risks and opportunities of Industry 4.0 in SMEs”, International Journal of Production Research, vol. 58, n. 5, pp. 1384-1400
MOEUF A., PELLERIN R., LAMOURI S., TAMAYO-GIRALDO S., BARBARAY R. (2018), “The industrial management of SMEs in the era of Industry 4.0”, International Journal of Production Research, vol. 56, n.3, pp. 1118-1136.
MÜLLER J.M., KIEL D., VOIGT K.I. (2018), “What drives the implementation of Industry 4.0? The role of opportunities and challenges in the context of sustainability”, Sustainability, vol. 10, n. 247, pp. 1-24.
O’REGAN N., GHOBADIAN A., GALLEAR D. (2006), “In search of the drivers of high growth in manufacturing SMEs”, Technovation, vol. 26, n. 1, pp. 30-41
OECD (2017), The Next Production Revolution. Implications for Governments and Business, OECD Publishing, Paris.
ORLANDI I. (2016), “Organizational capabilities in the digital era: Reframing strategic orientation”, Journal of Innovation and Knowledge, vol. 1, n. 13, pp. 156-161.
OETTMEIER K., HOFMANN E. (2017), “Additive manufacturing technology adoption: An empirical analysis of general and supply chain-related determinants”, Journal of Business Economics, vol. 87, n. 1, pp. 97-124,
PICCAROZZI M., AQUILANI B., GATTI C. (2018), “Industry 4.0 in management studies: A systematic literature review”, Sustainability, vol. 10, n. 10, pp. 1-24.
PIROLA F., CIMINI C., PINTO R. (2019), “Digital readiness assessment of Italian SMEs: A case-study research”, Journal of Manufacturing Technology Management, vol. 31 n. 5 pp. 1045-1083.
PORTER M.E., HEPPELMANN J.E. (2014), “How smart, connected products are transforming competition”, Harvard Business Review, vol. 92, n. 11, pp. 64-88.
PORTER M.E., HEPPELMANN J.E. (2015), “How smart, connected products are transforming companies”, Harvard Business Review, vol. 93, n. 10, pp. 96-114.
RAGUSEO E. (2018), “Big data technologies: An empirical investigation on their adoption, benefits and risks for companies”, International Journal of Information Management, vol. 38, n. 1, pp. 187-195.
RAYNA T., STRIUKOVA L. (2016), “From rapid prototyping to home fabrication: How 3D printing is changing business model innovation”, Technological Forecasting and Social Change, vol. 102, pp. 214-224.
SANDERS A., ELANGESWARAN C., WULFSBERG J. (2016), “Industry 4.0 implies lean manufacturing: Research activities in Industry 4.0 function as enablers for lean manufacturing”, Journal of Industrial Engineering and Management, vol. 9, n. 3, pp. 811-833.
SCHNEIDER P. (2018), “Managerial challenges of Industry 4.0: An empirically backed research agenda for a nascent field”, Review of Managerial Science, vol. 12, n. 3, pp. 803-848.
SCHRAUF S., BERTTRAM P. (2016), “Industry 4.0: How digitization makes the supply chain more efficient, agile, and customer-focused”, Strategy and Pwc, vol. 9, n. 2016, pp. 1-32.
SESTINO A., PRETE M.I., PIPER L., GUIDO G. (2020), “Internet of Things and big data as enablers for business digitalization strategies”, Technovation, vol. 98, n. 12, pp. 1-9.
SONY M., NAIK S. (2019), “Critical factors for the successful implementation of Industry 4.0: A review and future research direction”, Production Planning and Control, vol. 31, n. 10, pp. 1-17.
SZALAVETZ A. (2019), “Industry 4.0 and capability development in manufacturing subsidiaries”, Technological Forecasting and Social Change, vol. 145, n. 8, pp. 384-395.
TO M.L., NGAI E.W.T. (2006), “Predicting the organizational adoption of B2C e-commerce: An empirical study”, Industrial Management and Data Systems, vol. 106, n. 8, pp. 1133-1147.
TORTORELLA G.L., FETTERMANN D. (2018), “Implementation of Industry 4.0 and lean production in Brazilian manufacturing companies”, International Journal of Production Research, vol. 56, n. 8, pp. 2975-2987.
TUPTUK S.H. (2018), “Security of smart manufacturing systems”, Journal of Manufacturing Systems, vol. 47, pp. 93-106.
UVA A.E., GATTULLO M., MANGHISI V.M., SPAGNULO D., CASCELLA G.L., FIORENTINO M. (2018), “Evaluating the effectiveness of spatial augmented reality in smart manufacturing: A solution for manual working stations”, International Journal of Advanced Manufacturing Technology, vol. 94, n. 1-4, pp. 509-521.
VEILE J.W., SCHMIDT M.C., MÜLLER J.M., VOIGT K.I. (2020), “Relationship follows technology! How Industry 4.0 reshapes future buyer-supplier relationships”, Journal of Manufacturing Technology Management, vol. 32, n. 6, pp. 1245-1266.
WANG Y., MA H.S., YANG J.H., WANG K.S. (2017), “Industry 4.0: A way from mass customization to mass personalization production”, Advances in Manufacturing, vol. 5, n. 4, pp. 311-320.
WEI W., SONG X., WANG D. (2017), “Manufacturing flexibility, business model design, and firm performance”, International Journal of Production Economics, vol. 193, n. 11, pp. 87-97.