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Flexibility in the Brazilian Industry 4.0: Challenges and Opportunities

Author

Listed:
  • José Celso Contador

    (Paulista University (UNIP))

  • Walter Cardoso Satyro

    (University Nove de Julho (UNINOVE)
    Polytechnic School of the University of Sao Paulo (USP))

  • Jose Luiz Contador

    (University Center Campo Limpo Paulista (UNIFACCAMP))

  • Mauro de Mesquita Spinola

    (Polytechnic School of the University of Sao Paulo (USP))

Abstract

The aim of this study is to analyze the results of a research carried out in Brazilian manufacturing companies that have typical initiatives of Industry 4.0, in order to identify the main challenges and opportunities of building a flexible industry and to provide elements that enable manufacturers to guide this construction with a little more security. Through the literature review, 28 challenges and 23 opportunities were identified and submitted by a questionnaire to 39 leaders of national and multinational manufacturing companies in Brazil, identifying which challenges and opportunities were the most and the least important. This study brings two theoretical contributions: it enriches the literature on challenges and opportunities of flexibility and draws attention to issues on the implementation of a flexible industry that needs studies. The management contributions are: (1) show the relative importance of 28 challenges and 23 opportunities and (2) detail the content of 24 questions (the 6 most and the 6 least relevant challenges and opportunities) in order to give certain security to the manufacturers to guide the building of the flexible industry and direct implementation actions. The limitations of this study are the reduced number of companies and segments of economy observed (Auto Parts, Metal-mechanics and Metallurgy) for an empirical study and the opinions of leaders in a moment, which may change, not allowing generalizations.

Suggested Citation

  • José Celso Contador & Walter Cardoso Satyro & Jose Luiz Contador & Mauro de Mesquita Spinola, 2020. "Flexibility in the Brazilian Industry 4.0: Challenges and Opportunities," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 21(1), pages 15-31, June.
    • Handle: RePEc:spr:gjofsm:v:21:y:2020:i:1:d:10.1007_s40171-020-00240-y
    DOI: 10.1007/s40171-020-00240-y
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    1. Alexander Nickolaevich Melnik & Kirill Andreevich Ermolaev & Mikhail Sergeevich Kuzmin, 2019. "Mechanism for Adjustment of the Companies Innovative Activity Control Indicators to Their Strategic Development Goals," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 20(3), pages 189-218, September.
    2. Sushil, 2017. "Small Steps for a Giant Leap: Flexible Organization," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 18(4), pages 273-274, December.
    3. Beach, R. & Muhlemann, A. P. & Price, D. H. R. & Paterson, A. & Sharp, J. A., 2000. "A review of manufacturing flexibility," European Journal of Operational Research, Elsevier, vol. 122(1), pages 41-57, April.
    4. Raj, Alok & Kumar, J. Ajith & Bansal, Prateek, 2020. "A multicriteria decision making approach to study barriers to the adoption of autonomous vehicles," Transportation Research Part A: Policy and Practice, Elsevier, vol. 133(C), pages 122-137.
    5. Sushil, 2018. "Flexible Systems Methodology: A Mixed-method/Multi-method Research Approach," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 19(2), pages 109-110, June.
    6. Daniel Alejandro Rossit & Fernando Tohmé & Mariano Frutos, 2019. "Industry 4.0: Smart Scheduling," International Journal of Production Research, Taylor & Francis Journals, vol. 57(12), pages 3802-3813, June.
    7. Moktadir, Md Abdul & Ali, Syed Mithun & Jabbour, Charbel Jose Chiappetta & Paul, Ananna & Ahmed, Sobur & Sultana, Razia & Rahman, Towfique, 2019. "Key factors for energy-efficient supply chains: Implications for energy policy in emerging economies," Energy, Elsevier, vol. 189(C).
    8. Sanawi M. Sharahiley, 2020. "Examining Entrepreneurial Intention of the Saudi Arabia’s University Students: Analyzing Alternative Integrated Research Model of TPB and EEM," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 21(1), pages 67-84, March.
    9. Sanjai Kumar Shukla & Sushil & Manoj Kumar Sharma, 2019. "Managerial Paradox Toward Flexibility: Emergent Views Using Thematic Analysis of Literature," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 20(4), pages 349-370, December.
    10. Sushil, 2019. "Theory building using SAP-LAP linkages: an application in the context of disaster management," Annals of Operations Research, Springer, vol. 283(1), pages 811-836, December.
    11. Alexandre Moeuf & Robert Pellerin & Samir Lamouri & Simon Tamayo-Giraldo & Rodolphe Barbaray, 2018. "The industrial management of SMEs in the era of Industry 4.0," International Journal of Production Research, Taylor & Francis Journals, vol. 56(3), pages 1118-1136, February.
    12. Tortorella, Guilherme Luz & Cawley Vergara, Alejandro Mac & Garza-Reyes, Jose Arturo & Sawhney, Rapinder, 2020. "Organizational learning paths based upon industry 4.0 adoption: An empirical study with Brazilian manufacturers," International Journal of Production Economics, Elsevier, vol. 219(C), pages 284-294.
    13. Nakul Parameswar & Sanjay Dhir & Sushil, 2020. "Interpretive Ranking of Choice of Interaction of Parent Firms Post-International Joint Venture Termination using TISM-IRP," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 21(1), pages 1-16, March.
    14. Rajneesh Chowdhury & Nihar Jangle, 2018. "Critical Systems Thinking Towards Enhancing Community Engagement in Micro-insurance," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 19(3), pages 209-224, September.
    15. Ciabuschi, Francesco & Perna, Andrea & Snehota, Ivan, 2012. "Assembling resources when forming a new business," Journal of Business Research, Elsevier, vol. 65(2), pages 220-229.
    16. Paul M. Swamidass & William T. Newell, 1987. "Manufacturing Strategy, Environmental Uncertainty and Performance: A Path Analytic Model," Management Science, INFORMS, vol. 33(4), pages 509-524, April.
    17. Chiappetta Jabbour, Charbel Jose & De Camargo Fiorini, Paula & Wong, Christina W.Y. & Jugend, Daniel & Lopes De Sousa Jabbour, Ana Beatriz & Roman Pais Seles, Bruno Michel & Paula Pinheiro, Marco Anto, 2020. "First-mover firms in the transition towards the sharing economy in metallic natural resource-intensive industries: Implications for the circular economy and emerging industry 4.0 technologies," Resources Policy, Elsevier, vol. 66(C).
    18. Payam Hanafizadeh & Mohammad Reza Harati Nik, 2020. "Configuration of Data Monetization: A Review of Literature with Thematic Analysis," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 21(1), pages 17-34, March.
    19. Gupta, Yash P. & Somers, Toni M., 1992. "The measurement of manufacturing flexibility," European Journal of Operational Research, Elsevier, vol. 60(2), pages 166-182, July.
    20. Sasan Torabzadeh Khorasani, 2018. "A Robust Optimization Model for Supply Chain in Agile and Flexible Mode Based on Variables of Uncertainty," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 19(3), pages 239-253, September.
    21. Ehsan Samiei & Jafar Habibi, 2020. "The Mutual Relation Between Enterprise Resource Planning and Knowledge Management: A Review," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 21(1), pages 53-66, March.
    22. Nhu-Ty Nguyen, 2020. "Performance Evaluation in Strategic Alliances: A Case of Vietnamese Construction Industry," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 21(1), pages 85-99, March.
    23. Shashank Mittal, 2019. "Role of Continuity, Specificity and Frequency of Firm–Supplier Exchanges in Customer Fulfilment: Evidence from Latin America," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 20(1), pages 25-37, December.
    24. Dalenogare, Lucas Santos & Benitez, Guilherme Brittes & Ayala, Néstor Fabián & Frank, Alejandro Germán, 2018. "The expected contribution of Industry 4.0 technologies for industrial performance," International Journal of Production Economics, Elsevier, vol. 204(C), pages 383-394.
    25. Rohit Kumar Singh & Sachin Modgil & Padmanav Acharya, 2019. "Assessment of Supply Chain Flexibility Using System Dynamics Modeling," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 20(1), pages 39-63, December.
    26. Alfred Theorin & Kristofer Bengtsson & Julien Provost & Michael Lieder & Charlotta Johnsson & Thomas Lundholm & Bengt Lennartson, 2017. "An event-driven manufacturing information system architecture for Industry 4.0," International Journal of Production Research, Taylor & Francis Journals, vol. 55(5), pages 1297-1311, March.
    27. Hendrik S. Birkel & Johannes W. Veile & Julian M. Müller & Evi Hartmann & Kai-Ingo Voigt, 2019. "Development of a Risk Framework for Industry 4.0 in the Context of Sustainability for Established Manufacturers," Sustainability, MDPI, vol. 11(2), pages 1-27, January.
    28. Josip Marić & Marco Opazo-Basáez, 2019. "Green Servitization for Flexible and Sustainable Supply Chain Operations: A Review of Reverse Logistics Services in Manufacturing," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 20(1), pages 65-80, December.
    29. Reza Babazdeh & Jafar Razmi & Reza Ghodsi, 2012. "Supply Chain Network Design Problem for a New Market Opportunity in an Agile Manufacturing System," Knowledge Horizons - Economics, Faculty of Finance, Banking and Accountancy Bucharest,"Dimitrie Cantemir" Christian University Bucharest, vol. 4(1-2), pages 53-62, March-Jun.
    30. Andrea Szalavetz, 2017. "The Environmental Impact of Advanced Manufacturing Technologies: Examples from Hungary," Central European Business Review, Prague University of Economics and Business, vol. 2017(2), pages 18-29.
    31. Reem Al-Jarallah & Emad-Eldin A. A. Aly, 2014. "Nonparametric Tests for Comparing Several Coefficients of Variation," Communications in Statistics - Theory and Methods, Taylor & Francis Journals, vol. 43(17), pages 3602-3613, September.
    32. Riccardo Aldrighetti & Ilenia Zennaro & Serena Finco & Daria Battini, 2019. "Healthcare Supply Chain Simulation with Disruption Considerations: A Case Study from Northern Italy," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 20(1), pages 81-102, December.
    33. Li Da Xu & Eric L. Xu & Ling Li, 2018. "Industry 4.0: state of the art and future trends," International Journal of Production Research, Taylor & Francis Journals, vol. 56(8), pages 2941-2962, April.
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