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Digital transformation in Malaysian manufacturing: a study of change sensing and seizing capabilities

Ahmed, Saif,Aziz, Norzalita Abd,Haque, Rasheedul,S.Senathirajah, Abdul Rahman Bin,Qazi, Sayeeduz Zafar

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Ahmed, Saif; Aziz, Norzalita Abd; Haque, Rasheedul; S.Senathirajah, Abdul Rahman Bin; Qazi, Sayeeduz Zafar Article Digital transformation in Malaysian manufacturing: a study of change sensing and seizing capabilities Cogent Business & Management Provided in Cooperation with: Taylor & Francis Group Suggested Citation: Ahmed, Saif; Aziz, Norzalita Abd; Haque, Rasheedul; S.Senathirajah, Abdul Rahman Bin; Qazi, Sayeeduz Zafar (2024) : Digital transformation in Malaysian manufacturing: a study of change sensing and seizing capabilities, Cogent Business & Management, ISSN 2331-1975, Taylor & Francis, Abingdon, Vol. 11, Iss. 1, pp. 1-28, https://doi.org/10.1080/23311975.2024.2392046 This Version is available at: https://hdl.handle.net/10419/326497 Standard-Nutzungsbedingungen: Die Dokumente auf EconStor dürfen zu eigenen wissenschaftlichen Zwecken und zum Privatgebrauch gespeichert und kopiert werden. 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If the documents have been made available under an Open Content Licence (especially Creative Commons Licences), you may exercise further usage rights as specified in the indicated licence. https://creativecommons.org/licenses/by/4.0/ Cogent Business & Management ISSN: 2331-1975 (Online) Journal homepage: www.tandfonline.com/journals/oabm20 Digital transformation in Malaysian manufacturing: a study of change sensing and seizing capabilities Saif Ahmed, Norzalita Abd Aziz, Rasheedul Haque, Abdul Rahman Bin S.Senathirajah & Sayeeduz Zafar Qazi To cite this article: Saif Ahmed, Norzalita Abd Aziz, Rasheedul Haque, Abdul Rahman Bin S.Senathirajah & Sayeeduz Zafar Qazi (2024) Digital transformation in Malaysian manufacturing: a study of change sensing and seizing capabilities, Cogent Business & Management, 11:1, 2392046, DOI: 10.1080/23311975.2024.2392046 To link to this article: https://doi.org/10.1080/23311975.2024.2392046 © 2024 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group View supplementary material Published online: 19 Aug 2024. Submit your article to this journal Article views: 3829 View related articles View Crossmark data Citing articles: 20 View citing articles Full Terms & Conditions of access and use can be found at https://www.tandfonline.com/action/journalInformation?journalCode=oabm20 ManageMent | ReseaRch aRticle Cogent Business & ManageMent 2024, VoL. 11, no. 1, 2392046 Digital transformation in Malaysian manufacturing: a study of change sensing and seizing capabilities saif ahmeda , norzalita abd aziza , Rasheedul haqueb , abdul Rahman Bin s.senathirajahc and sayeeduz Zafar Qazid agraduate school of Business, universiti Kebangsaan Malaysia, Bangi, Malaysia; bFaculty of Business, Hospitality, accounting and Finance (FBHaF), MaHsa university, Kuala Lumpur, Malaysia; cFaculty of Business & Communications, inti international university, nilai, Malaysia; duniversity of Business and technology, Jeddah, saudi arabia ABSTRACT Purpose: this study aims to explore the interplay between organizational culture, available resources, change management competency, and employee attitudes towards digital transformation readiness in Malaysia’s manufacturing sector. it seeks to address a research gap by providing empirical evidence and theoretical insights into the specific readiness for digital transformation within this context. Design/methodology/approach: a mixed-methods design was employed to collect and analyze data, offering a comprehensive view of digital transformation readiness. the quantitative phase involved a structured survey distributed to 357 participants from the manufacturing sector, while the qualitative phase consisted of semi-structured interviews with 20 key informants from selected manufacturing companies. this approach facilitated the exploration of dynamic capabilities, resource availability, change management competencies, and the influence of organizational culture and employee attitudes on digital transformation readiness. Findings: the findings indicate that organizational culture, resource availability, change management capabilities, and employee attitudes towards innovation and change significantly impact an organization’s readiness for digital transformation. the study underscores the critical role of effective change management and the positive influence of a supportive organizational culture and employee attitudes in enhancing digital transformation efforts which will aid sustainable growth in organizations. Originality/value: this research contributes significantly to the digital transformation literature by analyzing factors affecting digital readiness within the Malaysian manufacturing sector, an area previously underexplored. integrating Dynamic capabilities theory, the Resource-Based View, and change Management theories, and using a mixed-methods approach, the study offers valuable insights for industry leaders, managers, and policymakers on effectively driving digital transformation. it highlights the importance of resource allocation, supportive organizational culture, and effective change management practices, addressing a critical gap in existing research. Introduction Digital transformation has significantly impacted Malaysian manufacturing firms by enhancing their efficiency, productivity, and competitiveness (Digital nasional Berhad, 2021). the adoption of industry 4.0 technologies, such as artificial intelligence (ai) and the internet of things (iot), has enabled these firms to streamline operations, automate manual tasks, and predict machinery maintenance, thereby reducing errors and optimizing production processes (Kraus etal., 2021; Volberda etal., 2021). Despite these benefits, the adoption of digital technologies remains relatively low, with only 11% of Malaysian manufacturing companies having transformed most of their business processes by 2022 (Rodríguez-espíndola et al., 2022). Furthermore, 55% of Malaysian organizations lack an integrated enterprise-wide digital © 2024 the author(s). Published by informa uK Limited, trading as taylor & Francis group CONTACT Rasheedul Haque [email protected]y Faculty of Business, Hospitality, accounting and Finance (FBHaF), MaHsa university, Kuala Lumpur, Malaysia. this article has been corrected with minor changes. these changes do not impact the academic content of the article. https://doi.org/10.1080/23311975.2024.2392046 this is an open access article distributed under the terms of the Creative Commons attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. the terms on which this article has been published allow the posting of the accepted Manuscript in a repository by the author(s) or with their consent. ARTICLE HISTORY Received 26 March 2024 Revised 7 June 2024 accepted 18 July 2024 KEYWORDS Digital transformation; manufacturing sector; sustainable growth; organizational culture; resource availability; change management competency; employee attitudes SUBJECTS industry and industrial studies; Business, Management, and accounting; Manufacturing industries; information technology industries 2 s. ahMeD etal. transformation strategy, and 91% are still in the early stages of digital maturity (lawrence, 2022). this slow digital adoption is compounded by challenges, such as high costs, lack of infrastructure, and insufficient integrated digital strategies across enterprises (hussain & Papastathopoulos, 2022). Despite increased awareness of the significance of digital transformation, numerous Malaysian manufacturing companies struggle to successfully adopt and harness digital technologies to their fullest potential (Rodríguez-espíndola et al., 2022). this persistent disparity between digital aspirations and actualization prevents these organizations from deriving the comprehensive benefits of such transformative processes (Parviainen et al., 2022). hence, a probe into the factors contributing to, or deterring, organizational readiness for digital transformation within Malaysian manufacturing companies becomes vital. While existing research has scrutinized factors influencing digital transformation readiness across various contexts, a specific research void exists in understanding the preparedness for digital transformation within Malaysia’s manufacturing sector (Brekke etal., 2023; chatterjee etal., 2021). the unique attributes of this sector, such as its reliance on traditional processes and the particular challenges faced by Malaysian organizations, necessitate a detailed examination of the factors impacting their readiness for digital transformation (ahmed etal., 2022; Khalil etal., 2022a). addressing this research lacuna will aid in devising tailored strategies supporting Malaysian manufacturing companies in their digital transformation quests, thereby enhancing their overall competitiveness (Kitsios et al., 2021). human resources play a crucial role in an organization’s ability to adapt to digital changes and acquire new digital skills (Van laar et al., 2017). however, a significant gap exists in the availability of skilled personnel within Malaysian manufacturing firms, which hampers the pace of digital transformation. Financial resources are essential for investing in digital technologies and infrastructure (Rosin etal., 2020), yet many sMes face financial constraints that limit their capacity to procure necessary digital tools and infrastructure, thereby widening the digital divide. access to advanced technological resources is also problematic due to the high costs associated with cutting-edge tools and systems (crittenden et al., 2019). effective change management capabilities, including proficient management of change processes and overcoming resistance, are critical for successful digital transformation (li et al., 2018). nonetheless, many organizations struggle with inadequate change management practices, impeding smooth transitions to digital operations. employee attitudes towards digital transformation significantly influence their readiness to accept and engage with digital initiatives (Varshney, 2020). negative attitudes and resistance to change among employees can derail digital transformation efforts, underscoring the need for enhanced change management and training programs. Finally, organizational culture shapes the values, norms, and beliefs of an organization, affecting its receptivity to digital shifts (elsbach & stigliani, 2018; singh et al., 2020). there is a discernible gap in understanding how to cultivate a culture that supports continuous learning and innovation within the Malaysian manufacturing sector. therefore, this study aims to explore the organizational readiness for digital transformation among Malaysian manufacturing companies by investigating the interplay between these pivotal factors. From a theoretical perspective integration of Dynamic capabilities theory, Resource-Based View (RBV), and change Management theories addresses the struggle to successfully adopt and harness digital technologies to their fullest potential by providing a multi-faceted approach to understanding digital transformation readiness in Malaysian manufacturing firms. Dynamic capabilities theory helps firms identify and act on digital opportunities through sensing, seizing, and transforming capabilities (teece et al., 1997). RBV focuses on leveraging valuable resources, such as skilled personnel, financial capital, and advanced technologies essential for digital transformation (Barney, 1991). change Management theories offer insights into managing the human and organizational aspects of change, emphasizing the importance of effective communication, employee engagement, and a supportive culture (Kotter, 1996; Varshney, 2020). By combining these theories, the study can comprehensively examine how organizational culture, resource availability, change management competency, and employee attitudes collectively influence digital transformation readiness, providing a holistic solution to enhance operational efficiency, innovation, and competitiveness in the sector. By unveiling the key determinants impacting readiness for digital transformation in this specific context, the research will provide valuable insights into the current state of digital readiness among Malaysian manufacturing firms (Khin & hung Kee, 2022). additionally, the findings will bear practical implications cogent Business & ManageMent 3 for managers, policymakers, and industry stakeholders, directing them in formulating effective strategies to prepare organizations for successful digital transformation (Barends & Rousseau, 2018). By bridging the research gap and illuminating the obstacles and facilitators of digital transformation readiness, this study strives to foster the digital ecosystem in Malaysia, promoting innovation, growth, and sustainable competitiveness within the manufacturing sector. Review of the literature and development of hypotheses Organizational digital transformation in manufacturing organizations organizational digital transformation refers to the transformation of traditional business processes through the adoption and utilization of digital technologies, such as artificial intelligence, internet of things (iot), cloud computing, and data analytics (akter et al., 2022; casalino et al., 2020; Khin & hung Kee, 2022). this shift toward digital transformation offers numerous benefits to manufacturing organizations, including improved operational efficiency, improved product quality, increased innovation and agility, enhanced customer experience, and the creation of new business models. several driving factors contribute to the adoption of digital transformation in manufacturing organizations. technological advancements, such as the increasing availability and affordability of digital tools, act as enablers for organizations to embark on digital transformation initiatives (agostino et al., 2020). Market pressures, driven by changing customer expectations and competitive dynamics, also push organizations to embrace digital technologies to stay relevant and competitive (Dixit et al., 2021; Volberda et al., 2021). Furthermore, regulatory requirements, industry standards, and the need for sustainability considerations play a role in driving digital transformation efforts (sarkis etal., 2021). Despite the recognized benefits, several challenges hinder the successful implementation of digital transformation initiatives in manufacturing organizations. these challenges include resistance to change, a lack of digital skills and capabilities within the workforce, reliance on legacy systems and infrastructure, data privacy and security concerns, and the need for substantial financial investments (Barends & Rousseau, 2018; Brunetti et al., 2020; Khin & hung Kee, 2022). overcoming these challenges requires organizations to develop strategies that address both the technological and organizational aspects of digital transformation. in the specific context of Malaysian manufacturing organizations, the digital transformation journey is shaped by unique contextual factors. the Malaysian government has actively promoted digital transformation through initiatives, such as the national Policy on industry 4.0 and the Digital transformation acceleration Program (MyDigital). these initiatives aim to enhance the competitiveness of Malaysian manufacturing organizations by encouraging the adoption of digital technologies and fostering the development of digital skills (shaharudin etal., 2023; tay etal., 2021). however, the digital transformation landscape in Malaysia exhibits varying levels of adoption and readiness among organizations. Research specifically focusing on digital transformation in Malaysian manufacturing organizations is still emerging but growing in importance. studies highlight the challenges faced by these organizations, including limited digital literacy, scarcity of resources for technology adoption, concerns about data security, and the need for organizational culture and leadership support (Beaunoyer etal., 2020; costan etal., 2021; Falloon, 2020; Khan etal., 2021). additionally, research emphasizes the potential benefits of digital transformation, such as improved operational efficiency, enhanced competitiveness, and increased innovation (azeem etal., 2021; Mostaghel et al., 2022; shen et al., 2022). organizational digital transformation has become a critical area of research and practice, as manufacturing organizations actively pursue digital transformation initiatives. the recognized benefits of digital transformation, including improved efficiency, innovation, and competitiveness, further underscore the importance of this topic. however, challenges related to resistance to change, skills gaps, and financial constraints persist. in the context of Malaysian manufacturing organizations, the digital transformation landscape is shaped by government initiatives and specific challenges associated with digital adoption and readiness. as research on digital transformation in Malaysian manufacturing organizations continues to develop, it sheds light on the unique challenges and opportunities they face on their digital transformation 4 s. ahMeD etal. journeys. Further research is needed to explore effective strategies for overcoming barriers to digital transformation and to assess the impact of digital transformation on the performance and competitiveness of Malaysian manufacturing organizations. By deepening our understanding of these dynamics, this study can provide valuable insights to guide organizations in their digital transformation efforts and contribute to the advancement of knowledge in this field. Theories in the context of organizational digital transformation the Dynamic capabilities theory (teece et al., 1997) offers a robust theoretical base for understanding how organizations develop and apply their capabilities to adjust to evolving environments and propel successful digital transformation. under this framework, sensing capabilities describe an organization’s aptitude to identify and acknowledge opportunities and threats stemming from the digital environment (Magistretti et al., 2021). they involve monitoring external circumstances, tracking market trends, and collating pertinent data to forecast changes and pinpoint opportunities for digital transformation (Rahman et al., 2020). seizing capabilities, contrastingly, allude to the organization’s capacity to mobilize and utilize resources to seize identified opportunities, such as resource allocation, forming strategic alliances, and making timely and effective decisions to capture the benefits offered by digital technologies (Åberg & torchia, 2020). transforming capabilities comprise an organization’s ability to restructure its resources, processes, and organizational structures to facilitate a successful digital transformation (Åberg & torchia, 2020). By integrating sensing, seizing, and transforming capabilities, this research aims to investigate how these dynamic capabilities impact readiness for digital transformation in Malaysian manufacturing companies. the Resource-Based View (RBV) serves as another significant theoretical lens that aids the understanding of organizational readiness for digital transformation (Barney, 2001). in the realm of organizational digital transformation, human Resources, Financial Resources, and technological Resources are central elements within the RBV framework (De Massis et al., 2018). human Resources incorporate the competencies, knowledge, and skills of the organization’s workforce, which are vital for promoting digital transformation (Bansal et al., 2023). Financial Resources involve the organization’s financial wherewithal to invest in digital technologies, infrastructure, and talent acquisition (Barney, 2001). technological Resources refer to the availability and accessibility of sophisticated tools, systems, and infrastructure that facilitate digital innovation and transformation (Åberg & torchia, 2020). By integrating RBV principles, this research proposes to investigate the influence of these resources on organizational readiness for digital transformation in the Malaysian manufacturing context. change management theories offer valuable insights into managing organizational change and fostering readiness for digital transformation (Kotter, 1996). change management capabilities encapsulate an organization’s ability to efficiently plan, introduce, and administer change initiatives associated with digital transformation (Warner & Wäger, 2019). employee attitudes play a pivotal role in shaping their acceptance and involvement with digital initiatives (Varshney, 2020). Positive attitudes towards digital transformation can significantly contribute to the successful execution of digital transformation efforts (Ramaprasad et al., 2021). organizational culture influences the organization’s openness to change and digital transformation efforts. a culture that values innovation, encourages collaboration, and embraces continuous learning facilitates the adoption and integration of digital technologies within the organization (Warner & Wäger, 2019). Drawing on change Management theories, this study intends to explore the relationships between change Management capabilities, employee attitudes, organizational culture, and the readiness for digital transformation among Malaysian manufacturing companies. the ultimate outcomes of digital transformation are improved efficiency and increased innovation. improved efficiency refers to the organization’s ability to streamline operations, enhance productivity, and optimize resource utilization through digital transformation efforts (chang et al., 2017). increased innovation encompasses the organization’s capacity to generate and implement new ideas, products, and processes enabled by digital technologies (seeck & Diehl, 2017). examining the relationship between these results of digital transformation and organizational performance, this study aims to contribute to a comprehensive understanding of the impact of digital transformation on Malaysian manufacturing companies. cogent Business & ManageMent 5 altogether, the amalgamation of Dynamic capabilities theory, RBV, change Management theories, and the examination of digital transformation outcomes offer a comprehensive theoretical framework for exploring organizational readiness for digital transformation in Malaysian manufacturing companies. this theoretical foundation provides valuable insights into the factors that drive or hinder digital transformation readiness, guiding organizations in their digital transformation efforts and contributing to the existing body of knowledge (Figure 1). Hypothesis development Change sensing capabilities and change management capabilities Based on the findings of Fosso Wamba etal. (2020), organizations with strong sensing capabilities, characterized by effective scanning and monitoring of the external environment, are more likely to have successful change management practices in place. this supports the notion that higher levels of change sensing capabilities, encompassing human Resources, Financial Resources, and technological Resources, contribute to the development of stronger change Management capabilities. the study by singh etal. (2019) further supports the notion by highlighting the role of sensing capabilities in identifying and recognizing opportunities for change. organizations with robust change sensing capabilities are better equipped to develop and implement effective change management strategies. Moreover, Xie et al. (2020) argues that organizations with strong sensing capabilities are more adept at anticipating and responding to environmental changes, enabling them to effectively manage and seize opportunities for change. this suggests a positive relationship between change sensing capabilities and change Management capabilities. linde et al. (2021) emphasize the importance of sensing capabilities in organizational change processes. their study suggests that organizations with higher levels of sensing capabilities are more likely to initiate and manage successful change initiatives. the Resource-Based View literature, as proposed by Barney (2001), Van Rijnsoever et al. (2008), and Wernerfelt (1984) supports the idea that organizations with strong resource sensing capabilities, including human Resources, Financial Resources, and technological Resources, are more likely to possess the necessary capabilities and resources for effective change management. therefore, drawing from the theoretical foundations of Dynamic capabilities theory, Resource-Based View, and findings from various studies. H1: There is a significant relationship between change-detecting capabilities (Human Resources, Financial Resources, and Technological Resources) and change-management capabilities, where higher levels of Change Sensing Capabilities are associated with stronger change-seizing capabilities. Figure 1. Research framework. 6 s. ahMeD etal. Change sensing capabilities and organizational culture studies by Metwally etal. (2019) and nakayama etal. (2019) demonstrate that organizations with strong change sensing capabilities are more likely to foster positive employee attitudes toward change. these organizations effectively communicate the rationale behind change initiatives, involve employees in the change process, and provide support and resources to facilitate a smooth transition. as a result, employees perceive change as more favorable and are more likely to embrace and support change efforts. Research by Bojesson and Fundin (2021) and Kim and leach (2020) also supports this hypothesis, showing that organizations with higher levels of change-sensing capabilities have employees who exhibit higher levels of commitment and enthusiasm toward change. these positive employee attitudes contribute to the successful implementation of change initiatives and organizational transformation. Furthermore, the Resource-Based View literature, as discussed by Barney (2001), Van Rijnsoever et al. (2008), and Wernerfelt (1984), provides theoretical support for the relationship between change sensing capabilities and employee attitudes. human Resources, Financial Resources, and technological Resources play a crucial role in fostering positive employee attitudes toward change. adequate investment in employee training and development, financial resources to support change initiatives, and access to advanced technological tools and systems can create a conducive environment for positive employee attitudes towards change. higher levels of change sensing capabilities are associated with more positive employee attitudes toward change (edosomwan & nwanzu, 2021). this theoretical underpinning suggests that organizations with stronger change sensing capabilities are more likely to cultivate a supportive and favorable environment for change among their employees. there is a significant relationship between change detection capabilities (human Resources, Financial, and technological Resources) and employee attitudes, by which higher levels of change sensing capabilities are associated with more positive employee attitudes. H2: There is a significant relationship between Change Sensing Capabilities (Human Resources, Financial Resources, and Technological Resources) and Organizational Culture, whereby higher levels of Change Sensing Capabilities are associated with a more favorable Organizational Culture. Change seizing capabilities and improved efficiency empirical evidence substantiates the hypothesis that a significant relationship exists between change seizing capabilities and improved efficiency, implying that stronger change seizing capabilities are positively associated with enhanced efficiency in digital transformation endeavors (soluk etal., 2021). numerous studies, including hughes etal. (2019) and Mikalef and Pateli (2017) underscore the pivotal role of change Management capabilities in driving heightened efficiency during digital transformation. organizations equipped with skillful change management capabilities can proficiently plan, execute, and oversee change initiatives, resulting in smoother transitions and successful integration of digital technologies (soluk et al., 2021). consequently, this engenders streamlined processes, heightened productivity, and optimized resource utilization, ultimately fostering improved operational efficiency. the works of edosomwan and nwanzu (2021) and teece (2014) also lend support by revealing the significance of positive employee attitudes toward change in achieving heightened efficiency. employees who exhibit favorable attitudes toward change are more inclined to embrace digital transformation efforts, adapt to novel technologies, and actively participate in the change process. such engagement and commitment of employees improve efficiency and effectiveness in digital transformation endeavors. Moreover, organizational culture, as expounded by Bojesson and Fundin (2021) and Kim and leach (2020) exerts influence on the nexus between change seizing capabilities and improved efficiency. a culture that values innovation, collaboration, and continuous learning provides a nurturing environment for digital transformation, facilitating the assimilation and integration of digital technologies. such a culture encourages employees to explore novel work methodologies, experiment with digital tools, and contribute to process enhancements, ultimately fostering heightened efficiency. theoretical perspectives, including the Resource-Based View (RBV) advanced by Barney (2001) and change Management theories, further buttress the relationship between change seizing capabilities and improved efficiency. Within the RBV framework, human Resources, Financial Resources contribute, and technological Resources significantly to heightened efficiency by empowering organizations to invest in cogent Business & ManageMent 7 digital technologies, acquire the necessary skills, and capitalize on technological advancements. change Management theories underscore the paramount importance of effective change management practices, encompassing employee attitudes and organizational culture, in driving improved efficiency during digital transformation. so this study proposes: H3: There is a significant relationship between Change Seizing Capabilities (Change Management Capabilities, Employee Attitudes, and Organizational Culture) and Improved Efficiency, whereby Strong Change Seizing Capabilities are associated with improved efficiency in digital transformation efforts. Change seizing capabilities and increased innovation extensive scholarly research supports the hypothesis that a significant relationship exists between change-seizing capabilities and increased innovation, suggesting that organizations with stronger change seizing capabilities are more likely to experience increased innovation in their digital transformation endeavors (Åberg & torchia, 2020). numerous studies, including Do et al. (2021), grossi et al. (2019), and sultana and thompson (2017) emphasize the crucial role of change management capabilities in fostering increased innovation during digital transformation. organizations equipped with effective change management capabilities possess the ability to plan, implement, and manage change initiatives seamlessly. By providing a structured framework for innovation, these capabilities facilitate the integration of digital technologies and stimulate creative thinking, leading to enhanced innovative outcomes. the significance of employee attitudes in driving increased innovation is evident in the works of (Bojesson & Fundin, 2021; chiu, 2021; edosomwan & nwanzu, 2021). Positive attitudes toward change engender a culture of openness, receptiveness, and willingness to explore new ideas and embrace digital transformation efforts. employees with favorable attitudes are more likely to engage in innovative practices, share knowledge, and contribute to the development of innovative solutions, thereby fostering increased innovation in digital transformation initiatives. organizational culture also plays a pivotal role in the relationship between change seizing capabilities and increased innovation. studies by Barberá-tomás et al. (2019) and Karim and thiel (2017) highlight that an organizational culture that values innovation, encourages risk-taking, and supports experimentation provides a conducive environment for fostering increased innovation. such a culture nurtures creativity, collaboration, and learning, which are critical for generating and implementing innovative ideas enabled by digital technologies. theoretical perspectives, such as the Resource-Based View (RBV) proposed by Barney (2001) and change Management theories, further support the relationship between change seizing capabilities and increased innovation. Within the RBV framework, change Management capabilities, employee attitudes, and organizational culture are considered valuable resources that contribute to increased innovation. these resources enable organizations to adapt to technological advances, leverage employee knowledge and creativity, and create a supportive environment for innovation. H4: There is a significant relationship between change-seizing capabilities (change-management capabilities, employee attitudes, and Organizational Culture) and increased innovation, whereby stronger Change Seizing Capabilities are associated with increased innovation in digital transformation efforts. Mediation effect of change seizing capabilities change sensing capabilities, as highlighted by nakayama et al. (2019), enable organizations to identify and recognize opportunities for change by effectively scanning and monitoring the external environment. these capabilities, which include human Resources, Financial Resources, and technological Resources, provide organizations with the necessary insights and resources to identify opportunities for digital transformation. change seizing capabilities play a critical role in translating the identified opportunities into improved efficiency (teece, 2012). change management capabilities, as explored by soluk et al. (2021), facilitate effective planning, implementation, and management of change initiatives. they enable organizations to streamline processes, optimize resource utilization, and improve operational efficiency through digital transformation efforts. 14 s. ahMeD etal. statistical significance. the f-square values, which measure the effect size, show that these relationships are of medium to large effect. hypothesis 2 (h2), hypothesis 3 (h3), and hypothesis 4 (h4) can be interpreted in a similar manner. it’s worth noting in h3 that the path ea -> ie is not significant (p = 0.111), and in h4, the path cMc -> ii is not significant (p = 0.365), which indicates these relationships might not exist in the population. the mediation effects are shown in hypothesis 5 (h5) and hypothesis 6 (h6). these effects describe the influence of an indirect path on the relationship between the predictor and the outcome. For instance, the path FR -> cMc -> ie in h5 indicates the mediation effect of cMc on the relationship between FR and ie. the results show the mediation effect is significant (p = 0.002), meaning the relationship between FR and ie is at least partly explained by the influence of FR on cMc, and in turn, the influence of cMc on ie. lastly, the paths hR -> cMc -> ii, FR -> cMc -> ii, and tR -> cMc -> ii in h6 have non-significant p-values, suggesting these indirect relationships might not exist in the population. Thematic analysis Following an extensive process of transcribing, coding, and analyzing the data from the 20 interviews, several salient themes emerged using nVivo. Theme 1: Organizational culture and digital readiness Multiple interviewees pointed to organizational culture as a critical determinant of digital readiness. they shared that companies with a culture of innovation and continuous learning were better positioned to embrace digital transformation. For instance, one ceo explained, ‘our culture of curiosity and continuous improvement has been vital in our journey toward digital transformation’. Table 5. Results of the structural model analysis. Hypothesis path original sample sample mean standard deviation t statistics p-Values f-square H1 HR -> CMC 0.281 0.282 0.052 5.441 0.000 0.125 FR -> CMC 0.342 0.339 0.066 5.198 0.000 0.143 tR -> CMC 0.331 0.331 0.056 5.955 0.000 0.162 H2 HR -> oC 0.199 0.199 0.054 3.696 0.000 0.062 FR -> oC 0.359 0.355 0.066 5.402 0.000 0.154 tR -> oC 0.386 0.390 0.072 5.348 0.000 0.215 H3 CMC -> ie 0.262 0.262 0.073 3.592 0.000 0.052 ea -> ie 0.120 0.127 0.076 1.593 0.111 0.012 oC -> ie 0.518 0.513 0.070 7.360 0.000 0.256 H4 CMC -> ii −0.051 −0.048 0.056 0.907 0.365 0.003 ea -> ii 0.372 0.374 0.061 6.108 0.000 0.144 oC -> ii 0.607 0.602 0.057 10.588 0.000 0.457 Mediation effect H5 FR -> CMC -> ie 0.090 0.088 0.029 3.108 0.002 HR -> CMC -> ie 0.074 0.074 0.026 2.847 0.004 tR -> CMC -> ie 0.087 0.087 0.030 2.939 0.003 HR -> ea -> ie 0.020 0.023 0.017 1.206 0.228 FR -> ea -> ie 0.060 0.062 0.036 1.664 0.096 tR -> ea -> ie 0.033 0.036 0.024 1.393 0.164 HR -> oC -> ie 0.103 0.102 0.031 3.346 0.001 FR -> oC -> ie 0.186 0.181 0.038 4.922 0.000 tR -> oC -> ie 0.200 0.201 0.050 3.991 0.000 H6 HR -> CMC -> ii −0.014 −0.013 0.016 0.892 0.372 FR -> CMC -> ii −0.017 −0.017 0.020 0.860 0.390 tR -> CMC -> ii −0.017 −0.016 0.019 0.898 0.369 HR -> ea -> ii 0.062 0.062 0.020 3.050 0.002 FR -> ea -> ii 0.187 0.187 0.035 5.266 0.000 tR -> ea -> ii 0.103 0.105 0.033 3.170 0.002 HR -> oC -> ii 0.121 0.119 0.035 3.498 0.000 FR -> oC -> ii 0.218 0.213 0.041 5.347 0.000 tR -> oC -> ii 0.234 0.235 0.052 4.498 0.000 CMC: change management capabilities; ea: employee attitudes; FR: financial resources; HR: human resources; ie: improved efficiency; ii: increased innovation; oC: organizational culture; tR: technological resources. cogent Business & ManageMent 15 Theme 2: Resource availability several participants highlighted the importance of resources for implementing digital transformation. Financial resources, human resources, and technological resources were emphasized. as one interviewee shared, ‘Without adequate funding and the right people equipped with necessary digital skills, our digital transformation initiatives would have been impossible’ (Pathmanathan et al., 2022). Theme 3: Change management competency Participants consistently underlined the role of effective change management in navigating digital transformation. they shared experiences about how structured management of change processes and open communication helped to mitigate resistance. For instance, a participant noted, ‘transparent communication about the benefits and implications of the digital transformation was vital in gaining employee buy-in’ (Wangyanwen etal., 2023). Theme 4: Employee attitudes towards digital transformation the attitude of employees towards digital transformation was another recurring theme. Participants suggested that positive attitudes were closely linked to successful digital transformation. ‘our employees’ enthusiasm for and openness to digital technologies greatly facilitated our transformation’, one interviewee remarked (Wickneswary et al., 2024). Figure 3. structural model illustration. 16 s. ahMeD etal. Theme 5: Innovation emphasis Most participants mentioned the importance of an emphasis on innovation. they felt that an organization that values innovation is more likely to adopt and successfully implement digital technologies. one participant shared, ‘a focus on innovation allowed us to experiment, take calculated risks, and eventually find digital solutions that work for us’. Theme 6: Resistance to change Despite the reported benefits and successes, resistance to change was a common theme that emerged from the interviews. Participants spoke of the challenges posed by employees resistant to digital transformation, reflecting the human aspect of any change process. For instance, one participant shared, ‘overcoming initial resistance was a major hurdle (ahmed et al., 2024). however, through consistent training and communication, we managed to alleviate many of their concerns’. in sum, these findings reveal the complex interplay of various factors influencing organizational readiness for digital transformation within the Malaysian manufacturing sector (ahmed et al., 2022). the themes that emerged contribute to a deeper understanding of the specific nuances and intricacies of preparing for and implementing digital transformation in this context. the results underscore the significance of an organization’s culture, resources, change management capabilities, employee attitudes, emphasis on innovation, and overcoming resistance to change in the digital transformation journey. Discussion of the findings the study conducted aimed to explore the complex dynamics of digital transformation readiness within organizations, particularly in the Malaysian manufacturing sector. a mixed-methods approach was utilized, and it revealed several compelling insights, supported by both quantitative and qualitative data. the strong relationship between organizational culture (oc) and digital readiness metrics, such as improved efficiency (ie) and increased innovation (ii) reflects the crucial role of organizational culture in promoting digital readiness. Quantitative data reveal that oc significantly impacts both ie (β = 0.518, p < 0.001) and ii (β = 0.607, p < 0.001), underscoring its importance. this observation echoes previous literature; for instance, azeem etal. (2021) emphasized that a culture of innovation and continuous learning positively impacts digital transformation efforts. interview data also underscored this finding, with one ceo explaining that their ‘culture of curiosity and continuous improvement’ was instrumental in their journey toward digital transformation. these quantitative results and qualitative insights highlight the pivotal role of fostering a supportive and innovative organizational culture to enhance digital readiness. Regarding the availability of resources, the study found that Financial Resources (FR) and human Resources (hR) significantly influence change Management capabilities (cMc) and organizational culture (oc). Quantitative data show that FR significantly impacts cMc (β = 0.342, p < 0.001) and oc (β = 0.359, p < 0.001), while hR also significantly impacts cMc (β = 0.281, p < 0.001) and oc (β = 0.199, p < 0.001). this aligns with Bansal etal. (2023) and Jiang etal. (2023), who asserted that sufficient financial and human resources are vital for successful digital transformation. the qualitative findings supported this, with one interviewee noting the impossibility of their digital transformation initiatives without ‘adequate funding and the right people equipped with necessary digital skills’. these results underscore the critical role of financial and human resources in enhancing change management capabilities and fostering a supportive organizational culture. change management competency was another significant factor influencing digital transformation readiness (Khalil et al., 2022b). the quantitative analysis revealed that hR (β = 0.281, p < 0.001), FR (β = 0.342, p < 0.001), and technological Resources (tR) (β = 0.331, p < 0.001) significantly impact cMc. this finding complements the views of edosomwan and nwanzu (2021), who underscored the role of effective change management in navigating digital transformation. literature supports these findings, highlighting the necessity of robust resources for effective change management. Kotter (1996) emphasized the importance of clear communication and strong leadership in managing change. similarly, Warner and Wäger (2019) noted that comprehensive change management strategies, including transparent communication and stakeholder engagement, are critical for overcoming cogent Business & ManageMent 17 resistance and ensuring successful digital transformation. the qualitative findings align with these perspectives, with one participant observing that ‘transparent communication about the benefits and implications of the digital transformation was vital in gaining employee buy-in’. these results underscore the importance of financial, human, and technological resources in building robust change management capabilities, essential for successful digital transformation. additionally, they affirm the literature’s emphasis on the integral role of change management in facilitating digital transformation initiatives (li et al., 2018; Varshney, 2020). employee attitudes towards digital transformation also emerged as a crucial factor. the quantitative analysis indicated a significant relationship between employee attitudes (ea) and both improved efficiency (ie) (β = 0.120, p < 0.001) and increased innovation (ii) (β = 0.372, p < 0.001). this reflects the qualitative finding that positive attitudes facilitate digital transformation. crittenden etal. (2019), schafer and graham (2002), and Rodríguez-espíndola etal. (2022) corroborate this, arguing that employees’ openness to digital technologies is essential for transformation. this was encapsulated in an interviewee’s remark that their employees’ enthusiasm greatly facilitated their transformation process (sirajuddin etal., 2023). these findings underscore the importance of fostering positive employee attitudes towards digital transformation, which significantly contributes to enhanced efficiency and innovation in digital transformation efforts (annathurai etal., 2023). the emphasis on innovation was another recurrent theme across the findings. the quantitative results revealed that organizational culture (oc) (β = 0.607, p < 0.001) and employee attitudes (ea) (β = 0.372, p < 0.001) significantly impact increased innovation (ii), reinforcing the importance of innovation in digital transformation success, as highlighted by Barends and Rousseau (2018) and casalino et al. (2020). this was also reflected in the qualitative data, with one participant stating that a focus on innovation allowed their organization to take calculated risks and find effective digital solutions. these findings underscore the critical role of fostering a culture of innovation and positive employee attitudes to drive successful digital transformation initiatives (Jing et al., 2023). Despite not being a direct measure in the quantitative analysis, resistance to change emerged as a common theme from the qualitative data, signifying a potential hurdle in the digital transformation journey (Khalil etal., 2023). this qualitative insight complements the quantitative findings, where paths, such as employee attitudes (ea) to improved efficiency (ie) (β = 0.120, p = 0.111) did not show significant direct relationships, suggesting that underlying resistance might dilute the potential impact of positive attitudes. this is in line with Warner and Wäger (2019), who argue that managing resistance to change is a key aspect of implementing digital transformation. one participant remarked that ‘overcoming initial resistance was a major hurdle. however, through consistent training and communication, we managed to alleviate many of their concerns’. this underscores the necessity of addressing resistance to change to fully realize the benefits of digital transformation initiatives (Wai et al., 2024). in conclusion, this study contributes valuable insights into the interplay of multiple factors influencing organizational readiness for digital transformation (chawdhury etal., 2022). these findings not only offer empirical support to existing literature but also provide practical implications for organizations embarking on their digital transformation journey. Implications of the study Theoretical implications the theoretical implications of this study’s findings, which explored the readiness for digital transformation in the Malaysian manufacturing sector, reinforce and extend several established theories, including Dynamic capabilities theory, the Resource-Based View, and change Management theories. these implications are discussed in light of the quantitative and qualitative results obtained. the findings enhance the understanding of Dynamic capabilities theory by illustrating how sensing, seizing, and transforming capabilities are crucial for digital transformation. the quantitative data showed significant impacts of human resources (hR), financial resources (FR), and technological resources (tR) on change management capabilities (cMc). this highlights the importance of these resources in building effective change management practices, supporting the argument that dynamic capabilities evolve from 18 s. ahMeD etal. an organization’s ability to integrate, build, and reconfigure internal and external competencies to address rapidly changing environments. Qualitative data further supported this by emphasizing that adequate resources and sensing capabilities are critical for effective change management. the Resource-Based View (RBV) is supported by the findings, which underscore the importance of human, financial, and technological resources as critical enablers of change management capabilities and organizational culture (oc) (Wan etal., 2023). the quantitative data showed significant impacts of FR and hR on both cMc and oc. this validates the RBV by suggesting that strategic management of these resources is crucial for digital transformation. the qualitative findings reinforced this by highlighting the necessity of financial and human resources in successful digital initiatives, aligning with the RBV’s emphasis on valuable, rare, inimitable, and non-substitutable resources. change Management theories are also underscored by the findings, particularly the importance of managing resistance to change (Barman etal., 2023). the qualitative data identified resistance to change as a significant theme, indicating it as a potential hurdle in the digital transformation journey. this finding is consistent with theories, such as Kotter’s eight steps for leading change, which argue that successful change initiatives require broad employee support and should be embedded within the organizational culture (Kaur et al., 2022). the quantitative data, showing the significant relationship between oc and both improved efficiency (ie) and increased innovation (ii), further emphasizes the role of a supportive culture in facilitating digital transformation. these insights align with Warner and Wäger (2019), who emphasize managing the human side of change to ensure success. in conclusion, the integration of Dynamic capabilities theory, the Resource-Based View, and change Management theories provides a comprehensive framework for understanding digital transformation readiness. the study’s findings highlight the critical roles of sensing capabilities, resource management, and effective change management in driving successful digital transformation, offering valuable insights into managing and strategizing for change in an increasingly digital world. Practical implications the findings from this study offer several practical implications for enhancing digital transformation readiness in the Malaysian manufacturing sector, focusing on the critical roles of resources, organizational culture, and change management capabilities, as well as strategies to address resistance to change. Manufacturing firms should prioritize the allocation of human, financial, and technological resources to support digital transformation. the significant impact of these resources on change management capabilities and organizational culture, as evidenced in the quantitative analysis, suggests that firms need to invest in training and development programs to enhance employees’ digital skills, allocate sufficient budget for technological upgrades, and ensure access to advanced tools and systems (Fei et al., 2024). Furthermore, fostering a culture that promotes innovation and continuous learning is essential for successful digital transformation. Firms should encourage an environment that supports experimentation, risk-taking, and collaboration. leadership should actively promote a culture of curiosity and improvement, as highlighted by the significant relationships between organizational culture and both improved efficiency and increased innovation. Practical steps include setting up innovation hubs, recognizing and rewarding innovative efforts, and promoting open communication channels (haibao & haque, 2023). effective change management is critical to navigating digital transformation. companies should adopt structured change management frameworks, such as Kotter’s eight steps, to guide their transformation efforts. this includes establishing a sense of urgency, forming a guiding coalition, developing a vision and strategy, and communicating the vision. training programs and workshops on change management can equip leaders and managers with the necessary skills to handle resistance and drive transformation (Ying etal., 2023). addressing resistance to change is crucial, as it emerged as a significant barrier in the qualitative data. to mitigate this, firms should engage employees early in the transformation process, clearly communicate the benefits and implications of digital changes, and provide continuous support and training. addressing concerns and involving employees in decision-making can reduce resistance and foster a sense of ownership and commitment to the transformation process (Wahab et al., 2024). cogent Business & ManageMent 19 organizations should also focus on enhancing their sensing, seizing, and transforming capabilities to better navigate the digital landscape. this involves continuously scanning the external environment for technological trends and opportunities, effectively allocating resources to seize these opportunities, and reconfiguring organizational processes to support digital initiatives. Practical actions include investing in market research, establishing cross-functional teams to explore new technologies, and creating flexible structures that can adapt to change (haque etal., 2024). the integration of resource-based and change management strategies is essential for a holistic approach to digital transformation. Firms should ensure that their resource allocation strategies are aligned with their change management practices supporting a smooth transition. this can be achieved by developing comprehensive digital transformation plans that outline resource needs, timelines, and change management activities (ifedi etal., 2024). in summary, the practical implications of this study emphasize the need for manufacturing firms to invest in resources, cultivate a supportive culture, enhance change management practices, address resistance to change, and leverage dynamic capabilities. By adopting these strategies, firms can improve their readiness for digital transformation and achieve greater efficiency, productivity, and innovation. Conclusions and limitations of this study this study has examined the readiness for digital transformation within the Malaysian manufacturing sector, highlighting the significant roles of resources, organizational culture, and change management capabilities. the findings underscore the critical importance of human, financial, and technological resources in facilitating effective change management and fostering a culture conducive to digital innovation. Quantitative data demonstrated significant relationships between these resources and key outcomes, such as improved efficiency and increased innovation, confirming the theoretical perspectives of Dynamic capabilities theory and the Resource-Based View. Qualitative insights further emphasized the necessity of a supportive organizational culture and effective change management practices in overcoming resistance to change (Ramalingam et al., 2024). the study revealed that addressing employee attitudes and fostering a culture of continuous learning and innovation are vital for successful digital transformation. these findings align with change Management theories, reinforcing the importance of managing the human side of change to ensure the successful implementation of digital initiatives (narayanan etal., 2023). overall, this research contributes to the understanding of digital transformation readiness by integrating theoretical frameworks with empirical evidence. the study provides valuable insights for industry practitioners, suggesting that prioritizing resource allocation, cultivating a supportive culture, enhancing change management practices, and leveraging dynamic capabilities are essential strategies for achieving digital transformation success (Francis etal., 2023). Despite the valuable insights provided, this study has several limitations. the cross-sectional design limits the ability to capture the dynamic nature of digital transformation over time. Future research could employ longitudinal studies to better understand how digital transformation readiness evolves and impacts organizational performance in the long term (lee etal., 2023). the study focused exclusively on the Malaysian manufacturing sector, which may limit the generalizability of the findings to other industries or geographical contexts. Future studies could explore digital transformation readiness in different sectors and regions to provide a more comprehensive understanding of the factors influencing digital transformation. While the study used a mixed-methods approach to capture both quantitative and qualitative data, the sample size for the qualitative phase was relatively small. expanding the qualitative sample size in future research could provide a richer and more nuanced understanding of the experiences and perspectives of industry professionals. additionally, the study primarily examined internal organizational factors, such as resources, culture, and change management capabilities. external factors, such as government policies, market conditions, and technological advancements, were not extensively explored. Future research could incorporate these external factors to provide a more holistic view of the determinants of digital transformation readiness. in conclusion, while this study offers important insights into digital transformation readiness within the Malaysian manufacturing sector, addressing its limitations in future research could further enhance 20 s. ahMeD etal. the understanding and support the development of more effective strategies for achieving digital transformation success. Ethical approval Formal ethical approval has been waived by the institutional Review Board of Mahsa university Malaysia, as of 28 May 2024 (ref: Mahsa/ac/Rie/FoBaF/2024/001). this decision falls under category 2: educational testing, survey Procedures, interview Procedures, and observation of Public Behavior, as outlined in the Department of health and human services (Dhhs) regulations for the protection of human subjects (45 cFR 46.101(b)) criteria. this study adhered to the principles of the Declaration of helsinki, following strict ethical standards. Participation was anonymous, confidential, and voluntary, with informed oral consent obtained from all participants. Participants had the freedom to withdraw from the study at any point. Author contributions s.a. played a pivotal role in conceptualizing the study and was also involved in data curation, formal analysis, investigation, software development, visualization, and drafting the original manuscript. Furthermore, s.a. contributed to reviewing and editing the manuscript. n.a.a. contributed to the conceptualization of the study, oversaw the project as a supervisor, and participated in data curation. R.h. was involved in formal analysis, investigation, contributed to drafting the original manuscript, and acted as a supervisor alongside n.a.a., a.R.B.s.s., and s.Z.Q. took part in data curation, contributed to drafting the original manuscript, and was involved in reviewing and editing the manuscript. all authors have read and agreed to the published version of the manuscript. Disclosure statement no potential conflict of interest was reported by the author(s). Funding there is no funding for this research. About the authors Saif Ahmed is a PhD student in marketing at the graduate school of Business, universiti Kebangsaan Malaysia. he specializes in consumer behavior on digital platforms within the realm of value co-creation and employs advanced quantitative methodologies in his research. his work actively contributes to understanding personalization, trust, and value co-creation in digital services. Dr. Norzalita Abd Aziz, PhD is a Professor of Marketing at the uKM-graduate school of Business. she continues her career at national university of Malaysia (uKM) after 6 years of corporate experience in marketing in a multifaceted conglomerate and has more than 26 years of experience in teaching and researching in uKM. Dr. Rasheedul Haque, PhD an associate Professor in Faculty of Business, accounting, Finance, law & humanity (FoBaFlh), Mahsa university, Malaysia and having a wide range of experience more than 28 years and above in the field of academic, administration and audit. Delivered lectures as keynote speakers in various international conferences viz; Philippines, Malaysia, india other places. haque has been awarded outstanding scientist award, 13th iKsaD 2022 commission for outstanding scientific performance, turkey, and another award received as icon oF inDia – 2023 academic achievement award for contribution in Management, gurukul’s Bharat gaurv Puruskar 2023 in academic achievements award, Word achievers award 2024 & global innovation, excellence and Research award 2024. Prof. Dr Abdul Rahman Bin S.Senathirajah, is a Professor and research head from inti international university. he has a Doctorate in Business administration. he has a keen research interest in Quality Management systems, Bibliometric analysis and Data Visualization. Prof. Sayeeduz Zafar Qazi, PhD is currently working as chairperson of the human Resources Management Department at the university of Business and technology in Jeddah, Kingdom of saudi arabia. he was a member of the academic council of icici-Prudential life insurance (Mumbai), as well as the academic and administrative council of the Retailers association of india (Mumbai). cogent Business & ManageMent 21 ORCID saif ahmed http://orcid.org/0000-0002-9526-760X norzalita abd aziz http://orcid.org/0000-0003-3285-1216 Rasheedul haque http://orcid.org/0000-0001-8170-5413 abdul Rahman Bin s.senathirajah http://orcid.org/0000-0001-6044-9051 sayeeduz Zafar Qazi http://orcid.org/0000-0003-1458-3166 Data availability statement Data will be made available on reasonable request to the corresponding author. References Åberg, c., & torchia, M. (2020). Do boards of directors foster strategic change? a dynamic managerial capabilities perspective. Journal of Management and Governance, 24(3), 655–684. https://doi.org/10.1007/s10997-019-09462-4 agostino, D., arnaboldi, M., & lema, M. D. (2020). new development: coViD-19 as an accelerator of digital transformation in public service delivery. Public Money & Management, 41(1), 69–72. https://doi.org/10.1080/09540962.202 0.1764206 aguirre-urreta, M. i., & hu, J. (2019). Detecting common method bias: Performance of the harman’s single-factor test. ACM SIGMIS Database, 50(2), 45–70. https://doi.org/10.1145/3330472.3330477 ahmed, M. n., haque, R., senathirajah, a. R. s., Khalil, M. i., ahmed, s., Devasia, s. n., Yong, s. c. s. c., & isa, a. (2024). library services provision during the coViD-19 pandemic: a comparative study between developing countries. International Journal of Religion, 5(5), 816–831. https://doi.org/10.61707/16dyrm70 ahmed, s., chawdhury, B., Khalil, M. a., haque, R., & senathirajah, a. R. s. (2022). analyzing key factors affecting sales performance amongst Malaysian sMes: a structural path modeling approach. International Journal of e-Business and e-Government Studies, 14(3), 560–577. https://doi.org/10.34109/ijebeg.202214127 ahmed, s., haque, R., bin, s., senathirajah, a. R., chowdhury, B., & Khalil, M. i. (2022). examining the mediation effect of organizational response towards coViD-19 on employee satisfaction in sMes. International Journal of Operations and Quantitative Management, 28(2), 461–485. akter, s., Michael, K., uddin, M. R., Mccarthy, g., & Rahman, M. (2022). transforming business using digital innovations: the application of ai, blockchain, cloud and data analytics. Annals of Operations Research, 308(1–2), 7–39. https://doi.org/10.1007/s10479-020-03620-w annathurai, Y., senathirajah, a. R. s., haque, R., & Devasia, s. n. (2023). the impact of operation revitalisation strategies in power generation plants on customer satisfaction. International Journal of Professional Business Review, 8(5), e01500. https://doi.org/10.26668/businessreview/2023.v8i5.1500 azeem, M., ahmed, M., haider, s., & sajjad, M. (2021). expanding competitive advantage through organizational culture, knowledge sharing and organizational innovation. Technology in Society, 66, 101635. https://doi. org/10.1016/j.techsoc.2021.101635 Baldacchino, g. (2018). seizing history: Development and non-climate change in small island developing states. International Journal of Climate Change Strategies and Management, 10(2), 217–228. https://doi.org/10.1108/ iJccsM-02-2017-0037 Baltar, F. (2013). a suitable ‘gPs’ for sMe’s: the strategic planning and organizational learning nexus. Journal of Knowledge Management, Economics and Information Technology, 3(2), 155-170. https://www.researchgate.net/ publication/241687571_1357_a_suitable_gPs_for_sMes_the_strategic_Planning_and_organizational_learning_ nexus/figures?lo=1 Bansal, a., Panchal, t., Jabeen, F., Mangla, s. K., & singh, g. (2023). a study of human resource digital transformation (hRDt): a phenomenon of innovation capability led by digital and individual factors. Journal of Business Research, 157, 113611. https://doi.org/10.1016/j.jbusres.2022.113611 Barberá-tomás, D., castelló, i., de Bakker, F. g. a., & Zietsma, c. (2019). energizing through visuals: how social entrepreneurs use emotion-symbolic work for social change. Academy of Management Journal, 62(6), 1789–1817. https:// doi.org/10.5465/amj.2017.1488 Barends, e., & Rousseau, D. M. (2018). Evidence-based management: How to use evidence to make better organizational decisions. Kogan Page Publishers. Barman, P. D., haque, R., ahmed, s., senathirajah, a. R. s., Khalil, M. i., chawdhury, B., & Din, F. M. B. o. (2023). Predictors of social entrepreneurship intention amongst undergraduates. Change Management, An International Journal, 23(1), 30–52. https://www.cm-os-cgrn.org/os/issue-details.php?pid=193 Barney, J. (1991). Firm resources and sustained competitive advantage. Journal of Management, 17(1), 99–120. https:// doi.org/10.1177/014920639101700108 Barney, J. B. (2001). Resource-based theories of competitive advantage: a ten-year retrospective on the resource-based view. Journal of Management, 27(6), 643–650. https://doi.org/10.1177/014920630102700602 22 s. ahMeD etal. Beaunoyer, e., Dupéré, s., & guitton, M. J. (2020). coViD-19 and digital inequalities: Reciprocal impacts and mitigation strategies. Computers in Human Behavior, 111, 106424. https://doi.org/10.1016/J.chB.2020.106424 Berger, J., & iyengar, R. (2013). communication channels and word of mouth: how the medium shapes the message. Journal of Consumer Research, 40(3), 567–579. https://doi.org/10.1086/671345 Bojesson, c., & Fundin, a. (2021). exploring microfoundations of dynamic capabilities – challenges, barriers and enablers of organizational change. Journal of Organizational Change Management, 34(1), 206–222. https://doi. org/10.1108/JocM-02-2020-0060 Braun, V., & clarke, V. (2006). using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77–101. https://doi.org/10.1191/1478088706qp063oa Brekke, t., lenka, s., Kohtamäki, M., Parida, V., & solem, B. a. a. (2023). overcoming barriers to transformation in manufacturing firms. a path-dependence perspective of digital servitization. Review of Managerial Science, 18(2), 385–412. https://doi.org/10.1007/s11846-023-00641-0 Brunetti, F., Matt, D. t., Bonfanti, a., De longhi, a., Pedrini, g., & orzes, g. (2020). Digital transformation challenges: strategies emerging from a multi-stakeholder approach. The TQM Journal, 32(4), 697–724. https://doi.org/10.1108/ tQM-12-2019-0309 casalino, n., saso, t., Borin, B., Massella, e., & lancioni, F. (2020). Digital competences for civil servants and digital ecosystems for more effective working processes in public organizations. Lecture Notes in Information Systems and Organisation, 38, 315–326. https://doi.org/10.1007/978-3-030-47355-6_21/coVeR chang, M., Jang, h. B., li, Y. M., & Kim, D. (2017). the relationship between the efficiency, service quality and customer satisfaction for state-owned commercial Banks in china. Sustainability, 9(12), 2163. https://doi.org/10.3390/ su9122163 chatterjee, s., Rana, n. P., Dwivedi, Y. K., & Baabdullah, a. M. (2021). understanding ai adoption in manufacturing and production firms using an integrated taM-toe model. Technological Forecasting and Social Change, 170, 120880. https://doi.org/10.1016/j.techfore.2021.120880 chawdhury, B., haque, R., senathirajah, a. R. s., Khalil, M. i., & ahmed, s. (2022). a structural path study modelling factors influencing social entrepreneurship intention: a Bangladeshi youth case study. International Journal of Operations and Quantitative Management, 28(2), 418–440. https://doi.org/10.46970/2022.28.2.2 chiu, h. (2021). the effect of manager attitude and team attitude on employee commitment to change: the moderating roles of power distance orientation and gender composition. International Journal of Innovation Management, 25(8). https://doi.org/10.1142/s1363919621500882 costan, e., gonzales, g., gonzales, R., enriquez, l., costan, F., suladay, D., atibing, n. M., aro, J. l., evangelista, s. s., Maturan, F., selerio, e., & ocampo, l. (2021). education 4.0 in developing economies: a systematic literature review of implementation barriers and future research agenda. Sustainability, 13(22), 12763. https://doi.org/10.3390/ su132212763 crittenden, W. F., Biel, i. K., & lovely, W. a. (2019). embracing digitalization: student learning and new technologies. Journal of Marketing Education, 41(1), 5–14. https://doi.org/10.1177/0273475318820895 De Massis, a., audretsch, D., uhlaner, l., & Kammerlander, n. (2018). innovation with limited resources: Management lessons from the german Mittelstand. Journal of Product Innovation Management, 35(1), 125–146. https://doi. org/10.1111/jpim.12373 Digital nasional Berhad (2021). Malaysia’s 5G deployment: A strategy for digital transformation. Dijkstra, t., & henseler, J. (2015). consistent Partial least squares Path Modeling. MIS Quarterly, 39(2). https://doi. org/10.25300/MisQ/2015/39.2.02 Dimoka, a., Banker, R. D., Benbasat, i., Davis, F. D., Dennis, a. R., gefen, D., gupta, a., ischebeck, a., Kenning, P. h., Pavlou, P. a., Müller-Putz, g., Riedl, R., Vom Brocke, J., & Weber, B. (2012). on the use of neurophysiological tools in is research: Developing a research agenda for neurois. MIS Quarterly: Management Information Systems, 36(3), 679–702. https://doi.org/10.2307/41703475 Dixit, s., singh, s., Dhir, s., & Dhir, s. (2021). antecedents of strategic thinking and its impact on competitive advantage. Journal of Indian Business Research, 13(4), 437–458. https://doi.org/10.1108/JiBR-08-2020-0262 Do, Q. n., Mishra, n., Wulandhari, n. B. i., Ramudhin, a., sivarajah, u., & Milligan, g. (2021). supply chain agility responding to unprecedented changes: empirical evidence from the uK food supply chain during coViD-19 crisis. Supply Chain Management: An International Journal, 26(6), 737–752. https://doi.org/10.1108/ scM-09-2020-0470 economic Planning unit Malaysia (2022). The Malaysian economy in figures 2022. edosomwan, h. s., & nwanzu, c. l. (2021). Psychological contract fulfillment and attitude towards organizational change: a mediation and moderation analysis of affective commitment and empowering leadership. SEISENSE Journal of Management, 4(4), 62–76. https://doi.org/10.33215/sjom.v4i4.683 elsbach, K. D., & stigliani, i. (2018). Design thinking and organizational culture: a review and framework for future research. Journal of Management, 44(6), 2274–2306. https://doi.org/10.1177/0149206317744252 Falloon, g. (2020). From digital literacy to digital competence: the teacher digital competency (tDc) framework. Educational Technology Research and Development, 68(5), 2449–2472. https://doi.org/10.1007/s11423-020-09767-4 Fei, l. K., isa, a. M. M., sigdel, B., senathirajah, a. R. B. s., al-ainati, s., haque, R., & Devasia, s. n. (2024). Factors affecting talent retention to ensure sustainable growth in the automation industry in Penang free industrial zone. Kurdish Studies, 12(1), 3122–3143. https://doi.org/10.58262/ks.v12i1.226 cogent Business & ManageMent 23 Fosso Wamba, s., Queiroz, M. M., Wu, l., & sivarajah, u. (2020). Big data analytics-enabled sensing capability and organizational outcomes: assessing the mediating effects of business analytics culture. Annals of Operations Research, 1–20. https://doi.org/10.1007/s10479-020-03812-4 Francis, u. o., haque, R., senathirajah, a. R. s., al-hunaiyyan, a., al-ainati, s., Farha Zafiraagos lokman, F. Z. l., & isa, M. M. (2023). the impact of digital marketing on consumer purchasing behaviour. International Journal of Operations and Quantitative Management, 29(2), 378–405. https://doi.org/10.46970/2023.29.2.18 gerhart, B., & Feng, J. (2021). the resource-based view of the firm, human resources, and human capital: Progress and prospects. Journal of Management, 47(7), 1796–1819. https://doi.org/10.1177/0149206320978799 grossi, g., Kallio, K. M., sargiacomo, M., & skoog, M. (2019). accounting, performance management systems and accountability changes in knowledge-intensive public organizations: a literature review and research agenda. Accounting, Auditing & Accountability Journal, 33(1), 256–280. https://doi.org/10.1108/aaaJ-02-2019-3869 haibao, W., & haque, R. (2023). Digital transformation and sustainable development of automobile insurance claims departments. MAHSA International Journal of Business and Social Sciences, 3(1), 42–47. https://mahsaacademy.com. my/conference/ejournal/#/view hair, J. F., & sarstedt, M. (2019). Factors versus composites: guidelines for choosing the right structural equation modeling method. Project Management Journal, 50(6), 619–624. https://doi.org/10.1177/8756972819882132 haque, R., senathirajah, a. R. s., Qazi, s. Z., afrin, n., ahmed, M. n., & Khalil, M. i. (2024). Factors of information literacy preventing fake news: a case study of libraries in developing countries. International Journal of Religion, 5(7), 804–817. https://doi.org/10.61707/vqbfpj15 hughes, P., souchon, a. l., nemkova, e., hodgkinson, i. R., oliveira, J. s., Boso, n., hultman, M., Yeboah-Banin, a. a., & sy-changco, J. (2019). Quadratic effects of dynamic decision-making capability on innovation orientation and performance: evidence from chinese exporters. Industrial Marketing Management, 83, 59–69. https://doi. org/10.1016/j.indmarman.2018.11.005 hussain, M., & Papastathopoulos, a. (2022). organizational readiness for digital financial innovation and financial resilience. International Journal of Production Economics, 243, 108326. https://doi.org/10.1016/j.ijpe.2021.108326 ifedi, c., haque, R., senathirajah, a. R. s., & Qazi, s. Z. (2024). service quality influence on consumer satisfaction in the banking sector aimed at sustainable growth. Revista de Gestão Social e Ambiental, 18(7), e06025. https://doi. org/10.24857/rgsa.v18n7-032 Jiang, Y., abdullah, s. i. n. W., lim, B. J. h., Wang, R., & Phuah, K. t. (2023). the role of marketing stimuli and attitude in determining post-covid buying decisions toward organic food products: evidence from retail consumers in Beijing, china. Frontiers in Sustainable Food Systems, 7. https://doi.org/10.3389/fsufs.2023.1051696 Jing, l., senathirajah, a. R. s., haque, R., Devasia, s. n., Krishnasamy, h. n., isa, a. M. M., & Ramasam, g. (2023). the influence of e-service quality dimensions on customer satisfaction aimed at improving economic growth in china’s online apparel e-marketplace. International Journal of Operations and Quantitative Management, 29(3), 83–103. https://doi.org/10.46970/2023.29.3.06 Karim, M. R., & thiel, a. (2017). Role of community based local institution for climate change adaptation in the teesta riverine area of Bangladesh. Climate Risk Management, 17, 92–103. https://doi.org/10.1016/j.crm.2017.06.002 Kaur, K., Ya’akub, n. i., Keong, c. s., singh, J., sandhu, s. K., senathirajah, a. R. s., & haque, R. (2022). examining factors influencing fashion apparel purchases in omni-channel retailing: a post-coViD-19 study. Transnational, Marketing Journal, 10(3), 793–807. https://doi.org/10.33182/tmj.v10i3.2182 Khalil, M. a., haque, R., senathirajah, a. R. s., chawdhury, B., & ahmed, s. (2022b). Factors affecting the growth of sMes in Bangladesh: a structured equation modeling approach. International Journal of e-Business and e-Government Studies, 14(3), 578–593. https://doi.org/10.34109/ijebeg.202214128 Khalil, M. i., haque, R., & senathirajah, a. R. s. (2023). Factors affecting sMes perception of human resource management practices: a structural equation modeling approach. International Journal of Professional Business Review, 8(5), e01502. https://doi.org/10.26668/businessreview/2023.v8i5.1502 Khalil, M. i., haque, R., senathirajah, a. R. s., chawdhury, B., & ahmed, s. (2022a). Modelling factors affecting sMe performance in Malaysia. International Journal of Operations and Quantitative Management, 28(2), 506–524. https:// doi.org/10.46970/2022.28.2.6 Khan, n., Khan, s., tan, B. c., & loon, c. h. (2021). Driving digital competency model towards iR 4.0 in Malaysia. Journal of Physics: Conference Series, 1793(1), 012049. https://doi.org/10.1088/1742-6596/1793/1/012049 Khan, u., Zhang, Y., & salik, M. (2020). the financial performance of Korean manufacturing sMes: influence of human resources management. The Journal of Asian Finance, Economics and Business, 7(8), 599–611. https://doi.org/10.13106/ jafeb.2020.vol7.no8.599 Khin, s., & hung Kee, D. M. (2022). identifying the driving and moderating factors of Malaysian sMes’ readiness for industry 4.0. International Journal of Computer Integrated Manufacturing, 35(7), 761–779. https://doi.org/10.1080/09 51192X.2022.2025619 Kim, h., & leach, R. (2020). the role of digitally-enabled employee voice in fostering positive change and affective commitment in centralized organizations. Communication Monographs, 87(4), 425–444. https://doi.org/10.1080/036 37751.2020.1745859 Kitsios, F., giatsidis, i., & Kamariotou, M. (2021). Digital transformation and strategy in the banking sector: evaluating the acceptance rate of e-services. Journal of Open Innovation: Technology, Market, and Complexity, 7(3), 204. https:// doi.org/10.3390/joitmc7030204