E-Learning Readiness Assessment Using Machine Learning Methods

Assessing e-learning readiness is crucial for educational institutions to identify areas in their e-learning systems needing improvement and to develop strategies to enhance students' readiness. This paper presents an effective approach for assessing e-learning readiness by combining the ADKAR model and machine learning-based feature importance identification methods. The motivation behind using machine learning approaches lies in their ability to capture nonlinearity in data and flexibility as data-driven models. This study surveyed faculty members and students in the Economics faculty at Tlemcen University, Algeria, to gather data based on the ADKAR model's five dimensions: awareness, desire, knowledge, ability, and reinforcement. Correlation analysis revealed a significant relationship between all dimensions. Specifically, the pairwise correlation coefficients between readiness and awareness, desire, knowledge, ability, and reinforcement are 0.5233, 0.5983, 0.6374, 0.6645, and 0.3693, respectively. Two machine learning algorithms, random forest (RF) and decision tree (DT), were used to identify the most important ADKAR factors influencing e-learning readiness. In the results, ability and knowledge were consistently identified as the most significant factors, with scores of ability (0.565, 0.514) and knowledge (0.170, 0.251) using RF and DT algorithms, respectively. Additionally, SHapley Additive exPlanations (SHAP) values were used to explore further the impact of each variable on the final prediction, highlighting ability as the most influential factor. These findings suggest that universities should focus on enhancing students' abilities and providing them with the necessary knowledge to increase their readiness for e-learning. This study provides valuable insights into the factors influencing university students' e-learning readiness.

Telecommuting and Teleworking (Teleportability): A Sustainable Socio-Economic Transformation Mechanism in the Post COVID-19 Era

Organizations, societies, and economies are the scope of sustainability in every community. The growing realization of electronically-enabled business as critical drivers of sustainable economic growth and development especially during crisis is no doubt propelling nations into harnessing the benefits of enterpreneural transformation in the 21st century and post covid-19 era. Teleworking and Telecommuting are technologies that have the ability to enable ubiquitous digital service transmissions needed to combat and curtail the prevalence of pandemics such as Covid-19. Capabilities of telecommuting can be effectively utilized to address the challenges associated with Covid-19 presently and in the post covid-19 era including threats in war-turned geographical spaces. However, there is the paucity of such knowledge, orientation and awareness amongst entrepreneurs, industries and companies in developing countries like Nigeria. This lacuna, if properly bridged will help unpack the link between production, consumption and service delivery in an emerging economy. This paper examines the notional impact of the concept of telecommuting and teleworking as a mechanism for a sustainable economic transformation and global repositioning of the work force beyond the covid crisis. Furthermore, it analyzes and juxtaposes the readibility of business environments to ensure their employee's safety in the work place and remote working, thus providing continuity to economic, productive and business activity. This conceptual study uses the interpretive paradigm, through deductive analysis to draw the conclusion that there is a very poor level of deployment of telecommuting and teleworking models in countries like Nigeria during crisis and pandemics and therefore recommends that organizations adopt this mechanism to propel safety of the workforce and reduce cost. With the approval for the operation of the 5G network in the Nigerian telecommunications space, entrepreneurs can explore the gains to sustain remote working or working from home in the post-covid-19 era.

Market development strategy and process performance of knowledge-intensive SMEs in the epidemic era: a process-oriented perspective

PurposeThis study analyzes in-depth how knowledge-intensive small and medium-sized enterprises (SMEs) can achieve higher new product development (NPD) process performance in the epidemic era and examine the internal development mechanism of knowledge-intensive SMEs in the process of continuous digital transformation.Design/methodology/approachThis issue is tested with partial least squares on data collected via a survey conducted from November 2021 to February 2022. The sample comprises 487 knowledge-intensive SMEs operating in China.FindingsThe results indicate that one form of cross-functional ambidexterity, market development strategy (MDS), plays an important role in process performance from an inside-out financial perspective and an outside-in customer perspective. Simultaneously, product innovation efficiency (PIE) mediates the relationship between MDS and the above results. Big data analytics capabilities (BDACs) positively regulate the relationship between MDS and PIE.Research limitations/implicationsThe authors do not consider other contingency factors. Future research should introduce influential factors such as leadership and competitive intensity to further distinguish the effects of MDS on NPD process performance.Practical implicationsThe study findings offer suggestions to help knowledge-intensive SME managers better manage their NPD process by making better use of their limited resources in developing countries such as China.Originality/valueThis study is one of only a few to adopt a process-oriented perspective to specifically examine how one form of cross-functional ambidexterity, MDS, impacts knowledge-intensive SME process performance in the epidemic era. This study also extends the theoretical framework of cross-functional ambidexterity to BDAC research.

Social insecurity and varieties of family resilience strategies during the COVID-19 pandemic

PurposeThis study is aimed at developing an understanding of the consequences of the pandemic on families' socioeconomic resilience, and the strategies adopted by the families in overcoming social vulnerabilities amid uncertainty.Design/methodology/approachThe materials for this study consist of semi-structured interviews with 21 families spread across the South Sumatra Province, Indonesia. Families in the study represent four different income levels, namely very high, high, middle and low, and who also work in the informal sector. Each family has at least 1 or more members who fall into the vulnerable category (children, the elderly, people with disabilities unemployed or having potential economic vulnerability).FindingsTwo main findings are outlined. Regardless of their socioeconomic status, many of the families analyzed adopted similar strategies to remain resilient. Among the strategies are classifying the urgency of purchasing consumer goods based on financial capacity rather than needs, leveraging digital economic opportunities as alternative sources of income, utilizing more extensive informal networks and going into debt. Another interesting finding shows that the pandemic, to some extent, has saved poor families from social insecurity. This is supported by evidence showing that social distancing measures during the pandemic have reduced the intensity of sociocultural activities, which require invited community members to contribute financially. The reduction of sociocultural activities in the community has provided more potential savings for the poor.Research limitations/implicationsIn this study, informants who provided information about their family conditions represent a major segment of the workforce and tend to be technologically savvy and younger, due to the use of Zoom as a platform for conducting interviews. Therefore, there may be a bias in the results. Another limitation is that since the interviewees were recommended by our social network in the fields, there is a risk of a distorted selection of participants.Originality/valueThis study offers insights that are critical in helping to analyze family patterns in developing countries in mitigating the risks and uncertainties caused by COVID-19. In addition, the literature on social policy and development could benefit from further research on COVID-19 as an alternative driver to identify mechanisms that could bring about change that would result in "security.” Critical questions and limitations of this study are presented at the end of the paper to be responded to as future research agenda.

Can Domestic Food Production Provide Future Urban Populations with Food and Nutrition Security?—Insights from Bangladesh, Kenya and Uganda

Population growth and urbanization increasingly put pressure on our planet's availability of areas needed for food production. The dependencies on domestically produced food are increasingly judged favourable, following the consequences of the Ukrainian war, with escalating fuel and grain prices and less accessibilities to low-income groups. It is, however, unclear whether land is domestically available. Applying a food system approach, the main aim of this article is to investigate spatial foodsheds and theoretical self-sufficiency for food production needed to supply increasing future populations in a selection of cities, including estimates for Dhaka in Bangladesh, Nairobi in Kenya and Kampala in Uganda. The projected foodshed scenario areas for the years 2020 and 2050 are estimated for the production of three core products currently extensively produced and consumed in the three countries. They show that it is not possible to feed an ever-increasing urban population based on domestic production alone. International trade, new technological developments and new consumer demands for less area-intensive food production systems may give solutions to the immense challenge of feeding the world's population with nutritious food in 2050. However, to ensure fair and inclusive transition pathways for low-income groups: (1) affordability and accessibility of trade opportunities, technologies and products, (2) a common vision aiming for the SDGs, including SDG2: Zero hunger and SDG11: Sustainable Cities and Communities as well as (3) best practices in co-creation and cooperation with the most vulnerable urban and rural populations, are highly needed.

Key Factors Related to Cyber Security Affecting Consumer Attitude in Online Shopping: A Study in Bangladesh

Cybersecurity is an increasingly important factor in consumer attitudes toward online shopping. Online shopping has become an essential part of our lives in this digital era. As the popularity of online and e-commerce shopping continues to grow, so does the potential for cyber threats and attacks. As more and more consumers turn to online shopping, cyber threats such as hacking, identity theft, and credit card fraud have become more frequent. Therefore, understanding the factors of cybersecurity that affect consumer attitude is essential to build trust and creating a safe and sound shopping environment. This research explores the factors of cybersecurity that affect consumers' attitudes to shopping online and uses a survey to test several hypotheses related to influential cyber factors. Bangladesh is a developing country in Southeast Asia, and like many other countries, has experienced an increase in cyber threats and attacks in recent years. Consumers in Bangladesh face many of the same cyber threats, such as phasing attacks, malware, data breach, and other types of cyber security threats over online shopping. As a result of these cyber threats, online consumers are increasingly concerned about online security risks which may impact their willingness to engage in online shopping. Therefore, it is essential to identify critical factors of cyber security that impact consumers's attitudes toward online shopping to mitigate cyber risk and improve consumer trust in online shopping. This paper provides the result of a research study that will provide a better understanding of factors that influence consumer's trust and engagement with online and E-commerce platforms in Bangladesh) . © 2023 IEEE.

Empirical investigation into impact of IT adoption on supply chain agility in fast food sector in Pakistan

Information technology and supply chain agility are in vogue. The present study aims to investigate the impact of information technology (IT) on supply chain agility and its outcomes such as cost reduction and operational performance in fast food companies' chains. A total of 240 employees from fast food chains were selected as respondents. Data was collected using five-point Likert scale questionnaire developed from previous studies. The statistical results confirmed that adoption of IT is playing a vibrant role in achieving supply chain agility and supply chain agility helps to reduce cost and improves operational performance of firms. The study model provides a useful framework to examine the impact of IT adoption on supply chain agility and its outcomes. In conclusion, the firms have to focus on their supply chain management and make it efficient and agile by implementing the advanced technologies to gain operational performance. Implications have been discussed.

Direct selling: tackling the challenge of women's inclusion within the base of the pyramid (BOP) labour market during COVID era

The exclusion of women from the labour market continues to be one of the leading causes of poverty within the base of pyramid (BOP) labour market. Using Kabeer's women empowerment framework, this research aggregates some support that direct selling may be a pathway to increase the inclusion of women within the BOP labour market and alleviate poverty;the complexities presented by the COVID-19 pandemic provide a unique context to test this proposition. Drawing on the social constructivist approach, we conducted semi-structured interviews with women engaged in direct selling in the BOP market in a Middle Eastern country. The study revealed four key themes throughout the participants' narratives of their experience working in direct selling businesses within the context of COVID-19. These themes are agency, resources, achievement, and precarious work. Our study also explored how the pandemic facilitated the female labour force's inclusion within the direct selling business in the BOP labour market. We concluded that engaging in direct selling has promoted the inclusion of women in labour markets;however, direct selling is still not considered a secure employment option, and direct sellers are exposed to poor pay, employment insecurity, and lack of employment benefits.

A Quantitative Analysis of Barriers to International Telemedicine Education: The Case of the Philippines

A multitude of studies have investigated the opportunities and limitations of telemedicine pre- and post-COVID-19 pandemic. However, most of the research has focused on telemedicine's constraints in the context of international, regional, and developed nations, with few studies examining the specific challenges that may affect telemedicine's progress in developing countries where the pandemic may have exacerbated existing technological and geographical difficulties. This study takes the Philippines as a case study due to its archipelagic location, use of English as an official language, and other factors that influence its adaptability to international telemedicine. We assessed the barriers and challenges to the advancement of telemedicine from four viewpoints: policy, organization, individual, and collaboration between organizations. Therefore, the significance of this study is twofold: (a) to concentrate on international telemedicine education by contrasting domestic and international practices, and (b) to newly reveal connections between each component, as prior research highlighted barriers and difficulties but did not clarify relationships among different elements. We surveyed and interviewed 38 physicians, technicians, coordinators, and staff involved in telemedicine education in the Philippines. The study found that (1) public support yields favourable results, (2) a strong correlation exists between domestic and international telemedicine, (3) communication and technical obstacles are interconnected, (4) unity and cooperation in intra-hospital collaboration are critical, and (5) comprehending the "significance of work" has a positive impact. This study underscores the intersectionality of several barriers to telemedicine development. It also recommends providing greater support for telemedicine education in developing nations and promoting collaboration between developing and developed nations. Copyright © 2023 by SCITEPRESS - Science and Technology Publications, Lda. Under CC license (CC BY-NC-ND 4.0)

Acceptance of Mobile Learning Technology by Teachers: Influencing Mobile Self-Efficacy and 21st-Century Skills-Based Training

This study aimed to investigate the factors influencing the acceptance of mobile learning technology for 21st-century skills-based training among teachers in Saudi Arabia and Pakistan. This study adopted the Unified Theory of Acceptance and Use of Technology (UTAUT) model, which included constructs such as performance expectancy, effort expectancy, facilitating conditions, social influence, mobile self-efficacy, student self-efficacy, behavioural intention, 21st-century skills-based training, and creative thinking skills. A survey was conducted with 619 teachers from Saudi Arabia and Pakistan who participated in a two-week mobile learning-based training session. The data were analysed using structural equation modeling (SEM). The results show that all hypotheses were supported, indicating a positive relationship between the constructs and the acceptance and use of mobile learning technology for 21st-century skills-based training. This study's findings suggest that by emphasising factors such as performance expectancy, effort expectancy, facilitating conditions, social influence, mobile self-efficacy, and student self-efficacy when designing mobile learning interventions, teachers will be more likely to accept and use mobile learning technology for 21st-century skills-based training and contributed to sustainability by providing increased access to quality education.

Drivers of digital supply chain transformation in SMEs and large enterprises – a case of COVID-19 disruption risk

PurposeDigital transformation in supply chains (SCs) has emerged as one of the most effective ways to minimize SC disruption risks. Given the unprecedented impact of the COVID-19 pandemic on global SCs, this study aims to identify and provide empirical evidence about the drivers of digital SC transformation, considering the interactivity between environmental dynamism, technology, and organizational capabilities during the pandemic era.Design/methodology/approachUsing partial least squares structural equation modeling (PLS-SEM), this study examines 923 firms in Vietnam to ascertain the drivers of digital SC transformation between small- and medium-sized enterprises (SMEs) and large enterprises, based on the technology–organization–environment (TOE) as an overarching framework.FindingsThis study finds that greater digital SC transformation adoption could be achieved under the interactivity between the TOE components of firms' technological competencies, learning capabilities, and disruptions in socioeconomic environments due to the COVID-19 pandemic. Moreover, a multigroup analysis shows that the drivers of digital SC transformation differ between SMEs and large enterprises. SMEs were found to be more motivated by the COVID-19 disruption risk when adopting digital SC models.Originality/valueThis study represents an original and novel contribution from Vietnam as an emerging market to the literature on the impact of COVID-19 on the global value chain. Apart from the unique dataset at the firm level, the analysis of interactions between external and internal drivers of digital SC transformation could provide crucial managerial implications for SMEs to survive major disruptions, such as those caused by the COVID-19 pandemic.

A new contextual and comprehensive application of the UTAUT2 model post‐COVID‐19 pandemic in higher education

This study examines tertiary students' behavioural intention to resume face‐to‐face mode of study, post‐COVID‐19. A modified UTAUT2 model of nine factors and a moderator is used to investigate the impact of these factors on developing country's tertiary students' behavioural intention. The influence of these students' behavioural intention on se behaviour is also examined. Using a quantitative research approach, data were gathered from 419 students at a regional university using convenience sampling technique. Data were analysed to test and validate the proposed model using covariance‐based structural equation modelling. The study's findings reveal significant positive relationships between social influence, hedonic motivation, facilitating conditions, commitment, behavioural intention and use behaviour. However, it did not find performance expectancy, effort expectancy, price value, trust and comfortability, reporting any significant positive influence on behavioural intentions. Additionally, the moderating analysis shows that COVID‐19 fear did not moderate or strengthen the association between behavioural intentions and use behaviour, given the insignificant interaction effect of COVID‐19 fear. This study provides novelty in the contextual application of the modified UTAUT2 model, post‐COVID‐19. The addition of three additional constructs (trust, commitment and comfortability) has further improved the predictive power of the model. Lastly, the new construct that emerged in recent literature, COVID‐19 fear, has been tested for the first time within the UTAUT2 model as a moderator between behavioural intentions and use behaviour. In terms of practical implications, this study first adds to the current literature on higher education, after the COVID‐19 situation, being useful to education scholars. Second, it also offers specific suggestions to educational institutions and policymakers who fund universities. Such suggestions include: involving students' families in orientation and open day events, featuring family and friend support in promotional activities, upgrading facilities, including more teaching and learning sessions with team‐based assessments, encouraging comfortable interactions and continuously practising COVID‐19 safety protocols. [ FROM AUTHOR] Copyright of Higher Education Quarterly is the property of Wiley-Blackwell and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full . (Copyright applies to all s.)

Learning through radio and television during COVID-19: perspectives of K-12 stakeholders

The COVID-19 pandemic has disrupted traditional education, leading to the adoption of alternative methods, such as learning through radio and television for K-12 students. Television and radio became popularly adopted platforms to disseminate educational resources during the pandemic in developing countries, such as Nigeria. This study gathers the perspective of K-12 teachers and students during the crisis to find out the effectiveness of the utilized platforms, examine the challenges encountered, and suggest the way forward in case of future occurrence. The concerns-Based Adoption Model (CBAM) guided the study. A qualitative methodology of interpretivism was employed using 20 participants that comprise students and teachers across the five south-western states in Nigeria. Findings show that teachers adapted their lessons to be delivered through broadcasts, while school administrators have worked closely with broadcasters to develop and implement educational content. Students have had mixed experiences, with some finding radio and television engaging, while others face challenges with engagement and adaptability. In essence, the result shows that most of the respondents though acknowledged the effectiveness of the radio and television approach to learning but opined that the lessons are not detailed enough. Furthermore, educational television broadcast is preferable to radio lessons as the visual effect contributes significantly to learning. The study concludes that broadcasters have played a critical role in delivering educational content, partnering with schools, and developing programs that align with the curriculum during the pandemic. The study discussed its implication, followed by limitations, and gave direction for future studies.

Face Mask detection using Mask R-CNN to control the spread of Covid-19

Business executives are developing cutting-edge digital solutions as the virus outbreak spreads. A face mask detection system is one of them, and it can be used to spot people wearing them. Face mask identification software and applications have already been released by a few businesses, and others have promised to do the same for the service. The proposed work examines face mask detection accuracy using CNN networks. Mask wear is now required in many developed and developing countries worldwide when leaving the house or entering public spaces. It will be difficult to maintain touchless access control in buildings while recognising faces wearing masks on any surveillance systems. Masks covering faces has made face detection algorithms and performance difficult. The proposed work detect face mask labeled no mask or mask with detection accuracy. The work train the system to click images of a face and provide labeled data. The work is classified using Convolution Neural Network (CNN), a Deep learning technique, to classify the input image with the help of the classification algorithm MobileNetV2. The trained system shows whether a person in the video frame is wearing a mask or not. © 2023 IEEE.

The Sociocultural and Economic Barriers to Self-Care Culture for COVID-19 Control in Developing Societies: The Case of Iran

There are natural and unnatural problems for human beings. Communicable and incommunicable diseases are common issues in human life. The prevalence of COVID-19 since December 2019 is an ongoing and mysterious danger, and its control is a critical concern. According to the traits and dangerous consequences of COVID-19, self-care plays an inevitable role in its control. This chapter has reviewed the sociocultural and economic barriers to self-care for COVID-19 control in developing societies with an emphasis on Iran. Using the documentary method, databases about concepts, research, theories, and economic, social, and cultural indexes were reviewed. The most used databases were PubMed, Magiran, Noormags, Google Scholar, Sid, Iran Statistic Center, Trading Economics, and World Meters. Reviewing data on life expectancy, mortality, and other indexes among developed and less developed societies, the most barriers for developing societies such as Iran were introduced. Findings showed that the most important barriers are short-term (economic factors), medium-term (social factors), and long-term (cultural factors) barriers. In each time/subject period, two levels, micro and macro, are presented. The macro-economic barriers are economic poverty, economic recession, and inflation. The micro-economic barriers are malnutrition, lack of financial ability to use health-care facilities, lack of living facilities, and the work time in epidemiological conditions. The macro-social barriers are social inequality, lack of attention to prevention, weakness of social organization, and family size in less developed areas while the micro-social barriers are a weakness of education and socialization, and unstable job conditions. The macro-cultural barriers are fate-orientation, weakness of preventive insight, application of common beliefs, low social trust, social traps, and traditional habitus in health care while the micro-cultural barriers are poverty of knowledge and living awareness, self-medication belief, self-healthy imagination, misunderstanding of disease risks, social indifference, and social irresponsibility. As a result, cultural factors are the most important barriers to the self-care culture for the control of pandemic diseases such as COVID-19. © 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.

Effect of Remittance Inflows on External Debt in Developing Countries

This paper analyzes the effect of remittance inflows on external debt in developing countries, by identifying international reserves as a potential transmission channel. Using panel data over the period 1970–2017 and covering 50 low-and middle-income countries worldwide, we find a positive and significant effect of remittance inflows on the external debt-to-GDP ratio. We also find a negative and significant effect of international reserves on external debt. After controlling for international reserves, the effect of remittance inflows on external debt increases;it remains positive and significant. The results suggest that the role of international reserves as a self-insurance mechanism, and the Dutch disease effect related to remittance inflows are at play. In addition, we find negative and significant effects of economic growth and savings-investment gap on external debt. We also find positive and significant effects of the nominal exchange rate and the United States lending interest rate on external debt. We discuss the policy implications of these findings, while highlighting factors that policymakers should focus on for containing external debt in developing countries in the post-COVID-19.

Arbovirus and its potential to lead the next global pandemic from sub-Saharan Africa: What lessons have we learned from COVID-19?

Risk and predisposing factors for viral zoonoses abound in the sub-Saharan Africa (SSA) region with significant public health implications. For several decades, there have been several reports on the emergence and re-emergence of arbovirus infections. The lifetime burden of arboviral diseases in developing countries is still poorly understood. Studies indicate significant healthcare disruptions and economic losses attributed to the viruses in resource-poor communities marked by impairment in the performance of daily activities. Arboviruses have reportedly evolved survival strategies to aid their proliferation in favorable niches, further magnifying their public health relevance. However, there is poor knowledge about the viruses in the region. Thus, this review presents a survey of zoonotic arboviruses in SSA, the burden associated with their diseases, management of diseases as well as their prevention and control, mobility and determinants of infections, their vectors, and co-infection with various microorganisms. Lessons learned from the ongoing coronavirus disease 2019 (COVID-19) pandemic coupled with routine surveillance of zoonotic hosts for these viruses will improve our understanding of their evolution, their potential to cause a pandemic, control and prevention measures, and vaccine development.Copyright © GERMS 2022.

The health and outlook of printing industry post-Covid-19: the insight into Malaysia printing industry

While it is widely assumed that the printing industry is in a state of declining demand, or "sunsetting” worldwide, our study suggests that the printing industry in Malaysia shows a stabilizing trend. Print service providers (PSPs) diversify and exploit the trend for digitization and automation and also explore new market segments to stay relevant. The industry's performance before, during, and after the pandemic from 2019 to Q2 2022 was analyzed. An interview with the top management of PSPs was conducted to obtain views on the impact of Covid-19 on the print business. The findings show macroeconomic factors' are heavily influenced by growth and suggest that demand will remain resilient going forward, making the outlook for the printing industry optimistic despite domestic and global uncertainty. We also discovered that the pandemic has given PSPs a chance to reevaluate their operations and rebuild using technology to support their businesses in the post-Covid-19 © 2023, Journal of Print and Media Technology Research.All Rights Reserved.

Trends Affecting Biopharmaceutical Manufacturing

The landscape for bioprocessing continues to evolve, driven by many externally imposed trends that have been combined with ongoing technological changes and internal progress in bioprocessing. [...]most ongoing bioprocessing-related trends are not new and are reported after they become evident or familiar, making it difficult to cite when a specific trend starts and ends. The Top 1000+ Global Biopharmaceutical Facilities Index currently tracks over 1900 facilities worldwide with total estimated bioreactor capacity now over 17.3 million litres, including >720 facilities with an >2000 L capacity (2). * More biosimilars, biobetters, and biogenerics, with continued expansion in developed markets and capturing growing market shares in developing countries, due to an increase in prices of the originals. * Single-use bioprocessing systems will continue to rapidly displace commercialscale stainless steel-based manufacturing, both at commercial manufacturing and clinical scales. * Expansion of second-source bioprocessing facilities to combat supply chain issues due to the COVID-19 pandemic. * Flexible manufacturing facilities, including modulation, further aided by the increased adoption of single-use bioprocessing systems. [...]of this build-up and investment, non-pandemic projects continue to be shifted out to contract manufacturing organizations (CMOs).