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The manufacturing industry is one of the most disrupted systems as a result of the global spread of the Covid-19 pandemic. Manufacturing firms are looking for strategies and policies to deal with the situation while also meeting customer demands. This study aims to discuss and analyze the barriers that have impacted manufacturing systems during this period.

The barriers and performance measures were extracted from the extant literature and further discussed with academic and industry experts. Based on the response of experts, a list of ten barriers and five performance measures were selected for further analysis. The interpretive ranking process (IRP) is applied to analyze the inter-relationship among the barriers with respect to performance variables. The cross-interaction matrices and the dominance profile are created to prioritize the barriers. Based on dominance value, an IRP-based manufacturing barrier evaluation model is developed for validation.

The impact of the pandemic on the manufacturing industry is analyzed through the list of barriers and a structured ranking model is proposed. The research findings of the study indicate that “Financial constraints” is the most influential barrier to manufacturing due to the outbreak of Covid-19, followed by “Government imposed restrictions” and “Setbacks in logistics services.”

The ranking of barriers and developed interpretive ranking process model would be helpful for practitioners and policymakers to formulate strategies for manufacturing organizations to deal with the pandemic situation. The finding can be beneficial as it promotes similar studies in other sectors.

This study contributes to the manufacturing sector by developing a contextual relationship among the set of identified barriers against various performance measures. As per the author's knowledge, this is the first study that provides a relationship and ranking of manufacturing barriers due to the outbreak of Covid-19.

Coronavirus disease 2019 is a global public health emergency affecting almost the entire world. The exponential spread of the infection has become a matter of concern. The study aims to determine how well people in India know about COVID-19 outbreak and actions taken to cope up during lockdown.

A total of 5,000 randomly selected participants were sent the survey link, of which 1,526 responded (response rate of 30.5%). The survey was conducted from March 28 till March 31, 2020. The 20-item questionnaire aimed to determine how well people know about COVID-19 outbreak as well as actions taken to cope up during the lockdown. Descriptive statistics were used to summarize the findings.

Participants exhibited good knowledge about the primary and secondary symptoms of COVID-19 and infection spread. Over 95% participants knew preventive measures such as use of masks, sanitizers and hand wash. And, 80% of the participants felt that steps taken by the government are effective, while 93% opined that lockdown would be effective. There was apprehension regarding the infection spread, its containment and age group affected. Over 60% referred the World Health Organization website as their source of information. During the lockdown, participants engaged in home-based exercise (39%) and yoga (28%) for fitness while used social media (64%) and television (63%) for entertainment.

Although participants exhibited good knowledge related to symptoms and preventive measure related to COVID-19, the beliefs related to infection spread and containment need to be addressed. These should be targeted through health promotional campaigns focusing on mental health and home-based physical activities.

Access to finance, especially by the poor and marginalized section of the population, is a prerequisite for creating employment opportunities, economic growth, poverty reduction and social cohesion. Access to finance makes transactions quicker, cheaper and safer. Most people around the world having an account in a formal financial institution serve as an entry point into formal financial sector. This study aims to analyze the status of financial inclusion in Assam with respect to demographic penetration, geographic penetration and usage ratio, i.e. credit–deposit ratio.

The study covers a period of 12 years from 2007–08 to 2018–19. Both the parametric and non-parametric statistical tools have been used to analyze the various dimensions of financial inclusion.

The study clearly indicates that there is a significant difference between Assam and aggregate India in financial inclusion and the status of Assam is somewhat lower as compared to the aggregate financial inclusion status of India. To achieve a satisfactory level of financial inclusion, it is not enough to open a bank account for the excluded people, but banks must look at flexibility and timeliness in services to offer a complete package to this segment of the population.

The study is a significant attempt to meet the shortcomings and improve banking coverage for achieving financial inclusion.