Covid-19, disrupted vegetable supply chain and direct marketing: experiences from India

Purpose: This paper examines the impact of the Covid-19 induced lockdown on selected vegetables to confirm if the vegetable supply chain was disrupted during that period. It attempts to see if direct marketing via FPOs/FPCs helped Indian farmers to cope with adverse situations aroused in vegetable marketing. Design/methodology/approach: This study opted for mixed methods research. First, a granular data set comprising daily observation on wholesale price and the market arrival of vegetables were analysed. Descriptive statistics and Kalmogorov-Smirnov test were used to understand the severity of disruptions in the vegetable supply chain in India during the lockdown. Then, qualitative information from different stakeholders engaged in the vegetable marketing was collected through a phone survey and assessed using content analysis to comprehend how FPOs have helped farmer's during this crisis. Findings: This paper confirms disruptions in the vegetable supply chain. Quantities of chosen vegetables arriving in the mandis were significantly lower than in the previous year for all phases of lockdown. Consequently, prices were much higher than in 2019–2020 for both the lockdown and subsequent phases unlock. Results further suggest that those farmers who are already in networks of FPOs/FPCs are able to get benefited. It was also observed that direct marketing through institutional supports is being more explored in the regions where FPOs/FPCs already exist. Research limitations/implications: Since it is an exploratory study involving a small sample, the research results may lack generalisability. Originality/value: This study provides scope for direct marketing through FPOs/FPCs in improving the food supply chain. © 2021, Emerald Publishing Limited.

Covid-19, disrupted vegetable supply chain and direct marketing: experiences from India

Purpose: This paper examines the impact of the Covid-19 induced lockdown on selected vegetables to confirm if the vegetable supply chain was disrupted during that period. It attempts to see if direct marketing via FPOs/FPCs helped Indian farmers to cope with adverse situations aroused in vegetable marketing. Design/methodology/approach: This study opted for mixed methods research. First, a granular data set comprising daily observation on wholesale price and the market arrival of vegetables were analysed. Descriptive statistics and Kalmogorov-Smirnov test were used to understand the severity of disruptions in the vegetable supply chain in India during the lockdown. Then, qualitative information from different stakeholders engaged in the vegetable marketing was collected through a phone survey and assessed using content analysis to comprehend how FPOs have helped farmer’s during this crisis. Findings: This paper confirms disruptions in the vegetable supply chain. Quantities of chosen vegetables arriving in the mandis were significantly lower than in the previous year for all phases of lockdown. Consequently, prices were much higher than in 2019–2020 for both the lockdown and subsequent phases unlock. Results further suggest that those farmers who are already in networks of FPOs/FPCs are able to get benefited. It was also observed that direct marketing through institutional supports is being more explored in the regions where FPOs/FPCs already exist. Research limitations/implications: Since it is an exploratory study involving a small sample, the research results may lack generalisability. Originality/value: This study provides scope for direct marketing through FPOs/FPCs in improving the food supply chain. © 2021, Emerald Publishing Limited.

Crowd Size Estimation Using CommSense Instrument for COVID-19 Echo Period

The period after the COVID-19 wave is called the Echo-period. Estimation of crowd size in an outdoor environment is essential in the Echo-period. Making a simple and flexible working system for the same is the need of the hour. This article proposes and evaluates a nonintrusive, passive, and cost-effective solution for crowd size estimation in an outdoor environment. We call the proposed system as LTE communication infrastructure based environment sensing or LTE-CommSense. This system does not need any active signal transmission as it uses LTE transmitted signal. So, this is a power-efficient, simple, low-footprint device. Importantly, the personal identity of the people in the crowd cannot be obtained using this method. First, the system uses practical data to determine whether the outdoor environment is empty or not. If not, it tries to estimate the number of people occupying the near range locality. Performance evaluation with practical data confirms the feasibility of this proposed approach.

Crowd Size using CommSense Instrument for COVID-19 Echo Period

The period after the COVID-19 wave is called the Echo-period. Estimation of crowd size in an outdoor environment is essential in the Echo-period. Making a simple and flexible working system for the same is the need of the hour. This article proposes and evaluates a non-intrusive, passive, and cost-effective solution for crowd size estimation in an outdoor environment. We call the proposed system as LTE communication infrastructure based environment sensing or LTE-CommSense. This system does not need any active signal transmission as it uses LTE transmitted signal. So, this is a power-efficient, simple low footprint device. Importantly, the personal identity of the people in the crowd can not be obtained using this method. First, the system uses practical data to determine whether the outdoor environment is empty or not. If not, it tries to estimate the number of people occupying the near range locality. Performance evaluation with practical data confirms the feasibility of this proposed approach. IEEE