The influence of time and crowdfunding donation on Covid-19: A generalized linear model approach
The purpose of this study was to examine the effects that time and community assistance (in the form of donations) had on accrued recoveries from the Novel Coronavirus. This study examined donation transaction data from a community-based national virtual donation platform in conjunction with governm...
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| Format: | Article |
| Language: | English |
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UUM Press
2022
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| Online Access: | https://repo.uum.edu.my/id/eprint/29085/1/JCIA%2001%2001%202022%2085-111.pdf https://doi.org/10.32890/jcia2022.1.1.5 |
| _version_ | 1825805919188942848 |
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| author | Tan, Jackson Juatco Arceo, Virginia Ramirez Parcia, Richard |
| author_facet | Tan, Jackson Juatco Arceo, Virginia Ramirez Parcia, Richard |
| author_sort | Tan, Jackson Juatco |
| collection | UUM |
| description | The purpose of this study was to examine the effects that time and community assistance (in the form of donations) had on accrued recoveries from the Novel Coronavirus. This study examined donation transaction data from a community-based national virtual donation platform in conjunction with government released figures on populations and COVID-19 cases in the Philippines. Findings from a Generalized Linear Model showed that at a 0.001 level of significance, the passage of time affected accrued recoveries by about 14 (13.23) daily, while cumulative individual donations improved recoveries by about 2 (1.69) people. A series of simulations that visualized the effects of time and donations on recoveries evidenced that accrued recoveries were accelerated by donations. Results from the analysis generated a series of recommendations based on Resource-Advantage Theory, along with Disaster Management Theory as applied to supply-chains. The first recommendation was to allow broader access to the platform as an information exchange. An expansion of the crowdsourcing features on the platform was a second recommendation. A third recommendation was establishing a relief distribution network prior to the next disaster. |
| first_indexed | 2024-07-04T06:40:05Z |
| format | Article |
| id | uum-29085 |
| institution | Universiti Utara Malaysia |
| language | English |
| last_indexed | 2024-07-04T06:40:05Z |
| publishDate | 2022 |
| publisher | UUM Press |
| record_format | eprints |
| spelling | uum-290852023-04-04T09:24:41Z https://repo.uum.edu.my/id/eprint/29085/ The influence of time and crowdfunding donation on Covid-19: A generalized linear model approach Tan, Jackson Juatco Arceo, Virginia Ramirez Parcia, Richard QA75 Electronic computers. Computer science The purpose of this study was to examine the effects that time and community assistance (in the form of donations) had on accrued recoveries from the Novel Coronavirus. This study examined donation transaction data from a community-based national virtual donation platform in conjunction with government released figures on populations and COVID-19 cases in the Philippines. Findings from a Generalized Linear Model showed that at a 0.001 level of significance, the passage of time affected accrued recoveries by about 14 (13.23) daily, while cumulative individual donations improved recoveries by about 2 (1.69) people. A series of simulations that visualized the effects of time and donations on recoveries evidenced that accrued recoveries were accelerated by donations. Results from the analysis generated a series of recommendations based on Resource-Advantage Theory, along with Disaster Management Theory as applied to supply-chains. The first recommendation was to allow broader access to the platform as an information exchange. An expansion of the crowdsourcing features on the platform was a second recommendation. A third recommendation was establishing a relief distribution network prior to the next disaster. UUM Press 2022 Article PeerReviewed application/pdf en cc4_by https://repo.uum.edu.my/id/eprint/29085/1/JCIA%2001%2001%202022%2085-111.pdf Tan, Jackson Juatco and Arceo, Virginia Ramirez and Parcia, Richard (2022) The influence of time and crowdfunding donation on Covid-19: A generalized linear model approach. Journal of Computational Innovation and Analytics (JCIA), 01 (01). pp. 85-111. ISSN 2821-3408 https://doi.org/10.32890/jcia2022.1.1.5 https://doi.org/10.32890/jcia2022.1.1.5 |
| spellingShingle | QA75 Electronic computers. Computer science Tan, Jackson Juatco Arceo, Virginia Ramirez Parcia, Richard The influence of time and crowdfunding donation on Covid-19: A generalized linear model approach |
| title | The influence of time and crowdfunding donation on Covid-19: A generalized linear model approach |
| title_full | The influence of time and crowdfunding donation on Covid-19: A generalized linear model approach |
| title_fullStr | The influence of time and crowdfunding donation on Covid-19: A generalized linear model approach |
| title_full_unstemmed | The influence of time and crowdfunding donation on Covid-19: A generalized linear model approach |
| title_short | The influence of time and crowdfunding donation on Covid-19: A generalized linear model approach |
| title_sort | influence of time and crowdfunding donation on covid 19 a generalized linear model approach |
| topic | QA75 Electronic computers. Computer science |
| url | https://repo.uum.edu.my/id/eprint/29085/1/JCIA%2001%2001%202022%2085-111.pdf https://doi.org/10.32890/jcia2022.1.1.5 |
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