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Analyzing the impact of social capital on US based Kickstarter projects outcome
The essence of this paper is to analyse the ripple effects caused from the intertwining and complex relationship between the relational and structural dimensions of social capital on the US based Kick starter projects’ outcomes. This will be measured based on real time data collected from the Kick s...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8327500/ https://www.ncbi.nlm.nih.gov/pubmed/34377848 http://dx.doi.org/10.1016/j.heliyon.2021.e07425 |
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author | Onginjo, Joseph Ochieng Zhou, Dong Mei Berhanu, Tesema Fiseha Belihu, Sime Welde Gebrile |
author_facet | Onginjo, Joseph Ochieng Zhou, Dong Mei Berhanu, Tesema Fiseha Belihu, Sime Welde Gebrile |
author_sort | Onginjo, Joseph Ochieng |
collection | PubMed |
description | The essence of this paper is to analyse the ripple effects caused from the intertwining and complex relationship between the relational and structural dimensions of social capital on the US based Kick starter projects’ outcomes. This will be measured based on real time data collected from the Kick starter. com in form of 1157 projects organised in the structure of the number of backers, amount of time taken to fund the projects and the converted amount pledged towards the projects, as classified according to various project categories and geographical locations. This research applies qualitative and quantitative statistical analysis methods as well as data mining techniques; k-Nearest Neighbour, Naive Bayes and Decision Tree Algorithms. The results from this research confirm that relational social capital i.e. the number of backers involved in the projects, has significantly strong and positive impact on the converted amount pledged towards a project and the project outcome. This paper also offers a feasible decision-making model that will be used by the entrepreneurs in the future to determine which type of project categories an entrepreneur can choose to host and the project outcome. |
format | Online Article Text |
id | pubmed-8327500 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-83275002021-08-09 Analyzing the impact of social capital on US based Kickstarter projects outcome Onginjo, Joseph Ochieng Zhou, Dong Mei Berhanu, Tesema Fiseha Belihu, Sime Welde Gebrile Heliyon Research Article The essence of this paper is to analyse the ripple effects caused from the intertwining and complex relationship between the relational and structural dimensions of social capital on the US based Kick starter projects’ outcomes. This will be measured based on real time data collected from the Kick starter. com in form of 1157 projects organised in the structure of the number of backers, amount of time taken to fund the projects and the converted amount pledged towards the projects, as classified according to various project categories and geographical locations. This research applies qualitative and quantitative statistical analysis methods as well as data mining techniques; k-Nearest Neighbour, Naive Bayes and Decision Tree Algorithms. The results from this research confirm that relational social capital i.e. the number of backers involved in the projects, has significantly strong and positive impact on the converted amount pledged towards a project and the project outcome. This paper also offers a feasible decision-making model that will be used by the entrepreneurs in the future to determine which type of project categories an entrepreneur can choose to host and the project outcome. Elsevier 2021-07-02 /pmc/articles/PMC8327500/ /pubmed/34377848 http://dx.doi.org/10.1016/j.heliyon.2021.e07425 Text en © 2021 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Research Article Onginjo, Joseph Ochieng Zhou, Dong Mei Berhanu, Tesema Fiseha Belihu, Sime Welde Gebrile Analyzing the impact of social capital on US based Kickstarter projects outcome |
title | Analyzing the impact of social capital on US based Kickstarter projects outcome |
title_full | Analyzing the impact of social capital on US based Kickstarter projects outcome |
title_fullStr | Analyzing the impact of social capital on US based Kickstarter projects outcome |
title_full_unstemmed | Analyzing the impact of social capital on US based Kickstarter projects outcome |
title_short | Analyzing the impact of social capital on US based Kickstarter projects outcome |
title_sort | analyzing the impact of social capital on us based kickstarter projects outcome |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8327500/ https://www.ncbi.nlm.nih.gov/pubmed/34377848 http://dx.doi.org/10.1016/j.heliyon.2021.e07425 |
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