Bootstrap Logistic Regression on Determining Factors Affecting the Level of Entrepreneurial Capability

The purpose of this study is to determine the factors that affect the level of entrepreneurial capability in tourism of rural area in Nagari Salayo of West Sumatra. The level of entrepreneurial capability is the response variable in this study with an ordinal scale consisting of four categories, the...

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Autores principales: Muhammad Ridho, Dodi Devianto
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Lenguaje:EN
Publicado: Department of Mathematics, UIN Sunan Ampel Surabaya 2019
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spelling oai:doaj.org-article:bd34d98e9a8d4f0f9b813c711af4d4c12021-12-02T14:53:54ZBootstrap Logistic Regression on Determining Factors Affecting the Level of Entrepreneurial Capability2527-31592527-316710.15642/mantik.2019.5.1.10-18https://doaj.org/article/bd34d98e9a8d4f0f9b813c711af4d4c12019-05-01T00:00:00Zhttp://jurnalsaintek.uinsby.ac.id/index.php/mantik/article/view/518https://doaj.org/toc/2527-3159https://doaj.org/toc/2527-3167The purpose of this study is to determine the factors that affect the level of entrepreneurial capability in tourism of rural area in Nagari Salayo of West Sumatra. The level of entrepreneurial capability is the response variable in this study with an ordinal scale consisting of four categories, they are lower, middle, high, or very high. Whereas the predictor variables consist of 4 socio-demographic factor variables, they are gender, education level, age group and occupation, and also 5 entrepreneurial motivation variables. To determine the predictor variables that are significantly affecting response variables, an ordinal logistic regression with a bootstrap estimation is executed. The study’s result shows two predictor variables that affect the response variable significantly, they are the entrepreneurial motive and social motive with the hit ratio of 61,667%. With that result, the model formed by bootstrapping logistic regression is able to determine the level of entrepreneurial capability in tourism of the rural area.Muhammad RidhoDodi DeviantoDepartment of Mathematics, UIN Sunan Ampel SurabayaarticleOrdinal logistic regression; Bootstrap estimation; Entrepreneurial capabilityMathematicsQA1-939ENMantik: Jurnal Matematika, Vol 5, Iss 1, Pp 10-18 (2019)
institution DOAJ
collection DOAJ
language EN
topic Ordinal logistic regression; Bootstrap estimation; Entrepreneurial capability
Mathematics
QA1-939
spellingShingle Ordinal logistic regression; Bootstrap estimation; Entrepreneurial capability
Mathematics
QA1-939
Muhammad Ridho
Dodi Devianto
Bootstrap Logistic Regression on Determining Factors Affecting the Level of Entrepreneurial Capability
description The purpose of this study is to determine the factors that affect the level of entrepreneurial capability in tourism of rural area in Nagari Salayo of West Sumatra. The level of entrepreneurial capability is the response variable in this study with an ordinal scale consisting of four categories, they are lower, middle, high, or very high. Whereas the predictor variables consist of 4 socio-demographic factor variables, they are gender, education level, age group and occupation, and also 5 entrepreneurial motivation variables. To determine the predictor variables that are significantly affecting response variables, an ordinal logistic regression with a bootstrap estimation is executed. The study’s result shows two predictor variables that affect the response variable significantly, they are the entrepreneurial motive and social motive with the hit ratio of 61,667%. With that result, the model formed by bootstrapping logistic regression is able to determine the level of entrepreneurial capability in tourism of the rural area.
format article
author Muhammad Ridho
Dodi Devianto
author_facet Muhammad Ridho
Dodi Devianto
author_sort Muhammad Ridho
title Bootstrap Logistic Regression on Determining Factors Affecting the Level of Entrepreneurial Capability
title_short Bootstrap Logistic Regression on Determining Factors Affecting the Level of Entrepreneurial Capability
title_full Bootstrap Logistic Regression on Determining Factors Affecting the Level of Entrepreneurial Capability
title_fullStr Bootstrap Logistic Regression on Determining Factors Affecting the Level of Entrepreneurial Capability
title_full_unstemmed Bootstrap Logistic Regression on Determining Factors Affecting the Level of Entrepreneurial Capability
title_sort bootstrap logistic regression on determining factors affecting the level of entrepreneurial capability
publisher Department of Mathematics, UIN Sunan Ampel Surabaya
publishDate 2019
url https://doaj.org/article/bd34d98e9a8d4f0f9b813c711af4d4c1
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