Agustina, Fatkhi Rizqiyah (2021) Klasifikasi Tingkat Kepatuhan Masyarakat di Jawa Timur dalam Menerapkan Protokol Kesehatan dengan Metode Classification and Regression Tree (CART). Undergraduate thesis, Institut Teknologi Sepuluh Nopember.
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Abstract
Provinsi Jawa Timur merupakan provinsi dengan kasus konfirmasi COVID-19 tertinggi kedua di Indonesia per 1 Desember 2020. Sebagai upaya memutus rantai penyebaran COVID-19 di Jawa Timur, dilakukan klasifikasi tingkat kepatuhan masyarakat dalam menerapkan protokol kesehatan. Data merupakan data sekunder dari Pusat Kajian SDG’s ITS. Pengambilan data melalui survey online pada 8 Oktober hingga 6 Desember 2020 sejumlah 579 responden. Metode klasifikasi yang digunakan adalah Classification and Regression Tree (CART) secara bertahap karena terdapat hubungan yang mempengaruhi kepatuhan secara bertahap. Variabel yang digunakan adalah kepatuhan, keyakinan dan kesediaan dalam menerapkan protokol kesehatan 3M (menggunakan masker, mencuci tangan, dan menjaga jarak). Responden didominasi oleh perempuan, berusia 17 hingga 25 tahun, lulusan perguruan tinggi, dan pelajar/mahasiswa. Sebagian besar responden menyatakan selalu patuh, meyakini efektifitas penerapan protokol kesehatan 3M, dan menyatakan sangat bersedia menerapkan protokol kesehatan 3M. Berdasarkan hasil analisis, keyakinan efektifitas memiliki kontribusi tertinggi dalam menentukan tingkat kepatuhan responden. Adapun berdasarkan hasil klasifikasi tingkat keyakinan efektifitas, pekerjaan adalah yang memiliki kontribusi tertinggi. Maka pekerjaan juga akan menentukan tingkat kepatuhan responden.
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East Java is a province with the second-highest COVID-19 confirmed case in Indonesia as of December 1, 2020. As an effort to break the chain of COVID-19 spread in East Java, a classification of the community compliance level in implementing health protocols was carried out. The data used is secondary data obtained from Pusat Kajian SDG’s ITS. Data was carried out through an online survey from October 8, 2020, to December 6, 2020, with a total of 579 respondents. The classification method used is Classification and Regression Tree (CART) in stages because there is a relationship that affects compliance gradually. The variables used are compliance, effectivity confidence, and willingness to apply the 3M health protocols. Respondents are dominated by women, aged 17 to 25, college graduates, and students. Most of the respondents stated that they always obeyed, believed in the effectiveness of implementing the 3M health protocol, and declared that they are very willing to implement the 3M health protocol. Based on the analysis result, the belief in effectiveness has the highest contribution in determining respondent compliance level. Based on the confidence level of the 3M health protocol effectiveness classification, occupation has the highest contribution. Therefore occupation will also determine respondent compliance level.
| Item Type: | Thesis (Undergraduate) |
|---|---|
| Uncontrolled Keywords: | CART, Kepatuhan, Keyakinan Efektifitas, Protokol Kesehatan, Compliance, Effectiveness Belief, Health Protocol. |
| Subjects: | H Social Sciences > HA Statistics > HA31.3 Regression. Correlation |
| Divisions: | Faculty of Science and Data Analytics (SCIENTICS) > Statistics > 49201-(S1) Undergraduate Thesis |
| Depositing User: | Fatkhi Rizqiyah Agustina |
| Date Deposited: | 28 Aug 2021 01:03 |
| Last Modified: | 08 Dec 2023 07:28 |
| URI: | http://repository.its.ac.id/id/eprint/91011 |
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