Suprehatin Suprehatin
IPB University

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Credit Scoring Model for Farmers using Random Forest Kharida Aulia Bahri; Yeni Herdiyeni; Suprehatin Suprehatin
Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Vol 7 No 1 (2023): February 2023
Publisher : Ikatan Ahli Informatika Indonesia (IAII)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29207/resti.v7i1.4583

Abstract

One of the problems faced by farmers in Indonesia is capital. Based on Indonesian Central Statistics Agency survey results, the number of farmers who borrow capital from formal institutions such as banks is still small. This is because the process of applying for loans at banks is lengthy, farmers are considered high-risk and unbankable, and the rating of the agricultural sector is unattractive to banks. This study aims to determine the attributes and design a model of agricultural credit assessment. This study uses secondary data related to bank credit ratings and land productivity from banks in the Telagasari sub-district in 2018–2020 and Cipayung sub-district in 2020. Data were analyzed using random forests. The research process includes four stages: data collection, data pre-processing, model building, and model analysis and evaluation. This study produced five important variables that are relevant to farmers: planting costs, sales, land productivity, total production, and land area. The model built produces the most optimal accuracy of 83% with an AUC score of 81%. Based on the AUC performance classification, it can be concluded that the model that has been made is good at predicting the credit status of farmers because the AUC value is included in the good classification predicate.
Development of the Pertamina Pinky movement program through the design thinking approach Meidina Arimbi Rushartami; Joyo Winoto; Suprehatin Suprehatin
JPPI (Jurnal Penelitian Pendidikan Indonesia) Vol 10, No 1 (2024): JPPI (Jurnal Penelitian Pendidikan Indonesia)
Publisher : Indonesian Institute for Counseling, Education and Theraphy (IICET)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29210/020243105

Abstract

Implementing Social and Environmental Responsibility (TJSL) is an obligation for State-Owned Enterprises (BUMN). To increase value for the Company, implementing TJSL should be carried out with the Company's business approach. Pertamina, one of the BUMNs, is implementing the TJSL program with this approach through the pinky movement program. This program is a funding and business development program for Micro, Small, and Medium Enterprises actors with the primary objective of switching from the use of subsidized LPG to non-subsidized LPG, which is right on target and provides access to the marketing of non-subsidized LPG for the community. This program has been running since 2020, but program development is still needed so that the conversion of subsidized LPG to non-subsidized LPG is optimal. This study aims to formulate a strategy for developing the Pinky Movement program. The research method used qualitative methods for data collection to formulate strategies using design thinking methods. The results at the final stage state that the proposed program development is feasible to run to optimize the program.
Development of the Pertamina pinky movement program through the design thinking approach Meidina Arimbi Rushartami; Joyo Winoto; Suprehatin Suprehatin
JPPI (Jurnal Penelitian Pendidikan Indonesia) Vol 10, No 1 (2024): JPPI (Jurnal Penelitian Pendidikan Indonesia)
Publisher : Indonesian Institute for Counseling, Education and Theraphy (IICET)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29210/020243105

Abstract

Implementing Social and Environmental Responsibility (TJSL) is an obligation for State-Owned Enterprises (BUMN). To increase value for the Company, implementing TJSL should be carried out with the Company's business approach. Pertamina, one of the BUMNs, is implementing the TJSL program with this approach through the pinky movement program. This program is a funding and business development program for Micro, Small, and Medium Enterprises actors with the primary objective of switching from the use of subsidized LPG to non-subsidized LPG, which is right on target and provides access to the marketing of non-subsidized LPG for the community. This program has been running since 2020, but program development is still needed so that the conversion of subsidized LPG to non-subsidized LPG is optimal. This study aims to formulate a strategy for developing the Pinky Movement program. The research method used qualitative methods for data collection to formulate strategies using design thinking methods. The results at the final stage state that the proposed program development is feasible to run to optimize the program.