Comprehensive Approach to Assure the Quality of MSME Data in Indonesia: A Framework Proposal
Mujiono Sadikin, Adi Trisnojuwono, Rudiansyah, Toni Widodo
2023
Abstract
As mandated by the laws and regulations that have been released, the Government of Indonesia has decided that Cooperation and MSME empowerment policies must be determined based on accurate Cooperation and MSME data profiles. Therefore, the Government of Indonesia, in this case the Ministry of Cooperation SMEs, executes a complete data collection program of Cooperation and MSME profile. Due to the characteristics and constraints of data collection, many risks must be mitigated. The main risk identified in this program is the possibility of reduced data quality for Cooperation and MSME caused by some factors. This paper presents a proposed comprehensive framework to ensure the quality of Cooperation and MSME data based on Khan’s data quality criteria previously defined. The aim of the proposed framework is to prevent, detect, repair, and recover dirty data to achieve the required minimum standards of data quality. The proposed framework covers all stages and aspects of the data collection process. In the data cleaning and correction stage, we investigate on many techniques namely rule based, selection based, and machine learning based. In the initial validation of the framework presented in this paper, the results of several data cleansing methods applied are discussed.
DownloadPaper Citation
in Harvard Style
Sadikin M., Trisnojuwono A., Rudiansyah. and Widodo T. (2023). Comprehensive Approach to Assure the Quality of MSME Data in Indonesia: A Framework Proposal. In Proceedings of the 3rd International Conference on Advanced Information Scientific Development - Volume 1: ICAISD; ISBN 978-989-758-678-1, SciTePress, pages 154-161. DOI: 10.5220/0012445700003848
in Bibtex Style
@conference{icaisd23,
author={Mujiono Sadikin and Adi Trisnojuwono and Rudiansyah and Toni Widodo},
title={Comprehensive Approach to Assure the Quality of MSME Data in Indonesia: A Framework Proposal},
booktitle={Proceedings of the 3rd International Conference on Advanced Information Scientific Development - Volume 1: ICAISD},
year={2023},
pages={154-161},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012445700003848},
isbn={978-989-758-678-1},
}
in EndNote Style
TY - CONF
JO - Proceedings of the 3rd International Conference on Advanced Information Scientific Development - Volume 1: ICAISD
TI - Comprehensive Approach to Assure the Quality of MSME Data in Indonesia: A Framework Proposal
SN - 978-989-758-678-1
AU - Sadikin M.
AU - Trisnojuwono A.
AU - Rudiansyah.
AU - Widodo T.
PY - 2023
SP - 154
EP - 161
DO - 10.5220/0012445700003848
PB - SciTePress