DEVELOPMENT OF A SUSTAINABLE BUSINESS MODEL FOR SMALL BUSINESSES USING DATA MINING

Syed Waqas Ahmed; Imran Khan

TR EN

VERİ MADENCİLİĞİ KULLANARAK KÜÇÜK İŞLETMELER İÇİN SÜRDÜRÜLEBİLİR BİR İŞ MODELİ GELİŞTİRME

Öz

KOBİ'ler (Küçük ve Orta Ölçekli Kuruluşlar) Pakistan Ekonomisinin temel yapısıdır. Türlerine bakılmaksızın, dini temelli bir iş yapısına ait olsunlar veya olmasınlar, çoğu kendi etrafında sürdürülebilir bir model kuramıyor ve bu nedenle iflas ediyor. Yaygın nedenler, uzun ömürlü ve çok az parasal ödülü olan projeleri seçerken nakit girişi ve çıkışını dengeleyememeyi içerir. Belge, bu işletmelerin hangi alanları iyileştirmeleri gerektiğini anlamalarına yardımcı olmak için Veri Madenciliği tekniklerinden kavramların entegrasyonunu sunar. Makine öğrenimi algoritmalarıyla birlikte klasik karar ağaçları, kararlarının ve iş akışlarının sürdürülemez hale gelmesine neden olan yönlerini anlamak için KOBİ'lerden gelen verileri analiz etmek için kullanılabilir. Bu kararların dini düzenlemeler ve ilişkiler bağlamında bir analizi, inanca dayalı bir iş yapısının benimsenmesinin bir işletmeye yardımcı olup olamayacağını değerlendirmek için yapılacaktır. Makale ayrıca sürdürülebilirlik açısından seküler ve seküler olmayan iş yaklaşımları arasında bir karşılaştırma sunmakta ve bunu tüm dünyadaki KOBİ'lerin başarısı ve başarısızlığı ile ilişkilendirmektedir. Belgede seçilen kuruluşların kısa bir analizi de yer almaktadır.

Anahtar Kelimeler

Ekonomi , Sürdürülebilirlik , Veri Madenciliği , Karar Ağacı , KOBİ

DEVELOPMENT OF A SUSTAINABLE BUSINESS MODEL FOR SMALL BUSINESSES USING DATA MINING

Abstract

SMEs (Small and Medium-Sized Organizations) are the foundational structure of the Pakistani Economy. Irrespective of their type, whether they belong to a religious-based business structure or not, many are unable to build a sustainable model around themselves and thereby go out of business. Common reasons include being unable to balance the cash inflow and outflow while choosing projects with a long lifespan and little monetary rewards. The paper presents the integration of concepts from Data Mining techniques to help these businesses understand which areas they need to improve. Classic decision trees along with machine learning algorithms can be used to analyze data from SMEs to understand the aspects of their decisions and workflow which leads them to become unsustainable. An analysis of these decisions in the context of religious regulations and dealings shall be done to assess whether the adoption of a faith-based business structure can help a business not. The paper also presents a comparison between secular and non-secular business approaches from the lens of sustainability and relating it to the success and the failure of SMEs all around the world. A brief analysis of the selected organizations is also included in the paper.

Keywords

Economy , Sustainability , Data Mining , Decision Tree , SME

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Details

Primary Language

English

Subjects

Economics

Journal Section

Research Article

Authors

Syed Waqas Ahmed ^*
0000-0001-8798-7511
Pakistan

Imran Khan
0000-0002-2518-4796
Pakistan

Publication Date

June 30, 2021

Submission Date

April 12, 2021

Acceptance Date

June 27, 2021

Published in Issue

Year 2021 Volume: 7 Number: 1

IZ

https://izlik.org/JA83AB88TB

APA

Ahmed, S. W., & Khan, I. (2021). DEVELOPMENT OF A SUSTAINABLE BUSINESS MODEL FOR SMALL BUSINESSES USING DATA MINING. İslam Ekonomisi Ve Finansı Dergisi (İEFD), 7(1), 111-144. https://izlik.org/JA83AB88TB

VERİ MADENCİLİĞİ KULLANARAK KÜÇÜK İŞLETMELER İÇİN SÜRDÜRÜLEBİLİR BİR İŞ MODELİ GELİŞTİRME

Öz

Anahtar Kelimeler

DEVELOPMENT OF A SUSTAINABLE BUSINESS MODEL FOR SMALL BUSINESSES USING DATA MINING

Abstract

Keywords

References

Details

Primary Language

Subjects

Journal Section

Authors

Publication Date

Submission Date

Acceptance Date

Published in Issue

IZ

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