Multilevel latent class modeling to segment the microfinance market
Purpose Microfinance has become an important way to alleviate poverty. Though four decades have passed since its introduction, its impact is still not entirely clear. What makes it difficult to ascertain its efficacy is the existence of diverse types of microfinance organizations and client profiles...
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Published in: | International journal of bank marketing Vol. 37; no. 5; pp. 1103 - 1118 |
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Main Authors: | , , |
Format: | Journal Article |
Language: | English |
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Emerald Publishing Limited
18-06-2019
Emerald Group Publishing Limited |
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Abstract | Purpose
Microfinance has become an important way to alleviate poverty. Though four decades have passed since its introduction, its impact is still not entirely clear. What makes it difficult to ascertain its efficacy is the existence of diverse types of microfinance organizations and client profiles. Microfinance institutions must primarily pay more attention to the client, and to the mechanism through which financial services are delivered. The purpose of this paper is to identify the profiles of microfinance customers and the features of their operations.
Design/methodology/approach
In this paper, multilevel latent class models were estimated to reveal clusters of operations and classes of clients.
Findings
The results show that there are six clusters of operations and four classes of clients in the market, each with distinct profiles and needs. Different strategies are recommended for each cluster and class.
Originality/value
Numerous studies have focused on the importance of getting to know the clients of microfinance programs, but none as yet have used market segmentation as a way to do so. The goal is to generate better strategies to help clients improve their business results. Applying market segmentation to the microfinance market may point to different products for different groups of clients, taking the real needs of each of them into account. |
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AbstractList | Purpose
Microfinance has become an important way to alleviate poverty. Though four decades have passed since its introduction, its impact is still not entirely clear. What makes it difficult to ascertain its efficacy is the existence of diverse types of microfinance organizations and client profiles. Microfinance institutions must primarily pay more attention to the client, and to the mechanism through which financial services are delivered. The purpose of this paper is to identify the profiles of microfinance customers and the features of their operations.
Design/methodology/approach
In this paper, multilevel latent class models were estimated to reveal clusters of operations and classes of clients.
Findings
The results show that there are six clusters of operations and four classes of clients in the market, each with distinct profiles and needs. Different strategies are recommended for each cluster and class.
Originality/value
Numerous studies have focused on the importance of getting to know the clients of microfinance programs, but none as yet have used market segmentation as a way to do so. The goal is to generate better strategies to help clients improve their business results. Applying market segmentation to the microfinance market may point to different products for different groups of clients, taking the real needs of each of them into account. PurposeMicrofinance has become an important way to alleviate poverty. Though four decades have passed since its introduction, its impact is still not entirely clear. What makes it difficult to ascertain its efficacy is the existence of diverse types of microfinance organizations and client profiles. Microfinance institutions must primarily pay more attention to the client, and to the mechanism through which financial services are delivered. The purpose of this paper is to identify the profiles of microfinance customers and the features of their operations.Design/methodology/approachIn this paper, multilevel latent class models were estimated to reveal clusters of operations and classes of clients.FindingsThe results show that there are six clusters of operations and four classes of clients in the market, each with distinct profiles and needs. Different strategies are recommended for each cluster and class.Originality/valueNumerous studies have focused on the importance of getting to know the clients of microfinance programs, but none as yet have used market segmentation as a way to do so. The goal is to generate better strategies to help clients improve their business results. Applying market segmentation to the microfinance market may point to different products for different groups of clients, taking the real needs of each of them into account. |
Author | Ferreira de Freitas, Ana Augusta Bassi, Francesca Souza, Lucas Lopes Ferreira |
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Microfinance has become an important way to alleviate poverty. Though four decades have passed since its introduction, its impact is still not entirely... PurposeMicrofinance has become an important way to alleviate poverty. Though four decades have passed since its introduction, its impact is still not entirely... |
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SubjectTerms | Bank marketing Banking industry Banks Collateral Economic models Entrepreneurs Financial services Interest rates Latent class analysis Liability Loans Low income groups Microfinance Poverty Qualitative research Small business |
Title | Multilevel latent class modeling to segment the microfinance market |
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