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16 results for “Microfinance”
INNOVATIVE MACHINE LEARNING APPROACHES TO FOSTER FINANCIAL INCLUSION IN MICROFINANCE
<p>This study examines the application of machine learning algorithms to enhance financial inclusion in microfinance, focusing on credit scoring, risk and fraud detection, and customer segmentation. We performed feature engineering and employed models such as Logistic Regression, Decision Trees, Random Forests, Gradient Boosting Machines (XGBoost and LightGBM), Support Vector Machines (SVM), Autoencoders, Isolation Forests, and K-means Clustering. LightGBM achieved the highest accuracy (89.6%) and AUC (0.92) in credit scoring, while Random Forests demonstrated strong performance in both loan approval (86.7% accuracy) and fraud detection (87.6% accuracy, AUC of 0.88). SVM also performed competitively, and unsupervised methods like Autoencoders and Isolation Forests showed potential for anomaly detection but required further refinement.K-means Clustering excelled in customer segmentation with a silhouette score of 0.72, enabling tailored services based on client demographics. Our findings highlight the significant impact of machine learning on improving credit scoring accuracy, reducing fraud risks, and enhancing customer service delivery in microfinance, thereby promoting financial inclusion for underserved populations. Ethical considerations and model interpretability are crucial, particularly for smaller institutions. This study advocates for the broader adoption of machine learning in the microfinance sector.</p>
Harambee: Integrated Community-based HIV/NCD Care & Microfinance Groups in Kenya
ClinicalTrials.gov study NCT04417127. IPD Sharing: NO. Countries: 1. Publications: 8.
ETHICS IN MICROFINANCE_RADICAL AFFINITY INDEX RAI APPLIED TO MICROFINANCE
<p>We have adapted the Radical Affinity Index for the analysis of ethics in micro financial institutions. It was used the data available at december 2023. We have review all the web pages one by one and establish each evaluation from 0 to 4 for the RAI aspects: transparency, placemento fo assets, guarantees and participation. Ohter aspects from MIX Market database has taken into account after we review the information before to proceed. They are: <span>Country, Region, Legal Status, Total Assets (US$), Loan Portfolio/Asset, Average Loan and Balance per Borrower/GDPpc</span></p>
Evaluating a Microfinance Intervention for High Risk Women in Mongolia
ClinicalTrials.gov study NCT01861431. IPD Sharing: Not stated. Countries: 1. Publications: 1.
Impact of Microfinance and Participatory Gender Training for Women in Reducing Intimate Partner Violence
ClinicalTrials.gov study NCT02592252. IPD Sharing: Not stated. Countries: 1. Publications: 7.
Study of Effect of Microfinance on Under 5 Health in Rural India
ClinicalTrials.gov study NCT01845545. IPD Sharing: Not stated. Countries: 1. Publications: 2.
Evaluation of an Integrated Microfinance and Depression Care Program for Women
ClinicalTrials.gov study NCT02069301. IPD Sharing: Not stated. Countries: 1. Publications: 1.
Evaluating a Microfinance Intervention for Vulnerable Women in Kazakhstan
ClinicalTrials.gov study NCT02406482. IPD Sharing: Not stated. Countries: 1. Publications: 3.
Youth and Adult Microfinance to Improve Resilience Outcomes in Democratic Republic of Congo
ClinicalTrials.gov study NCT02008695. IPD Sharing: Not stated. Countries: 1. Publications: 2.
Microfinance and Health Intervention Trial for Youth in Dar es Salaam, Tanzania
ClinicalTrials.gov study NCT01865383. IPD Sharing: YES. Countries: 1. Publications: 8.
The Intervention With Microfinance for AIDS and Gender Equity (IMAGE) Study
ClinicalTrials.gov study NCT00242957. IPD Sharing: Not stated. Countries: 1. Publications: 1.
Microfinance Intervention to Improve Health of Trauma Survivors in DRC
ClinicalTrials.gov study NCT02008708. IPD Sharing: Not stated. Countries: 1. Publications: 3.
Evaluation of the Protection Activity of Microfine Titanium Dioxide (Ti02), Pigmentary Ti02 and Bisoctrizole and Their Combinations in Voluntary Patients With Idiopathic Solar Urticaria (SU)
ClinicalTrials.gov study NCT00483496. IPD Sharing: Not stated. Countries: 2. Publications: 0.
Mixed Methods Implementation Evaluation of an Integrated Depression and Microfinance Program for Women in Vietnam
ClinicalTrials.gov study NCT04218214. IPD Sharing: NO. Countries: 1. Publications: 0.
Microfinance Institutions as a Platform for Global Health
ClinicalTrials.gov study NCT02808117. IPD Sharing: UNDECIDED. Countries: 1. Publications: 0.
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