Submitted:
25 March 2025
Posted:
26 March 2025
You are already at the latest version
Abstract
Keywords:
1. Introduction
1.1 Closure of Microfinance Institutions
2. Materials and Methods
2.1. Methods for Assessing the Financial and Livelihood Impact of Microfinance Closures on Smallholder Farmer Productivity
2.2. Study Area
3. Results and Discussion
3.1. SHFs’ Awareness of MFI Closures: Financial and Livelihood Implications Within FIT and SLF Frameworks
3.2 Alternative Sources of Support and Their Implications for SHFs’ Livelihoods and Financial Inclusion
3.3 SHFs’ Utilization of MFI Loans (Loan Investment in Farms): Implications for Financial Inclusion and Livelihoods
3.4 SHFs’ Use of Insurance Services for Risk Management: Implications for Financial Inclusion and Livelihoods
3.5 SHFs’ Use of BDS for Agricultural Growth and Food Security (SDG 2): Implications for FIT and SLF
3.6 Impact of MFI Closures on SHFs’ Crop Yields: Implications for SDG 2 (Food Security), SDG 8 (Economic Growth), SLF, and FIT
3.6.1 Impact of MFI Closures on Rice Yields: Implications for Agricultural Productivity, SDG 2 (Food Security), SLF, and FIT
3.6.1.1 Effect Size Estimation of Rice Yields: Implications for Agricultural Productivity, SDG 2 (Food Security), SLF, and FIT
3.6.1.2. Adjusted Effect Size of Rice Yields: Implications for Agricultural Productivity, SDG 2 (Food Security), SLF, and FIT
3.6.2. Impact of MFI Closures on Maize Yields: Implications for Agricultural Productivity, SDG 2 (Food Security), SLF, and FIT
3.6.2.1. Effect Size Estimation of Maize Yields: Implications for Agricultural Productivity, SDG 2 (Food Security), SLF, and FIT
3.6.2.2. Adjustment of Effect Size Estimates for Maize Yields: Implications for Agricultural Productivity, SDG 2 (Food Security), SLF, and FIT
4. Conclusions
4.1. Key Findings and Their Theoretical Implications
4.2. Policy Implications and Recommendations: A Financial Inclusion and Livelihoods Perspective
4.3. Study Limitations and Future Research Directions
Author Contributions Statement
Funding
Conflict of Interest Statement
Ethical Approval Statement
Data Availability Statement
Acknowledgments
References
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| Knowledge level of massive closure of MFIs | Frequency (N) | Percentage (%) |
|---|---|---|
| Aware of MFIs closure | 597 | 99.3 |
| Not aware of MFIs closure | 4 | 0.7 |
| Total | 601 | 100.0 |
| Alternative Support Sources | Frequency (N) | Percentage (%) |
|---|---|---|
| Savings | 80 | 13.3 |
| Relatives | 325 | 54.1 |
| Savings and Relatives | 157 | 26.1 |
| Revolving of Farm and Non-Farm Income | 39 | 6.5 |
| Total | 601 | 100.0 |
| Year | Closed MFIs | Active MFIs | Difference |
|---|---|---|---|
| 2018 | .8900 | .9000 | -.010 |
| 2020 | .2333 | .8800 | -.650*** |
| Year | Closed MFIs | Active MFIs | Difference |
|---|---|---|---|
| 2018 | .8500 | .8919 | -.04189 |
| 2020 | .0502 | .9932 | -.94305*** |
| Year | Closed MFIs | Active MFIs | Difference |
|---|---|---|---|
| 2018 | .8600 | .8930 | -.03298 |
| 2020 | .0034 | .9933 | -.98997*** |
| Year | Closed MFIs (t/ha) | Active MFIs (t/ha) | Difference (t/ha) |
|---|---|---|---|
| 2018 | 4.6918 | 4.8572 | -.16544 |
| 2020 | 4.7318 | 4.9500 | -.21828 |
| Year | ES (Cohen’s d) | CI (95%) | Magnitude of ES |
|---|---|---|---|
| 2018 | -0.1887669 | -0.6930982 – 0.3168505 | Small |
| 2020 | -0.273078 | -0.7781355 – 0.233833 | Small |
| Year | Adjusted ES = [Post ES-Pre ES] (t/ha) | Magnitude of ES |
|---|---|---|
| 2018 | -0.1887669 | Small |
| 2020 | -0.273078 | Small |
| Adjusted Difference | -0.0843111 | Small |
| Year | Closed MFIs (t/ha) | Active MFIs (t/ha) | Difference (t/ha) |
|---|---|---|---|
| 2018 | 2.9171 | 2.8807 | .03644 |
| 2020 | 2.8822 | 2.8371 | .04504 |
| Year | ES (Cohen’s d) | CI (95%) | Magnitude of ES |
|---|---|---|---|
| 2018 | 0.0878261 | -0.1473106 – 0.3228061 | Small |
| 2020 | 0.1071204 | -0.1280882 – 0.3421381 | Small |
| Year | Adjusted ES = [Post ES-Pre ES] (t/ha) | Magnitude of ES |
|---|---|---|
| 2018 | 0.0878261 | Small |
| 2020 | 0.1071204 | Small |
| Adjusted Difference | 0.0192943 | Small |
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