Impacts of a Labeled Labor Loan on Female Farmers in Nigeria

Last registered on December 02, 2024

Pre-Trial

Trial Information

General Information

Title
Impacts of a Labeled Labor Loan on Female Farmers in Nigeria
RCT ID
AEARCTR-0014113
Initial registration date
October 09, 2024

Initial registration date is when the trial was registered.

It corresponds to when the registration was submitted to the Registry to be reviewed for publication.

First published
October 18, 2024, 4:45 PM EDT

First published corresponds to when the trial was first made public on the Registry after being reviewed.

Last updated
December 02, 2024, 2:08 PM EST

Last updated is the most recent time when changes to the trial's registration were published.

Locations

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Primary Investigator

Affiliation
World Bank, Washington State University

Other Primary Investigator(s)

Additional Trial Information

Status
In development
Start date
2024-08-01
End date
2025-12-31
Secondary IDs
Prior work
This trial does not extend or rely on any prior RCTs.
Abstract
Throughout Sub-Saharan Africa, female-managed plots tend to have lower use of agricultural inputs and labor, suggesting an untapped source of agricultural productivity. We evaluate a labeled loan designed to alleviate the labor constraint for female farmers using a randomized controlled trial. In a sample of female farmers participating in an input credit program, randomly selected participants could were offered an additional cash loan, which was described as a labor credit. We study effects of the labor loan on agricultural labor use, agricultural productivity, time use, women’s empowerment and other aspects of farmer and household wellbeing.
External Link(s)

Registration Citation

Citation
Manian, Shanthi. 2024. "Impacts of a Labeled Labor Loan on Female Farmers in Nigeria." AEA RCT Registry. December 02. https://doi.org/10.1257/rct.14113-1.1
Experimental Details

Interventions

Intervention(s)
The labor loan is part of a broader agricultural value chain financing credit called Sterling Women and Youth Agriculture Finance (SWAY-AgFin)” in Nigeria. The SWAY-AgFin was set up by Sterling Bank, a commercial bank in Nigeria, in partnership with the Mastercard Foundation to ease access to affordable finance for smallholders and agribusinesses across the country’s agricultural value chains. The SWAY-AgFin credit finances farmers through aggregators, referred to as anchors, who work with farmers in clusters as groups or cooperatives. The anchors are also off-takers - they buy produce from farmers, and farmers are usually required to redeem credit with produce. The labor loan was funded by Sterling Bank and provided to farmers by the anchors, in the form of either a pre-paid card or a debit card. While the loan was described as a labor loan, the use of the money is not monitored. The loans were disbursed after the planting season but before the harvest.
Intervention Start Date
2024-08-01
Intervention End Date
2024-11-30

Primary Outcomes

Primary Outcomes (end points)
Hired labor use on female recipient’s own plot(s)
Hired labor productivity on female recipient’s own plot(s)
Total labor use on female recipient’s own plot(s)
Input use on female recipient’s own plot(s)
Value of output per ha from female farmer’s plot
Crop income from female recipient’s own plot(s)
Primary Outcomes (explanation)

Secondary Outcomes

Secondary Outcomes (end points)
Mechanism outcomes:
Recipient’s time spent in: agricultural labor, domestic work, childcare, non-farm enterprise, leisure
Wages paid to hired labor
Child agricultural labor
Child school attendance

Wellbeing:
Non-farm enterprise profit
Index of consumption: Durables, Nondurables, Food, Health, Education, Leisure
Total income
Women’s empowerment index

Liquidity effects:
Hired labor use on other household plots
Hired labor productivity on other household plots
Crop income from other household plots
Household non-farm enterprise profits

Spillovers outside household (estimated on non-household members):
Wages paid to hired labor
Labor use
Crop income
Secondary Outcomes (explanation)

Experimental Design

Experimental Design
The study is a clustered randomized controlled trial where SWAY-AgFin communities are randomized into treatment and control arms. We stratified 116 communities by LGAs and anchors, and randomized them into: (1) 58 communities with SWAY-AgFin in-kind input loan for both female and male farmers; and (2) 58 communities with SWAY-AgFin in-kind input loan for both female and male farmers plus farm labor loan for female farmers only. There is no baseline survey. We will collect two rounds of follow-up data. Round 1 will occur during the harvest, and Round 2 will occur 4 months after the harvest, once crop income has been realized. We will collect data from the female recipients of the loans. We will additionally collect data from male farmers in their household, and other male farmers in the community, to assess spillover effects.
Experimental Design Details
Not available
Randomization Method
The randomization was done in office by a computer and the treatment and control lists were provided to the anchors.
Randomization Unit
Community
Was the treatment clustered?
Yes

Experiment Characteristics

Sample size: planned number of clusters
116
Sample size: planned number of observations
1,555 female farmers 1,555 male farmers in their households 1,702 male farmers in the community
Sample size (or number of clusters) by treatment arms
Control = 2232 individuals, 58 clusters
Treatment = 2580 individuals, 58 clusters
Minimum detectable effect size for main outcomes (accounting for sample design and clustering)
IRB

Institutional Review Boards (IRBs)

IRB Name
National Health Research Ethics Committee of Nigeria
IRB Approval Date
2023-04-13
IRB Approval Number
NHREC/01/01/2007
Analysis Plan

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