This presentation was given by Alan de Brauw (International Food Policy Research Institute), as part of the Annual Scientific Conference hosted by the University of Canberra and co-sponsored by the University of Canberra, the Australian Centre for International Agricultural Research (ACIAR) and CGIAR Collaborative Platform for Gender Research. The event took place on April 2-4, 2019 in Canberra, Australia.
Read more: https://www.canberra.edu.au/research/faculty-research-centres/aisc/seeds-of-change and https://gender.cgiar.org/annual-conference-2019/
Scrutinizing the 'feminization of agriculture' hypothesis: Trajectories of la...CIFOR-ICRAF
Kartika Juniwaty, research associate at the Center for International Forestry Research (CIFOR), presented at the Seeds of Change: Gender Equality Through Agricultural Research for Development conference held at the University of Canberra, Australia, on April 2-4, 2019.
The Effect of Kinship Structures on Smallholder Production of Groundnuts in M...IFPRI-PIM
This presentation was given by Edward Bikketi (ICRISAT), as part of the Annual Scientific Conference hosted by the CGIAR Collaborative Platform for Gender Research. The event took place on 5-6 December 2017 in Amsterdam, the Netherlands, where the Platform is hosted (by KIT Royal Tropical Institute).
Read more: http://gender.cgiar.org/gender_events/annual-scientific-conference-capacity-development-workshop-cgiar-collaborative-platform-gender-research/
Scrutinizing the 'feminization of agriculture' hypothesis: trajectories of la...CGIAR
This presentation was given by Kartika Juniwaty (Center for International Forestry Research), as part of the Annual Scientific Conference hosted by the University of Canberra and co-sponsored by the University of Canberra, the Australian Centre for International Agricultural Research (ACIAR) and CGIAR Collaborative Platform for Gender Research. The event took place on April 2-4, 2019 in Canberra, Australia.
Read more: https://www.canberra.edu.au/research/faculty-research-centres/aisc/seeds-of-change and https://gender.cgiar.org/annual-conference-2019/
Power of partnership conference: Poster: Labor markets and poverty in village...The Impact Initiative
This study examined whether providing the poorest women in Bangladeshi villages with productive assets and skills training could help lift them out of poverty. Researchers conducted a randomized controlled trial across over 1,300 villages. They found that 4 years after the program, women who received assets and training devoted more hours to higher-earning livestock rearing and agriculture work and less to low-paying domestic work. They also had 21% higher earnings, 11% higher consumption, and significantly increased assets, demonstrating that a one-time transfer can help the ultra-poor sustainably escape poverty by enabling them to engage in more profitable work.
This document summarizes a study on the time-space geometries of gendered agricultural lands in the Eastern Gangetic Basin region of India, Nepal, and Bangladesh. The study finds evidence of both feminization and defeminization of agriculture across the region over time. In India, there is a trend of defeminization, with declining female work participation rates, while in Nepal and Bangladesh rates have increased. The causes appear to be complex, involving factors like education, prosperity, sectoral shifts, distress migration, mechanization, and degradation of common property resources. The quality of women's work is also changing, with declining unpaid family work and increasing casual work. Migration trends provide mixed impacts on gender relations in agriculture.
Dr. Agnes Quisumbing - 2023 ReSAKSS ConferenceAKADEMIYA2063
Senior Research Fellow at IFPRI Agnes Quisumbing discusses gender and food systems transformation. She notes that approximately 1.23 billion people are involved in agrifood systems globally, with most jobs in developing countries in these systems. However, structural gender inequalities exist that compound other inequalities like poverty. While some changes to food systems can increase inequalities, interventions may promote gender equity if designed well. Evidence shows increasing women's empowerment through various measures can contribute to improved food security and economic outcomes, though context is important. Certain projects aiming to empower women in agriculture have shown success by addressing underlying gender norms and involving women's groups and other community members.
Scrutinizing the 'feminization of agriculture' hypothesis: Trajectories of la...CIFOR-ICRAF
Kartika Juniwaty, research associate at the Center for International Forestry Research (CIFOR), presented at the Seeds of Change: Gender Equality Through Agricultural Research for Development conference held at the University of Canberra, Australia, on April 2-4, 2019.
The Effect of Kinship Structures on Smallholder Production of Groundnuts in M...IFPRI-PIM
This presentation was given by Edward Bikketi (ICRISAT), as part of the Annual Scientific Conference hosted by the CGIAR Collaborative Platform for Gender Research. The event took place on 5-6 December 2017 in Amsterdam, the Netherlands, where the Platform is hosted (by KIT Royal Tropical Institute).
Read more: http://gender.cgiar.org/gender_events/annual-scientific-conference-capacity-development-workshop-cgiar-collaborative-platform-gender-research/
Scrutinizing the 'feminization of agriculture' hypothesis: trajectories of la...CGIAR
This presentation was given by Kartika Juniwaty (Center for International Forestry Research), as part of the Annual Scientific Conference hosted by the University of Canberra and co-sponsored by the University of Canberra, the Australian Centre for International Agricultural Research (ACIAR) and CGIAR Collaborative Platform for Gender Research. The event took place on April 2-4, 2019 in Canberra, Australia.
Read more: https://www.canberra.edu.au/research/faculty-research-centres/aisc/seeds-of-change and https://gender.cgiar.org/annual-conference-2019/
Power of partnership conference: Poster: Labor markets and poverty in village...The Impact Initiative
This study examined whether providing the poorest women in Bangladeshi villages with productive assets and skills training could help lift them out of poverty. Researchers conducted a randomized controlled trial across over 1,300 villages. They found that 4 years after the program, women who received assets and training devoted more hours to higher-earning livestock rearing and agriculture work and less to low-paying domestic work. They also had 21% higher earnings, 11% higher consumption, and significantly increased assets, demonstrating that a one-time transfer can help the ultra-poor sustainably escape poverty by enabling them to engage in more profitable work.
This document summarizes a study on the time-space geometries of gendered agricultural lands in the Eastern Gangetic Basin region of India, Nepal, and Bangladesh. The study finds evidence of both feminization and defeminization of agriculture across the region over time. In India, there is a trend of defeminization, with declining female work participation rates, while in Nepal and Bangladesh rates have increased. The causes appear to be complex, involving factors like education, prosperity, sectoral shifts, distress migration, mechanization, and degradation of common property resources. The quality of women's work is also changing, with declining unpaid family work and increasing casual work. Migration trends provide mixed impacts on gender relations in agriculture.
Dr. Agnes Quisumbing - 2023 ReSAKSS ConferenceAKADEMIYA2063
Senior Research Fellow at IFPRI Agnes Quisumbing discusses gender and food systems transformation. She notes that approximately 1.23 billion people are involved in agrifood systems globally, with most jobs in developing countries in these systems. However, structural gender inequalities exist that compound other inequalities like poverty. While some changes to food systems can increase inequalities, interventions may promote gender equity if designed well. Evidence shows increasing women's empowerment through various measures can contribute to improved food security and economic outcomes, though context is important. Certain projects aiming to empower women in agriculture have shown success by addressing underlying gender norms and involving women's groups and other community members.
Empowerment in agricultural value chains: Mixed methods evidence from the Phi...CGIAR
This presentation was given by Catherine Ragassa (International Food Policy Research Institute), as part of the Annual Scientific Conference hosted by the University of Canberra and co-sponsored by the University of Canberra, the Australian Centre for International Agricultural Research (ACIAR) and CGIAR Collaborative Platform for Gender Research. The event took place on April 2-4, 2019 in Canberra, Australia.
Read more: https://www.canberra.edu.au/research/faculty-research-centres/aisc/seeds-of-change and https://gender.cgiar.org/annual-conference-2019/
Power of Partnership conference: Poster (Simeen Mahmud and Sadia Mustafa)The Impact Initiative
Women's labour supply in rural areas of Bangladesh: Does participation in poverty alleviation programmes influence women's involvement in outside work?
Off-farm employment in rural areas can be a major contributor to rural poverty reduction and decent rural employment. While women are highly active in the agricultural sector, they are less active than men in off-farm employment. This study analyzes the determinants of participation in off-farm employment of women in rural Uganda. The study is based on a field survey conducted in nine districts with the sample size of 1200 individual females. A two-stage Hechman’s sample selection model was applied to capture women’s decision to participate and the level of participation in non-farm economic activities. Summary statistics of the survey data from rural Uganda shows that: i) poverty and non-farm employment has a strong correlation, implying the importance of non-farm employment as a means for poverty reduction; and ii) there is a large gender gap to access non-farm employment, but the gender gap has been significantly reduced from group of older age to younger generation. The econometric results finds that the following factors have a significant influence on women’s participation in off-farm employment: education level of both the individual and household head (positive in both stages); women’s age (negative in both stages); female-headed household (negative in first stage); household head of polygamous marriage (negative in both stages); distance from major town (negative in the first stage); household size (positive in the second stage); dependency ratio (negative in the second stage); access to and use of government extension services (positive in the first stage); access to and use of an agricultural loan (negative in the second stage); and various district dummies variables. The implications of these findings suggest that those policies aimed at enhancing the identified determinants of women off-farm employment can promote income-generating opportunities for women groups in comparable contexts. In order to capitalize on these positive linkages, policies should be designed to improve skills and knowledge by providing education opportunities and increasing access to employment training, assistance services and loans for non-farm activities and by targeting women in female-headed, large and distant households. The government should increase investments in public infrastructure and services, such as roads, telecommunications and emergency support.
The document discusses the Women's Inclusion in Structural Transformation (WIST) indicator developed by IFPRI. WIST measures women's contribution to economic growth through their participation and productivity gains in different sectors as employment shifts between sectors. It focuses on whether women benefit from absolute labor productivity gains driven by positive structural change. The indicator provides a way to assess which sectors most effectively promote women's economic inclusion and can be used to model the impacts of reducing gender discrimination or other interventions.
Myths about the feminization of agriculture: Implications for global food sec...IFPRI-PIM
This document summarizes a webinar that challenged four common myths about the feminization of agriculture and its implications for global food security.
The webinar debunked the myths that 1) feminization is the predominant global trend, 2) feminization is bad for agriculture, 3) women left behind are passive victims, and 4) all women farmers face similar challenges. It highlighted that roles and opportunities for men and women vary widely by context. Addressing structural disadvantages faced by women farmers, recognizing their contributions to household food security, and tailoring interventions to different groups of women are important for improving agricultural production and food systems. More research is needed on changing rural labor patterns and their impacts on food security for various communities
This document summarizes a study on rural livelihood structure and poverty in Mkinga District, Tanzania. The study found that gender of household head, marital status, access to finance, dependency ratio, and household size were significantly associated with poverty. Specifically, households headed by females or with more dependents and larger household sizes were more likely to be in poverty. The study also found that access to financial services could help households diversify their incomes and reduce risk of being in poverty. Overall, the study suggests rural livelihoods should not be viewed solely as dependent on agriculture and land access, but require a range of resources to improve living standards and reduce poverty in rural areas.
Socio-Economic Profile of the Beedi Workers A-Select District of Telangana StateAJHSSR Journal
ABSTRACT: The central idea of this paper is to explore the link between the socio-economic positions of
women working in the unorganized sector with special reference to beedi rolling. In India, Beedi making is an
age-old industry and one of the largest job providers for women in the unorganized sector. Women have an
inherent advantage in this job of beedi rolling due to deft fingers, yet significant gender bias exists. The job is
mainly done by the weaker economic class in the country who don‟t have adequate education and skills to look
for an alternate job. The work of beedi rolling is preferred by women because it can be carried from home along
with domestic chores. Thus, they supplement family income by managing household jobs. However, in recent
years, the trade hasshrunk thus there is the situation of underemployment.
60 micro finance and its impacts on empowerment of dalit women in cuddalore d...chelliah paramasivan
This document summarizes a research paper on microfinance and its impact on empowering Dalit women in Cuddalore District, India. The paper includes the following key points:
- The study uses a sample of 500 Dalit women involved in self-help groups (SHGs) to understand the impact of microfinance.
- The results found that most respondents were not aware of SHG activities and that microfinance has positively impacted saving regularly, socioeconomic development, and micro-entrepreneurial development.
- Through factor analysis, the main problems facing microfinance were identified as lack of knowledge, poor awareness and confidence, and insufficient banking systems.
- Regression analysis showed a low correlation between
Micro finance and its impacts on empowerment of dalit women in cuddalore dist...RAVICHANDIRANG
Micro finance is the model of empowerment of the local people. Micro finance means providing very small loan to poor families rural, urban and semi urban areas. It is the major provision of financial services such as like savings, insurance, marketing, credit, thrift, production, investment, fund transferred and disadvantaged segment of society. Micro finance is one of the major tools for women empowerment and also it provides develop the society. This paper mainly focused on micro finance and its impact on empowerment of Dalit women in Cuddalore district.
DETERMINANTS OF FEMALE LABOUR FORCE PARTICIPATION IN FAM AND NON FARM LIVELIH...Hudu Zakaria
This document summarizes a study that examined determinants of female labor participation in farm and non-farm livelihood enterprises in northern Ghana. The study used survey data from over 13,000 individuals in northern Ghana to analyze gender differences in labor participation. Chi-square analysis found significant gender disparities in participation in crop production, livestock, non-farm self-employment, and paid work. Probit regression identified location, household status, marital status, literacy, participation in decision making, income, and control over resources as significant determinants of female participation in farm and non-farm enterprises and paid work. The study recommends empowering females through education, decision making, and control over resources to facilitate their participation.
Women's accessibility to resources of agricultural productivity in borno stat...Alexander Decker
This document summarizes a study on women's access to agricultural resources in Borno State, Nigeria. The study found that women had the highest access to farm income, decision-making powers, farm land, and off-farm income, though access was still limited. Access to extension services, education, cooperatives, farm inputs, and credit was very limited. The study recommends that agricultural input distribution be made more gender sensitive to increase women's access to productive resources.
Strengthening Nutrition and Improving Livelihoods through Linking Women Farme...INGENAES
This document examines the impact of linking small-scale women farmers to markets and agricultural extension services in Bangladesh. It finds that combining collective marketing opportunities with production-oriented training can improve outcomes for farmers. Specifically, it leads to increased farm production and income, greater household expenditures on necessities like healthcare and education, and improved nutrition diversity. Additionally, bringing women farmers together in clusters effectively engaged them in the programs and increased their empowerment, which helped dietary diversity. The interventions provided women farmers stable market access and skills to boost agriculture and livelihoods.
Oluwasola E. Omoju_2023 AGRODEP Annual ConferenceAKADEMIYA2063
This document summarizes a study on gender inequalities in agriculture productivity in Nigeria. The study uses a computable general equilibrium model to analyze the impacts of gender productivity gaps in Nigeria's agriculture sector and evaluate policy options to address these gaps. The results show that gender productivity gaps lower overall agricultural output, exports, and GDP. Closing the gaps, such as by increasing women farmers' access to capital and farm inputs, could boost agricultural production, household welfare, and economic growth. The document recommends Nigerian policymakers implement targeted support programs to address gender inequalities in the agriculture sector.
BRAC presentation at GAAP final technical workshopgenderassets
This document summarizes a study on the gendered impacts of BRAC's Ultra Poor Program in Bangladesh. Some key findings are:
1) Women in the treatment group were more likely to work and make decisions about income-generating activities inside the home, compared to the control group.
2) The program led to increased ownership of livestock and assets solely by women, as well as joint ownership between women and their spouses.
3) Both men and women faced challenges to stable livelihoods like lack of capital and seasonal work, though women faced additional barriers like safety and lack of work opportunities.
- The document summarizes a study on the gendered impacts of BRAC's Ultra Poor Program in Bangladesh. The program provides assets, skills training, and health support to extremely poor households.
- Results showed program participants faced fewer barriers to livelihoods. Women in the program owned more assets individually and jointly with spouses than non-participants. They also had greater decision making power over assets.
- The findings suggest the program successfully empowered women economically by increasing their control over productive resources and decisions.
Learning from cross country difference of female work participation in agricu...CGIAR
This presentation was given by Sucharita Sen (JNU), as part of the Annual Scientific Conference hosted by the University of Canberra and co-sponsored by the University of Canberra, the Australian Centre for International Agricultural Research (ACIAR) and CGIAR Collaborative Platform for Gender Research. The event took place on April 2-4, 2019 in Canberra, Australia.
Read more: https://www.canberra.edu.au/research/faculty-research-centres/aisc/seeds-of-change and https://gender.cgiar.org/annual-conference-2019/
Pragmatic approaches to sustainable development through rural women empowerme...Alexander Decker
Rural women in Bangladesh face many obstacles to empowerment, including lack of access to education, early marriage, family restrictions, and economic hardship. Microcredit programs, participation in agriculture and poultry raising, and access to information and communication technologies can help empower rural women by increasing their involvement in economic activities and decision making. Future directions to further empower rural women include expanding microenterprises, providing skills training, strengthening women's leadership roles, and supporting family gardens and women's cooperatives.
Labor is a critical input in agricultural production. It accounts for more than half of rice’s production cost. Rising scarcity and cost of agricultural labor threatens food production. This paper presents major changes in agricultural labor markets in Bangladesh.
The document discusses inclusive growth, poverty, and economic development in India. It outlines five key elements of inclusive growth: 1) poverty reduction and increased employment, 2) agricultural development, 3) social sector development, 4) reduced regional disparities, and 5) environmental protection. It analyzes trends in poverty in India, challenges in employment, issues in agriculture, problems in the social sector, and regional imbalances. The document argues that achieving broad-based, inclusive growth is necessary to improve economic growth and benefit all sections of society.
Gendered youth transitions to adulthood in the Drylands: Implications for tar...CGIAR
This presentation was given on 19 December 2019 by Esther Njuguna-Mungai (CGIAR Research Program on Grain Legumes and Dryland Cereals), Ms. Katindi Sivi-Njonjo (GLDC Affiliated PhD student) and Dr. Eileen Bogweh Nchanji (International Center for Tropical Agriculture / CIAT) as part of the webinar ‘Gendered youth transitions to adulthood in the Drylands: Implications for targeting'. The webinar was co-organized by the CGIAR Collaborative Platform for Gender Research and the CGIAR Research Program on Grain Legumes and Dryland Cereals.
Read more about this webinar at: https://gender.cgiar.org/webinar-youth-dryland/
Find out about other webinars hosted by the CGIAR Collaborative Platform for Gender Research: http://gender.cgiar.org/gender_events/webinars/
Power through: A new concept in the empowerment discourseCGIAR
This presentation was given by Alessandra Galiè (ILRI) and Cathy Farnworth (independent) on 27 November 2019, as part of the webinar ‘Power through: A new concept in the empowerment discourse'. The webinar was co-organized by the CGIAR Collaborative Platform for Gender Research and the International Livestock Research Institute (ILRI).
Read more about this webinar at: https://gender.cgiar.org/webinar-power-through/
Find out about other webinars hosted by the CGIAR Collaborative Platform for Gender Research: http://gender.cgiar.org/gender_events/webinars/
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Read more: https://www.canberra.edu.au/research/faculty-research-centres/aisc/seeds-of-change and https://gender.cgiar.org/annual-conference-2019/
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The document discusses the Women's Inclusion in Structural Transformation (WIST) indicator developed by IFPRI. WIST measures women's contribution to economic growth through their participation and productivity gains in different sectors as employment shifts between sectors. It focuses on whether women benefit from absolute labor productivity gains driven by positive structural change. The indicator provides a way to assess which sectors most effectively promote women's economic inclusion and can be used to model the impacts of reducing gender discrimination or other interventions.
Myths about the feminization of agriculture: Implications for global food sec...IFPRI-PIM
This document summarizes a webinar that challenged four common myths about the feminization of agriculture and its implications for global food security.
The webinar debunked the myths that 1) feminization is the predominant global trend, 2) feminization is bad for agriculture, 3) women left behind are passive victims, and 4) all women farmers face similar challenges. It highlighted that roles and opportunities for men and women vary widely by context. Addressing structural disadvantages faced by women farmers, recognizing their contributions to household food security, and tailoring interventions to different groups of women are important for improving agricultural production and food systems. More research is needed on changing rural labor patterns and their impacts on food security for various communities
This document summarizes a study on rural livelihood structure and poverty in Mkinga District, Tanzania. The study found that gender of household head, marital status, access to finance, dependency ratio, and household size were significantly associated with poverty. Specifically, households headed by females or with more dependents and larger household sizes were more likely to be in poverty. The study also found that access to financial services could help households diversify their incomes and reduce risk of being in poverty. Overall, the study suggests rural livelihoods should not be viewed solely as dependent on agriculture and land access, but require a range of resources to improve living standards and reduce poverty in rural areas.
Socio-Economic Profile of the Beedi Workers A-Select District of Telangana StateAJHSSR Journal
ABSTRACT: The central idea of this paper is to explore the link between the socio-economic positions of
women working in the unorganized sector with special reference to beedi rolling. In India, Beedi making is an
age-old industry and one of the largest job providers for women in the unorganized sector. Women have an
inherent advantage in this job of beedi rolling due to deft fingers, yet significant gender bias exists. The job is
mainly done by the weaker economic class in the country who don‟t have adequate education and skills to look
for an alternate job. The work of beedi rolling is preferred by women because it can be carried from home along
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60 micro finance and its impacts on empowerment of dalit women in cuddalore d...chelliah paramasivan
This document summarizes a research paper on microfinance and its impact on empowering Dalit women in Cuddalore District, India. The paper includes the following key points:
- The study uses a sample of 500 Dalit women involved in self-help groups (SHGs) to understand the impact of microfinance.
- The results found that most respondents were not aware of SHG activities and that microfinance has positively impacted saving regularly, socioeconomic development, and micro-entrepreneurial development.
- Through factor analysis, the main problems facing microfinance were identified as lack of knowledge, poor awareness and confidence, and insufficient banking systems.
- Regression analysis showed a low correlation between
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Micro finance is the model of empowerment of the local people. Micro finance means providing very small loan to poor families rural, urban and semi urban areas. It is the major provision of financial services such as like savings, insurance, marketing, credit, thrift, production, investment, fund transferred and disadvantaged segment of society. Micro finance is one of the major tools for women empowerment and also it provides develop the society. This paper mainly focused on micro finance and its impact on empowerment of Dalit women in Cuddalore district.
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This document summarizes a study on gender inequalities in agriculture productivity in Nigeria. The study uses a computable general equilibrium model to analyze the impacts of gender productivity gaps in Nigeria's agriculture sector and evaluate policy options to address these gaps. The results show that gender productivity gaps lower overall agricultural output, exports, and GDP. Closing the gaps, such as by increasing women farmers' access to capital and farm inputs, could boost agricultural production, household welfare, and economic growth. The document recommends Nigerian policymakers implement targeted support programs to address gender inequalities in the agriculture sector.
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1) Women in the treatment group were more likely to work and make decisions about income-generating activities inside the home, compared to the control group.
2) The program led to increased ownership of livestock and assets solely by women, as well as joint ownership between women and their spouses.
3) Both men and women faced challenges to stable livelihoods like lack of capital and seasonal work, though women faced additional barriers like safety and lack of work opportunities.
- The document summarizes a study on the gendered impacts of BRAC's Ultra Poor Program in Bangladesh. The program provides assets, skills training, and health support to extremely poor households.
- Results showed program participants faced fewer barriers to livelihoods. Women in the program owned more assets individually and jointly with spouses than non-participants. They also had greater decision making power over assets.
- The findings suggest the program successfully empowered women economically by increasing their control over productive resources and decisions.
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Read more: https://www.canberra.edu.au/research/faculty-research-centres/aisc/seeds-of-change and https://gender.cgiar.org/annual-conference-2019/
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Rural women in Bangladesh face many obstacles to empowerment, including lack of access to education, early marriage, family restrictions, and economic hardship. Microcredit programs, participation in agriculture and poultry raising, and access to information and communication technologies can help empower rural women by increasing their involvement in economic activities and decision making. Future directions to further empower rural women include expanding microenterprises, providing skills training, strengthening women's leadership roles, and supporting family gardens and women's cooperatives.
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Read more about this webinar at: https://gender.cgiar.org/webinar-youth-dryland/
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Labor scarcity and women's role in agricultural production: evidence from Bangladesh
1. Labor scarcity and women’s role in
agricultural production:
Evidence from Bangladesh
Alan de Brauw, Berber Kramer* and Mike Murphy
Markets, Trade and Institutions Division
International Food Policy Research Institute
Seeds of Change Conference: Gender Equality Through Agricultural Research for Development
Canberra, Australia. April 3, 2019
* B.Kramer@cgiar.org
2. Introduction
Increasing rates of (particularly male) outmigration are reducing the availability of
household labor in rural areas (Mueller et al., 2015).
This can pose a major challenge to smallholder farmers in developing countries,
particularly to the women ‘left behind’, but can also create opportunities for more equitable
empowerment (Paris et al., 2009; Maharjan et al., 2012)
o Increased workload for household labor, or higher wages for hired labor, in response
to reduced labor availability
o Potential increase in autonomy and control over income due to increased participation
of women in agricultural value chains
o Remittances from migrants’ more diversified income-generating activities
This paper analyzes the relationship between labor availability, women’s role in
agriculture and empowerment, in the context of a value chains intervention in Bangladesh
4. Context: Bangladesh Agricultural Value Chains (AVC) project
Agricultural value chains in Bangladesh are typically fragmented, lack investment,
and tend to exclude vulnerable groups.
Funded under the Feed the Future (FTF) Initiative, the AVC project aimed to
improve food (+ nutrition) security through strengthened agricultural value chains.
AVC focused on a portfolio of food and non-food crops to facilitate growth in the
agricultural sector: six classes of food crops and two classes of non-food crops
(natural fibers and floriculture).
Geographically, the AVC project worked in 20 southern districts (“Feed the Future
zone”) in Barisal, Dhaka, and Khulna Divisions.
This paper: Focus on jute value chains, which is a cash crop grown by a large
number of farmers in the Feed the Future zone.
5. Data collection
Rich panel data including measures for labor availability, empowerment and for a sample of
1,500 households from 50 villages collected over three survey rounds.
o Group 1 (1,000 households): Baseline (2016), Midline (2017) and Endline (2018),
including the A-WEAI modules at baseline
o Group 2 (500 households): Midline (2017) and Endline (2018) including the Pro-WEAI
modules in both rounds
Interviews with both the main farmer and his/her spouse if available
o In nearly all households, the main farmer was male (despite sampling of all female-
headed households that we could find)
o Main farmer completed WEAI + questions about agricultural production and marketing
(incl. labor usage)
o Female respondent completed WEAI + questions about household composition (incl.
migration)
Research question: What are the linkages between labor availability, women’s
participation in the value chain, and empowerment?
6. RESULTS I: Descriptive statistics on women’s
empowerment, participation in jute value
chains, and labor availability
7. Women are disempowered relative to men
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.45
Women Men
Totaldisempowermentscore
Membership in influential
groups
Group membership
Visiting important locations
Work balance
Control over use of income
Access to and decisions on
financial services
Ownership of land and other
assets
Input in productive decisions
Proportional contribution of Pro-WEAI
indicators to disempowerment at endline
8. Female household labor rarely used in production or marketing
Share of respondents reporting use of household labor
ProductionPost-harvestprocessing
9. Gender segmentation despite migration and labor scarcity
Group 1 Group 2
Households reporting at least one… Midline Endline Endline
Member migrating 18.2% 21.5% 20.0%
Member migrating temporarily 9.52% 8.87% 7.82%
Member migrating permanently 8.98% 13.6% 13.4%
Group 1 Group 2
Characteristics of migrants Midline Endline Endline
Median age at which migrated 21 21 21
Proportion temporary migration 27.7% 28.3% 27.9%
Proportion female 44.5% 39.1% 40.0%
Completed primary education 74.0% 60.7% 69.2%
Completed secondary education 29.1% 18.3% 20.1%
Married prior to migration 43.2% 46.9% 36.8%
0
.2
.4
.6
.8
1
Proportion
Midline
Endline
Household had difficulties finding labor
10. Labor scarcity is also not linked to migration
0
.2
.4
.6
.8
1
Proportion
Midline Endline
No migration at endline
Migration at endline
Household had difficulties finding labor
12. Labor scarcity is not related to empowerment outcomes
Households reporting
difficulty finding labor
Households not reporting
difficulty finding labor
Indicator Women Men Women Men
Number of observations 190 180 290 280
3DE score 0.60 0.79 0.58 0.77
Disempowerment score (1 – 3DE) 0.40 0.21 0.42 0.23
% achieving empowerment 0.20 0.47 0.17 0.42
% not achieving empowerment 0.80 0.53 0.83 0.58
Mean adequacy score for not yet empowered 0.51 0.60 0.49 0.61
Mean disempowerment score (1 – adequacy) for not yet
empowered 0.49 0.40 0.51 0.39
Gender Parity Index (GPI) 0.80 0.78
Number of dual-adult households 180 280
% achieving gender parity 0.32 0.29
% not achieving gender parity 0.68 0.71
Average empowerment gap 0.30 0.32
Pro-WEAI score 0.62 0.60
13. Empowerment sub-indices by labor scarcity
Contributors to
disempowerment are similar
between households who
do/do not report labor scarcity
Slightly higher overall rate of
disempowerment among
women in households not
reporting scarcity
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.45
Women Men Women Men
Households reporting difficulty Households not reporting difficulty
Totaldisempowermentscore
Membership in influential groups
Group membership
Visiting important locations
Work balance
Control over use of income
Access to and decisions on financial
services
Ownership of land and other assets
Input in productive decisions
Respect among household members
Attitudes about domestic violence
Self-efficacy
Autonomy in income
14. Increasing labor scarcity associated with female labor use
Rate Used Days Worked
Household Labor Hired Labor Household Labor Hired Labor
(1) (2) (3) (4) (5) (6) (7) (8)
Labor became scarce from base- to midline 0.005 0.006 0.075*** 0.069** 3.80*** 3.42*** 5.42** 4.82**
(0.024) (0.024) (0.029) (0.029) (1.30) (1.26) (2.21) (2.32)
Labor scarce at base- but not midline -0.032 -0.034 -0.024 -0.019 -1.673 -1.477 -0.428 -0.267
(0.034) (0.034) (0.040) (0.041) (1.33) (1.32) (2.23) (2.10)
Baseline controls N Y N Y N Y N Y
Mean (No change) 0.877 0.877 0.529 0.529 11.5 11.5 12.8 12.8
Observations 924 924 924 924 924 924 924 924
Notes: OLS regression with village-level fixed effects of female labor outcomes on changes in reported difficulty in finding labor from baseline to midline.
Excluded category is households reporting no change. Standard errors are clustered at the village level. Asterisks *,** and *** denote significance at the 10%,
5% and 1% levels respectively
15. Rate Used Days Worked
Household Labor Hired Labor Household Labor Hired Labor
(1) (2) (3) (4) (5) (6) (7) (8)
Labor became scarce from mid- to endline 0.010 0.011 0.020 0.024 0.453 0.701 -0.859 -0.615
(0.016) (0.016) (0.032) (0.032) (1.35) (1.30) (1.49) (1.41)
Labor scarce at mid- but not endline 0.020 0.022 -0.042 -0.039 -0.718 -0.542 -0.472 -0.481
(0.014) (0.014) (0.029) (0.029) (1.16) (1.11) (1.32) (1.31)
Baseline controls N Y N Y N Y N Y
Mean (No change) 0.942 0.942 0.482 0.482 10.1 10.1 11.8 11.8
Observations 1410 1409 1410 1409 1410 1409 1410 1409
Notes: OLS regression with village-level fixed effects of female labor outcomes on changes in reported difficulty in finding labor from midline to
endline. Excluded category is households reporting no change. Standard errors are clustered at the village level. Asterisks *,** and *** denote
significance at the 10%, 5% and 1% levels respectively
This same result does not appear from midline to endline
19. Discussion
We studies linkages between labor availability, women’s role in agriculture and empowerment in jute
value chains in the Southern Delta region of Bangladesh
Key findings: Limited empowerment and participation in production and marketing of jute
o From baseline to midline, labor shortages resulted in increased participation of women in the jute
value chains but without closing a large gender wage gap.
o From midline to endline, we did not replicate this result, suggesting limited scope for worsening labor
availability to enhance women’s role in the commercialization of this cash crop.
Qualitative interviews are suggesting that this is in part related to different interpretations of
empowerment; local norms and mobility constraints; and strict gender differentiation of tasks.
Value chains or market systems interventions: Don’t expect that improvements in women’s empowerment
and involvement will materialize by themselves (also see Parallel Session 2 – AH Conference)
20. gender.cgiar.org
We would like to acknowledge all CGIAR Research Programs
and Centers for supporting the participation of their gender
scientists to the Seeds of Change conference.
Photo: Neil Palmer/IWMI
22. Cluster randomized trial in the jute value chain
Between baseline and midline, villages were randomly assigned to one of four
treatment arms:
o Private sector promotions of fertilizer (fairs organized by major input company
and promotional discounts)
o NGO trainings on production and post-harvest management practices and
technologies, including modules around gender and nutrition
o Private sector promotions + NGO trainings
o Neither of the two (control group)
De Brauw et al. (2019): Private sector promotions led to increased knowledge
and take-up of fertilizer; NGO trainings led to improved general knowledge but no
impact on management practices and technologies.
What are the impacts of these interventions on women’s empowerment?
23. No changes in empowerment associated with training
Empowerment Score
(Male Respondents)
Empowerment Score
(Female Respondents)
Difference in
empowerment score
(Female - Male)
Intrahousehold Parity
(Proportion female as
empowered as male)
(1) (2) (3) (4) (5) (6) (7) (8)
NGO trainings only (gender component) -0.007 -0.002 0.016 0.019 0.025 0.019 0.100 0.117*
(0.021) (0.021) (0.027) (0.025) (0.027) (0.027) (0.061) (0.061)
NAAFCO promotions only (no gender component) 0.032* 0.020 0.033 0.015 -0.002 -0.011 -0.041 -0.051
(0.017) (0.019) (0.020) (0.020) (0.024) (0.029) (0.048) (0.045)
Trainings + Promotions -0.017 -0.022 0.012 0.010 0.023 0.022 0.015 0.016
(0.020) (0.016) (0.018) (0.017) (0.024) (0.022) (0.052) (0.045)
Baseline Controls No Yes No Yes No Yes No Yes
District Controls Yes Yes Yes Yes Yes Yes Yes Yes
Mean (No Interventions) 0.184 0.184 0.534 0.534 -0.152 -0.152 0.310 0.310
N 480 480 480 480 457 457 457 457
24. Migrant Age
Male migration heavily
concentrated around late-
teens/early twenties
Median age slightly higher for
female migrants, and greater
variation
25. Migrant Destinations
Women leaving households
temporarily or permanently
much more likely to relocate
within same region
Men are much more likely to
relocate to Dhaka or
overseas (primarily to Gulf
States)
26. Reasons for Migration
Females leave
permanently for family
reasons
But almost 30% who
leave temporarily do so
for economic reasons
Economic reasons main
driver of male temporary
migration
27. Female labor used more often when labor becomes scarce
Days female HH
labor used
Any female hired
labor used
Any female
migrant labor
used
(1) (2) (3) (4) (5) (6)
Reports difficulty finding labor 2.00** 2.08** 0.06** 0.06* 0.05** 0.05**
(0.99) (0.98) (0.03) (0.03) (0.03) (0.03)
Reports male migration 0.27 -0.17 0.04 0.04 0.02 0.02
(1.50) (1.41) (0.05) (0.05) (0.03) (0.04)
Reports difficulty x Male migration 0.59 0.86 0.08 0.09 0.10 0.10
(2.04) (1.98) (0.07) (0.07) (0.08) (0.07)
Household demographic controls No Yes No Yes No Yes
Mean (No difficulty, no male
migration) 9.52 9.52 0.46 0.46 0.08 0.08
Adjusted r-squared 0.035 0.041 0.157 0.157 0.027 0.025
Observations 1410 1409 1410 1409 1410 1409
28. Female labor utilization by task & migration status
Gendered labor allocation
remains similar in households
where a male member migrated
No evidence of sig. increases in
male dominated tasks, nor in
transportation/marketing
activities
29. Female labor utilization by task & labor scarcity
Similar results for households
who do/do not report difficulty
finding enough labor
No sig. increases in the women’s
participation rates, across all
tasks
30. Female versus male wages by task
Wages generally stable
across different activities
at midline & endline
Large wage gaps between
male and female hired
workers are present in
both rounds
31. Mueller, Valerie, et al. "Migration, gender, and farming systems in
Asia: Evidence, data, and knowledge gaps." (2015).
Limited statistics on internal migration, international migration, and remittances worldwide prohibit
understanding of migration’s role in the agricultural transformation process. Insights from the qualitative
literature suggest the migrant’s gender and household decisionmaking dynamics may influence future
investments in agriculture. This paper reviews the literature on migration in Asia, with specific attention
given to how gendered migration may influence future agricultural productivity. The first section examines
the current body of evidence on the state of international and internal migration, using largescale datasets
that cover several Asian countries. The second section summarizes the findings of an extensive literature
review on gendered determinants of migration, employment, and remittances. The third section lays out the
gains and losses of migration and discusses the evidence on possible changes in gender roles owing to
migration. Global statistics and evidence from the qualitative literature challenge the traditional narrative of
male migrants as breadwinners. Even among studies that focus on male employment migration, women
have an increasing role in the investment of remittances. What remains unclear is whether women who are
migrant breadwinners, decisionmakers, or both regarding the end use of remittances favor investments in
agriculture. Adding migration questions to existing nationally representative surveys would shed light on the
significance of gendered migration patterns in Asia and its associated consequences on rural livelihoods.
32. Maharjan, A., Bauer, S., & Knerr, B. (2012). Do rural women who stay behind benefit
from male out-migration? A case study in the hills of Nepal. Gender, Technology and
Development, 16(1), 95-123.
This article examines the impact of male out-migration on the workload and status of the women left behind
in rural Nepal. The study uses primary data collected through household surveys from two districts in the
mid-hills of Nepal to analyze aspects of women’s roles and responsibilities that are expected to change in
the absence of male household heads. Specifically, the study focuses on the change in women’s workload,
the expansion of their roles, their ownership and access to productive resources, and the part they play in
household decision making. The results suggest that women have broadened and deepened their
involvement in rural society as a result of male out-migration, which could lead to either the empowerment
or disempowerment of women. The nature and extent of this impact was conditional on the migration
pattern and the remittances received by the households. Larger remittances generally helped to reduce the
physical work burden and to increase decision-making roles, thus empowering the women left behind. But
low remittances had the opposite impact, and saddled them with greater physical workload.
33. Tamang, Sujata, Krishna P. Paudel, and Krishna K. Shrestha. "Feminization of
agriculture and its implications for food security in rural Nepal." Journal of Forest
and Livelihood 12.1 (2014): 20-32.
The rural Nepal is going through unprecedented demographic, socioeconomic and environmental changes.
There is a growing pattern of outmigration of male population from villages to urban areas and overseas in
search of better opportunities. This is mainly due to the poor economic development processes that could
not generate adequate income and employment opportunities at home, political and economic changes,
and globalization, concomitant with attractive employment opportunities offered outside the country.
Simultaneously, rural communities are facing the disincentives of worsening security in villages,
employment opportunities, and subsistence farming becoming less and less rewarding and unable in
meeting their basic needs. This has led to a situation where women, in addition to looking after children and
the elderly, have to take additional responsibilities in farming within the traditionally male-dominant farming
practices. This is not only inappropriate and unfriendly to women, but also has lowered the use and
productivity of land; hence perpetuating, if not exacerbating, food insecurity. Women are increasingly
adopting less intensive farming practices as well as abandoning agricultural lands. As a result, there is
reduction in food production. Therefore, there is need for revisiting the agro-ecological practices to explore
the possibility of reintroducing low input and less labour-intensive agro-forestry practices which can
substantively reduce the workload of women, as well as ensure food security at local level.
34. Gartaula, Hom Nath, Anke Niehof, and Leontine Visser. "Feminisation of Agriculture
as an Effect of Male Out-migration: Unexpected Outcomes from Jhapa District,
Eastern Nepal." International Journal of Interdisciplinary Social Sciences 5.2 (2010).
In Nepal, male out-migration is an important factor to contribute to GDP through regular remittances. This
paper looks at the effects of male out-migration on the women left behind in relation to labour participation
and decision-making in agriculture. The literature speaks of feminisation of agriculture as a positive
development for women's empowerment. A distinction is made between labour feminisation and managerial
feminisation. As the two concepts indeed refer to two different roles, power positions and managerial
practices, the paper separately explores these practices and actors involved. Data were collected for a
doctoral study in Jhapa District, Eastern Nepal; a lowland area from where much male out-migration is
taking place. The study shows a higher level of feminisation in a situation where de-facto autonomous
female heads-of-household are decision makers and less in case of women who stay within the patrilineal
household of their parents-in-law. Moreover, feminisation in the first case has the unexpected outcome that
women seem to be moving away from agriculture. An interdisciplinary approach using anthropological in-
depth interviews and demographic survey data shows that a concept like feminisation of agriculture needs
to be considered and understood in the wider social and cultural context of an expanding rural space.
35. McEvoy, Jamie P. "Male out-migration and the women left behind: A case study of a
small farming community in southeastern Mexico." (2008).
Until recently, rural households in southeastern Mexico have survived on subsistence and chili farming. But
over the last decade, male out-migration to the United States has also become a popular livelihood strategy.
This case study used data from semi-structured qualitative interviews to assess the effects of male out-
migration on women's lives in three areas: households' financial and material situation, issues of infidelity
and women's vulnerability to abandonment, and the gendered division of labor.
Overall, this study found that male out-migration had both positive and negative effects on the women left
behind. First, the financial outcomes of migration were mixed. A few women received large, steady
remittances while the majority received minimal, sporadic remittances. These various financial outcomes
had different effects on women's lives. Second, some women experienced marital separation or
abandonment, and many others feared this could happen to them. Women also experienced increased
'policing' of their actions. These outcomes had a negative effect on most women by placing them in a
financially precarious position and limiting their freedom and mobility. Third, women's roles in agricultural
production changed in two ways: 1) increased attendance at the monthly community meeting and 2)
increased contracting and supervising of day laborers. For most women, however, their agricultural field
labor participation did not increase.
Women's new roles created a shift in gender relations, but most women said that they were more
'uncomfortable' with, than empowered by, these new roles. Despite the lack of empowerment noted by the
women themselves, it is important to consider that, over time, these changes in gender roles and gender
relations may influence gender ideologies (e.g., perceptions of what women can and should do) and
increase women's empowerment. The contributions of these findings to the literature and policy are
discussed in the conclusion.
36. Paris, Thelma R., et al. "Effects of out-migration on rice-farming households and
women left behind in Vietnam." Gender, Technology and Development 13.2 (2009):
169-198.
Vietnam is one of the major rice-producing countries in Asia, and since 1989 it has been a rice-exporting
country. However, poor rice-farming households that depend primarily upon their own labor for farming face
significant constraints on production that push members to migrate. Out-migration could have effects on
agricultural production and household welfare. This study was conducted to draw correlations across
migration, livelihoods, farming outcomes, and gender roles to derive gender-responsive policy
recommendations for action in rice-producing villages of the Mekong Delta in the south and Red River Delta
in the north. Results revealed that labor out-migration was highest in the rainfed villages in the south where
the poor are located. Remittances comprised signifi cant proportions of total household income, often more
important than rice income, as was the case in the north. The effects of out-migration on family members
left behind, particularly women, depend on the characteristics of the migrant, the duration of absence of the
migrant, use of remittances, and women’s access to productive resources. The findings of this study have
far-reaching implications for gender-responsive research and extension programs dealing with ricebased
farming systems in Vietnam and other Asian countries that facelabor shortages due to out-migration from
rural areas.
37. Malapit, Hazel Jean L., et al. "Women’s empowerment mitigates the negative effects
of low production diversity on maternal and child nutrition in Nepal." The Journal of
Development Studies 51.8 (2015): 1097-1123.
We use household survey data from Nepal to investigate relationships between women’s empowerment in
agriculture and production diversity on maternal and child dietary diversity and anthropometric outcomes.
Production diversity is positively associated with maternal and child dietary diversity, and weight-for-height
z-scores. Women’s group membership, control over income, reduced workload, and overall empowerment
are positively associated with better maternal nutrition. Control over income is positively associated with
height-for-age z-scores (HAZ), and a lower gender parity gap improves children’s diets and HAZ. Women’s
empowerment mitigates the negative effect of low production diversity on maternal and child dietary
diversity and HAZ.
38. Pattnaik, Itishree, et al. "The feminization of agriculture or the feminization of
agrarian distress? Tracking the trajectory of women in agriculture in India." Journal
of the Asia Pacific Economy 23.1 (2018): 138-155.
The rising share of farm work in India undertaken by women – a phenomenon commonly referred to as the
feminization of agriculture – raises questions about the changing character of rural India, particularly with
regards to women's social and economic roles. Based on an analysis of four sets of occupational data
drawn from the Indian Census (1981, 1991, 2001 and 2011), this paper demonstrates that, as a process
driven largely by the outmigration of men from rural areas, the feminization of agriculture has no necessary
relationship with wider INDICATORS of women's social or economic empowerment. Instead, women's
growing participation in agriculture appears to be strongly related to several indicators of poverty. This paper
concludes that women's growing contribution of labour in agriculture adds to the already heavy work
burdens of most rural women, thereby further undermining their well-being, and suggests that the
feminization of agriculture may better be described as the feminization of agrarian distress.
39. Background slides
Attention to the implications of rural outmigration is growing, but little evidence exists on its association with
women in agriculture. In 2017, there were 266 million international migrants, up from 220 million in 2010
and 173 million in 2000 (UN DESA 2017). Internal or domestic migration, generally from rural to urban and
peri-urban areas, is an even larger phenomenon—in 2005, there were 763 million internal migrants
worldwide (UN DESA 2013). Most migration flows originate from rural areas, which raises concerns about
their consequences on rural communities. The limited available evidence suggests that across the globe,
migration originating from rural areas is predominantly male (Mueller et al. 2015). Hence, this type of
migration could lead to significant socioeconomic changes in rural areas, including changes in traditional
gender norms. While in a great number of developing countries women’s share of the agricultural labor
force (relative to that of men) increased significantly over the past few decades, including in response to
male outmigration (Slavchevska, Kaaria, and Taivalmaa 2016), there is limited rigorous evidence on the
direct impacts of male outmigration on women’s work in and outside of agriculture, and even less evidence
on its consequences for intrahousehold decision-making and women’s empowerment. These gaps in the
literature are largely attributed to limited data, as most existing surveys focus on either migration or
women’s empowerment but rarely on both issues (with the exception of Stanley’s 2015 small-scale study of
migration and women’s agency in Guatemala).
40. Migration affects women’s work and empowerment mainly through the loss of migrants’
labor and through the flow of remittances. In response to the absent migrant labor, women
may increase their labor allocation to the family farm to keep agricultural production at the
same level. (Alternatively, migrant households may change or reduce agricultural
production.) Remittances have a separate effect on women’s labor supply—they may raise
women’s reservation wages, resulting in reduced time in remunerated employment; or they
may relax growth constraints for family farming, making family farming more attractive than
other paid or unpaid activities. These hypotheses have been tested in various studies,
though with little attention to the types of paid and unpaid work performed by women. Much
less attention has been paid to the fact that migration also alters intrahousehold decision-
making processes. In the absence of their migrant husbands, women may increase their
roles in decision-making around a range of household and farm activities, partly because
remote monitoring of rural household and agriculture activities can only be done imperfectly.
41. The fact that migration may alter women’s intra-household decision-making processes has received limited
coverage and attention. The only study that provides a detailed account of the linkages between migration
and women’s empowerment in agriculture is the work done by Stanley (2015) for Guatemala: despite
migration, women who stay behind continue to farm even though farming is traditionally seen as men’s work
in Guatemala. Women must overcome various constraints, including the challenge of hiring and managing
male labor, but they do see an improvement in their decision-making power.
It is also important to distinguish between the various aspects of empowerment. Autonomy in decision-
making is only one aspect of empowerment. In their study of migration and women’s autonomy in
Mozambique, based on data for 2000-2006, Yabiku, Agadjanian, and Sevoyan (2010) found that both
successful and unsuccessful cases of male outmigration are linked to significantly higher autonomy for
wives who stay behind, and the gains in autonomy persist after husbands return. At the same time, although
unsuccessful migration increases women’s autonomy, it may have disempowering effects on women.
Unsuccessful migration itself can be a strain on women’s time, as they have to assume the work of their
migrant husbands and deal with the financial difficulties that accompany unsuccessful migration
experiences.
42. The complex issue of rural outmigration also has implications for household food security. First, family
members who stay behind may struggle to compensate for the lost income from the migrant labor. Second,
remittances may have a separate effect on household food security. Empirical studies generally find a
positive relationship between migration and food security, largely attributed to remittances (Zezza et al.
2011). Third, several studies raise the issue of changing agricultural practices, which may negatively affect
food security. Small-scale studies from Nepal suggest that at least in some regions women who stay behind
and take over the farm management adopt less labor-intensive crops, shorten cropping cycles, reduce the
diversity of crops they grow, and even abandon agricultural land (Paudel, Tamang, and Shrestha 2014;
Tamang, Paudel, and Shrestha 2014). A more standardized approach and a comparable indicator are
required, which is applicable in a cross-country analysis.
(i) how outmigration influences women’s work in agriculture;
(ii) the consequences of male-dominated migration on gender roles and women’s empowerment;
(iii) whether and how outmigration impacts household food security.