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The Pennsylvania State University The Graduate School College of Agricultural Sciences BARGAINING AND INTRAHOUSEHOLD RESOURCE ALLOCATION: AN ANALYSIS OF THE IMPACT OF CREDIT AND LAND IN MALAWI A Thesis in Agricultural Economics by Hema Swaminathan © 2003 Hema Swaminathan Submitted in Partial Fulfillment of the Requirements for the Degree of Doctor of Philosophy May 2003 We approve the thesis of Hema Swaminathan Date of Signature ______________________________________________ ______________ Jill. L. Findeis Professor of Agricultural, Environmental and Regional Economics and Demography Thesis Advisor Chair of Committee ______________________________________________ ______________ David. G. Abler Professor of Agricultural, Environmental and Regional Economics and Demography ______________________________________________ ______________ Carolyn E. Sachs Professor of Rural Sociology and Women’s Studies ______________________________________________ ______________ David Shapiro Professor of Economics, Demography and Women’s Studies ______________________________________________ ______________ David Blandford Professor of Agricultural Economics Head of Department of Agricultural Economics and Rural Sociology ABSTRACT In recent years, the focus in the study of household behavior has shifted from the household as a homogeneous unit (unitary model) to the different individuals comprising the household (collective model). There are several issues (such as preferences heterogeneity among household members, differential control of resources) that the unitary approach cannot address. The more general models of household decision- making explicitly recognize and model the individualistic elements in the household within a collective framework. Collective models make the assumption of Pareto efficiency in intrahousehold distribution but do not impose a particular solution concept. The concept of bargaining power plays a crucial role in the collective model. The model predicts that the household allocation process and the resultant outcomes will reflect the bargaining power of the individual. Individuals derive bargaining power from multiple sources, many of which correspond to the alternative options available to them in the event of withdrawing from the agreement. The research undertaken in this dissertation focuses on two aspects of household decision making, labor allocation and consumption expenditures, using the framework of the Nash-bargaining model and the agricultural household model. The measures of bargaining power used are access to credit and ownership of land. In this study a distinction is made between access to credit and participation in the credit market. The analyses in this research are based on the data set ‘Financial Markets and Household Food Security, 1995’, which was made available from the International Food Policy Research Institute (IFPRI), Washington D.C. The data are from a household survey of 404 households in 45 villages spread over five districts in rural Malawi. The estimation procedure undertaken in this dissertation follows a two-step approach to correct for choice-based sampling of the survey. In the first step, the probability choices regarding credit program membership status for the household are estimated using the weighted–exogenous–maximum likelihood multinomial logit model. The empirical models estimated in the second step include models to estimate the impact of access to credit on work choices and models to estimate the impact of access to credit iii and land ownership on consumption decisions within the household. The credit–labor allocation models are analyzed using the random-effects probit model, corrected for endogeneity of access to credit to the labor allocation decision. The effect of access to credit and land ownership on household expenditure shares are analyzed using ordinary least squares and Tobit models, corrected for endogeneity of total household expenditure. The credit–labor allocation models indicate that access to formal as well as informal credit increases participation in off-farm self-employment activities, and reduces participation in own farm work for women in male-headed households. Access to informal credit increases men’s participation in off-farm self-employment activities. Women’s access to formal credit also reduces men’s participation in own farm work. Education in rural Malawi appears to be a differentiating characteristic between those working off-farm and those allocating time to farm work. More education among men in Malawi encourages their participation in off-farm self-employment, whereas those men with less education are concentrated on farms. However, this relation does not appear to be true where women are concerned suggesting they are engaging in low-skill self- employment activities. Locational characteristics were found to be important in explaining participation in self-employment activity. The results from the expenditure models do not unequivocally support the hypothesis that men spend more on items of personal consumption while women are more oriented towards children and household welfare. While women in Malawi do seem to spend more on general household items, health and education, men in Malawi are also spending less on adult goods when they have access to formal credit. Female heads, on the other hand, increase the share of household expenditure on adult goods with access to formal credit. Expenditures on health increase in all the models except for female heads’ access to informal credit, suggesting the importance of health care. Child-related investments are negatively affected by female head’s access to informal credit and women’s (spouses’) share of land. Combined with the results from other equations in the models, it suggests that child-related investments are not yet a ‘priority’ area for the household. iv TABLE OF CONTENTS List of Tables.............................................................................................................vii Acknowledgements....................................................................................................xii Chapter 1. INTRODUCTION................................................................................... 1 1.1 Research Background..................................................................................... 1 1.2 Research Statement and Motivation............................................................... 2 1.3 Research Objectives........................................................................................ 5 1.4 Organization of the Dissertation..................................................................... 6 Chapter 2. LITERATURE REVIEW........................................................................ 8 2.1 Models of Household Behavior and Resource Allocation.............................. 8 2.2 Unitary Models............................................................................................... 8 2.3 Collective Models...........................................................................................10 2.3.1 Cooperative Bargaining Models........................................................13 2.3.2 Noncooperative Bargaining Models..................................................16 2.3.3 Significance of the Collective Models...............................................17 2.4 Empirical Studies.............................................................................................19 Chapter 3. THEORETICAL FRAMEWORK..........................................................26 3.1 The Household Model.....................................................................................26 3.1.1 When to Use a Household Model......................................................28 3.2 Theoretical Model...........................................................................................29 3.2.1 Labor Allocation Decisions...............................................................29 3.2.2 Comparing the Nash and the Unitary Models....................................33 3.2.3 Comparative Statics in the Nash Model.............................................36 Chapter 4. DATA AND SAMPLING.......................................................................40 4.1 Country of Study: Malawi..............................................................................40 4.1.1 The Agricultural Economy................................................................41 4.2 Sampling Procedure and Data Characteristics................................................42 4.2.1 Research Trip to Malawi, March 2001..............................................45 4.2.2 Data Characteristics...........................................................................46 4.3 A Discussion of Descriptive Statistics............................................................52 v Chapter 5. CREDIT AND LABOR ALLOCATION...............................................62 5.1 Introduction.....................................................................................................62 5.2 Access to Credit..............................................................................................65 5.3 Empirical Framework.....................................................................................67 5.3.1 Sampling Framework: Choice-Based Sampling...............................67 5.3.2 Second-step Estimation: Credit and Labor Allocation.....................74 5.3.3 Access to Credit: Identifying Variables............................................82 5.4 Results.............................................................................................................83 5.4.1 Descriptive Statistics..........................................................................83 5.4.2 Econometric Analysis........................................................................91 5.6 Concluding Remarks.......................................................................................101 Chapter 6. HOUSEHOLD EXPENDITURE PATTERNS: IMPACT OF CREDIT AND LAND.............................................................................................107 6.1 Introduction.....................................................................................................107 6.1.1 Access to Credit.................................................................................107 6.1.2 Land Ownership.................................................................................108 6.2 Empirical Framework.....................................................................................110 6.2.1 Some Econometric Issues..................................................................112 6.3 Results.............................................................................................................114 6.3.1 Descriptive Statistics..........................................................................114 6.3.2 Econometric Analysis........................................................................120 6.4 Concluding Remarks.......................................................................................141 Chapter 7. CONCLUSIONS.....................................................................................149 7.1 Introduction.....................................................................................................149 7.2 Discussion.......................................................................................................151 7.3 Limitations of the Study..................................................................................157 7.4 Future Research..............................................................................................158 BIBLIOGRAPHY......................................................................................................160 Appendix A. Credit Received–Labor Allocation Models.........................................171 Appendix B. Access to Credit–Labor Allocation Models (Cross-section Approach)........................................................................................178 Appendix C. Credit Received–Expenditure Share Models.......................................184 vi LIST OF TABLES Table 3.1 Optimal consumption in the Nash and Unitary models..........................36 Table 4.1 Main types of data included in selected modules of the DRD/IFPRI Malawi data set, 1995.............................................................................48 Table 4.2 Selected characteristics of the sample at the area/district level, DRD/IFPRI Malawi data set, 1995.........................................................51 Table 4.3 Demographic characteristics of sample households in rural Malawi, DRD/IFPRI survey..................................................................................54 Table 4.4 Asset ownership, composition and distribution by headship status of the household......................................................................................56 Table 4.5 Access to credit by sector of credit market and household type.............57 Table 4.6 Credit received by sector of credit market and household type..............59 Table 4.7 Use of credit received by sector of credit market and household type...61 Table 5.1 Means and standard deviations of variables used in the multinomial logit model..............................................................................................71 Table 5.2 Results of the multinomial logit model for predicting probability choices for the household, corrected for choice-based sampling (weighted-exogenous-sample maximum likelihood estimates).............72 Table 5.3 Rivers and Vuong test for endogeneity based on Round 1 of DRD/IFPRI Rural Finance Survey........................................................80 Table 5.4a Participation in off-farm self-employment and farm work, Round 1....85 Table 5.4b Participation in off-farm self-employment and farm work, by round of survey......................................................................................86 Table 5.5 Characteristics of off-farm self-employment enterprises......................89 Table 5.6a Selected responses to the question of why business has increased your status in the family.........................................................................90 Table 5.6b Selected responses to the question of why business has increased your status in the village........................................................................90 Table 5.7 Means and standard deviations of variables used in the panel models..95 vii Table 5.8 Women's participation in off-farm work and access to credit: two-step random-effects probit estimates corrected for endogeneity............................................................................................97 Table 5.9 Female head's participation in off-farm self-employed work, and access to credit: two-step random-effects probit estimates corrected for endogeneity......................................................................98 Table 5.10 Men's participation in off-farm work and access to credit: two-step random-effects probit estimates corrected for endogeneity...........................................................................................99 Table 5.11 Women's participation in own-farm work and access to credit: bivariate probit estimates corrected for endogeneity...........................104 Table 5.12 Female head's participation in own-farm work and access to credit: bivariate probit estimates corrected for endogeneity............................105 Table 5.13 Men's participation in own-farm work and access to credit: two-step random-effects probit estimates corrected for endogeneity...........................................................................................106 Table 6.1a Summary statistics of expenditure shares, rounds one to three by household type, credit-expenditure model.......................................116 Table 6.1b Summary statistics of expenditure shares, rounds one to three by household type, land ownership-expenditure model.......................117 Table 6.2a Land ownership and distribution in male-headed households by region...............................................................................................118 Table 6.2b Land ownership and distribution in male-headed households by household landholding.....................................................................119 Table 6.3 Means and standard deviations of variables used in the credit-expenditure models......................................................................124 Table 6.4 Household expenditure shares and access to formal credit in male-headed households: 2SLS and Tobit estimates.............................126 Table 6.4.1 Household expenditure shares on food (produced at home and purchased) and access to formal credit in male-headed households: 2SLS estimates...................................................................128 Table 6.5 Household expenditure shares and access to formal credit in female-headed households: OLS and Tobit estimates...........................129 viii Table 6.5.1 Household expenditure shares on food (produced at home and purchased) and access to formal credit in female-headed households: OLS estimates....................................................................131 Table 6.6 Household expenditure shares and access to informal credit in male-headed households: 2SLS and Tobit estimates.............................132 Table 6.6.1 Household expenditure shares on food (produced at home and purchased) and access to informal credit in male-headed households: 2SLS estimates...................................................................134 Table 6.7 Household expenditure shares and access to informal credit in female-headed households: OLS and Tobit estimates...........................135 Table 6.7.1 Household expenditure shares on food (produced at home and purchased) and access to informal credit in female-headed households: OLS estimates....................................................................137 Table 6.8 Household expenditure shares and access to formal credit: check of functional form........................................................................138 Table 6.9 Household expenditure shares and access to informal credit: check of functional form........................................................................139 Table 6.10 Means and standard deviations of variables used in the land ownership - expenditure models....................................................143 Table 6.11 Household expenditure shares and share of land owned by women in male-headed households: 2SLS and Tobit estimates............145 Table 6.11.1 Household expenditure shares on food (produced at home and purchased) and share of land owned by women in male-headed households: 2SLS estimates..................................................................147 Table 6.12 Household expenditure shares and share of land owned by women: check of functional form..........................................................148 Table A.1 Women's participation in off-farm work and receipt of credit: two-step random-effects probit estimates corrected for endogeneity......................................................................................172 Table A.2 Female head's participation in off-farm self-employed work, and receipt of credit: two-step random-effects probit estimates corrected for endogeneity......................................................................173 ix Table A.3 Men's participation in off-farm work and receipt of credit: two-step random-effects probit estimates corrected for endogeneity....174 Table A.4 Women's participation in own-farm work and receipt of credit: bivariate probit estimates corrected for endogeneity.............................175 Table A.5 Female head's participation in own-farm work and receipt of credit: bivariate probit estimates corrected for endogeneity..................176 Table A.6 Men's participation in own-farm work and receipt of credit: two-step random-effects probit estimates corrected for endogeneity....177 Table B.1 Participation in off-farm self-employed work and access to credit: endogeneity-corrected probit estimates for women in male-headed households....................................................................179 Table B.2 Participation in off-farm self-employed work, and access to credit: endogeneity-corrected probit estimates for female heads..........180 Table B.3 Participation in off-farm self-employed work and access to credit: endogeneity-corrected probit estimates for men.........................181 Table B.4 Participation in own-farm work and access to credit: endogeneity-corrected probit estimates for women in male-headed households........................................................................182 Table B.5 Participation in own-farm work and access to credit: endogeneity-corrected probit estimates for men....................................183 Table C.1 Household expenditure shares and formal credit received in male-headed households: 2SLS and Tobit estimates.........................185 Table C.1.1 Household expenditure shares on food (produced at home and purchased) and formal credit received in male-headed households: 2SLS estimates...................................................................187 Table C.2 Household expenditure shares and formal credit received in female-headed households: OLS and Tobit estimates.......................188 Table C.2.1 Household expenditure shares on food (produced at home and purchased) and formal credit received in female-headed households: 2SLS estimates...................................................................190 Table C.3 Household expenditure shares and informal credit received in male-headed households: 2SLS and Tobit estimates.........................191 x

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Head of Department of Agricultural Economics and The research undertaken in this dissertation focuses on two aspects of household decision
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