| Literature DB >> 32952268 |
Daniel O Gilligan1, Neha Kumar1, Scott McNiven2, J V Meenakshi3, Agnes Quisumbing1.
Abstract
We examine the role of gender dimensions of intrahousehold bargaining power and decision making in the adoption and diffusion of orange sweet potato (OSP), a biofortified crop being promoted to increase dietary intakes of vitamin A in Uganda. We use patterns of ownership and control of land and other assets by married men and women to create gender-disaggregated indicators of bargaining power, allowing for joint and sole ownership and control of land and assets. Using data from an experimental evaluation of a project promoting OSP adoption, we find that the probability of adopting OSP is not affected by the exclusive or joint control of assets by women at the household level. However, within households, parcels of land under joint control, in which the woman has primary control over decision making, are significantly more likely to contain OSP. Women who control a higher share of household nonland resources are more likely to share OPS vines, showing that women use greater bargaining power to facilitate diffusion of this health-promoting technology. We do not find any impact of women's bargaining power on children's dietary intakes of Vitamin A, possibly because husbands and wives have the same preferences regarding their children's nutritional status. These results contribute to reshaping our understanding of household decision making to inform the design and implementation of agriculture-nutrition interventions.Entities:
Keywords: Bargaining power; Biofortification; Gender; Sole and joint decision making; Technology adoption
Year: 2020 PMID: 32952268 PMCID: PMC7487787 DOI: 10.1016/j.foodpol.2020.101909
Source DB: PubMed Journal: Food Policy ISSN: 0306-9192 Impact factor: 4.552
Fig. 1Conceptual framework linking gender, bargaining power, and biofortification.
Gender composition, adoption of OSP, and asset ownership at baseline, analysis sample, 2007.
| Analysis sample | |
|---|---|
| Share of farmer group members | 0.600 |
| who are women, 2007 | (0.236) |
| Age of the woman, 2007 (years) | 33.5 |
| (8.99) | |
| Share of project households adopting OSP | |
| Season 1 | 0.916 |
| Season 2 | 0.879 |
| Season 3 | 0.800 |
| Season 4 | 0.663 |
| Share of value of land owned in 2007 controlled: | |
| …exclusively by the woman | 0.161 |
| (0.328) | |
| …exclusively by the man | 0.573 |
| (0.466) | |
| …joint control | 0.266 |
| (0.441) | |
| Share of value of nonland assets in 2007 controlled: | |
| …exclusively by the woman | 0.206 |
| (0.311) | |
| …exclusively by the man | 0.488 |
| (0.406) | |
| …joint control | 0.321 |
| (0.416) | |
| No. of households | 775 |
Notes: Estimates are means (standard deviations) over farmer group member households in treated farmer groups. Woman refers to the female head/spouse of male head. Man refers to the male head/spouse of female head.
Summary statistics of harmonized estimation sample (N = 775 households)
| Household characteristics | Mean | Standard Deviation |
|---|---|---|
| Female-headed household | 0.10 | 0.30 |
| Household size | 7.68 | 2.68 |
| Second quintile of per adult equivalent total expenditure | 0.20 | 0.40 |
| Third quintile of per adult equivalent total expenditure | 0.19 | 0.40 |
| Fourth quintile of per adult equivalent total expenditure | 0.21 | 0.41 |
| Fifth quintile of per adult equivalent total expenditure | 0.18 | 0.39 |
| Total expendture per adult equivalent, (‘000 UGS) | 37706.46 | 30262.17 |
| Total monthly expenditure per capita | 27335.34 | 22371.61 |
| Total land area, 2007 | 3.28 | 14.30 |
| Woman’s share of land area, 2007 | 0.25 | 0.41 |
| Household has a lowland parcel, 2007 | 0.43 | 0.49 |
| Share of ‘good’ soils, 2007 | 0.51 | 0.46 |
| Household had ever grown OSP, 2007 | 0.06 | 0.24 |
| Ever changed farming practices as a result of advice received | 0.60 | 0.49 |
| Mother knows what vitamin A is, 2007 | 0.91 | 0.29 |
| Mother listened to radio last month, 2007 | 0.58 | 0.49 |
| Farmer group leader | 0.18 | 0.39 |
| Years of membership with farmer group | 2.03 | 1.89 |
| Sweet potato area share, 1st season 2007 | 0.15 | 0.17 |
| Ever give advice on farming, 2007 | 0.70 | 0.46 |
The effect of bargaining power between men and women on OSP adoption.
| Dep Var: Grow OSP in this season | Woman’s bargaining power based on control over land, seasons 1–4 | Woman’s bargaining power based on control over land, season 4 | Woman’s bargaining power based on control over nonland assets, seasons 1–4 | Woman’s bargaining power based on control over nonland assets, season 4 |
|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |
| Treated | 0.461*** | 0.508*** | 0.463*** | 0.536*** |
| (0.025) | (0.055) | (0.030) | (0.055) | |
| Fraction of land exclusively | −0.029 | −0.083 | ||
| owned by the woman in 2007 | (0.082) | (0.147) | ||
| Fraction of land exclusively | 0.042 | 0.100 | ||
| owned by the woman | (0.078) | (0.142) | ||
| Fraction of land jointly | 0.007 | 0.077 | ||
| owned in 2007 | (0.037) | (0.068) | ||
| Fraction of land jointly owned × Treated | −0.002 | −0.074 | ||
| (0.041) | (0.074) | |||
| Fraction of value of nonland assets exclusively | −0.030 | −0.119 | ||
| wned by the woman in 2007 | (0.075) | (0.125) | ||
| Fraction of value of nonland assets exclusively | 0.037 | 0.046 | ||
| owned by the woman | (0.073) | (0.121) | ||
| Fraction of value of nonland | −0.008 | 0.074 | ||
| assets jointly owned | (0.039) | (0.068) | ||
| Fraction of nonland assets jointly | −0.013 | −0.125* | ||
| owned × Treated | (0.043) | (0.073) | ||
| Observations | 3100 | 775 | 3100 | 775 |
Notes: Models are logit models. Columns (1) and (3) present models estimated over 4 seasons from 2007 to 09. Columns (2) and (4) present models estimated for the fourth season of the project only. All models include the following baseline control variables: female headed household, household size, household head education, quintiles 2–5 of total household expenditure per adult equivalent, total land area owned, whether the household had access to lowland parcels, share of land with ‘good’ soil quality, any prior experience growing OSP, ever changed farming practices in response to advice, whether mother knows what vitamin A is, whether mother has access to any radio, if household includes a farmer group leader, number of year as a farmer group member, share of sweet potato in planted area, whether household ever gives farming advice, and season and district indicator variables. Sample is farmer group member households in treated and control farmer groups and includes all households from the panel with complete data on all variables used in this paper *significant at the 10% level; **significant at the 5% level; ***significant at the 1% level.
Mean probability of OSP adoption and area planted by gender of decision maker and type of decision making.
| Dep var: “Who decided what to grow on this parcel?” | Women only | Men only | Joint, women first | Joint, men first |
|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |
| Grow OSP on this parcel | 45.1 | 26.1 | 48.3 | 35.3 |
| Share of parcel area planted with OSP (unconditional) | 0.128 | 0.076 | 0.095 | 0.138 |
| Parcel area planted with OSP (acres) | 0.079 | 0.045 | 0.093 | 0.104 |
Notes: Estimates are averages over all four seasons for farmer group member households in treated farmer groups (n = 415 households).
Significantly different from (2) “Men only”.
Significantly different from (3) “Joint, women 1st”.
Significantly different from (4) “Joint, men 1st”.
Effect of gender in control over parcel decisions on OSP adoption over four seasons.
| Dep Var: Grow OSP on this parcel | Treated households (Logit model) | Treated households that adopted OSP (Logit model) | Treated households (Conditional logit model) |
|---|---|---|---|
| (1) | (2) | (3) | |
| Parcel control: women only | 0.027 | 0.018 | 0.644 |
| (0.027) | (0.028) | (0.265) | |
| Parcel control: men only | −0.074 | −0.147 | 0.737 |
| (0.054) | (0.068) | (0.358) | |
| Parcel control: women listed first | 0.058 | 0.040 | 1.171 |
| (0.026) | (0.025) | (0.213) | |
| Household size | 0.002 | −0.001 | |
| (0.004) | (0.004) | ||
| Female headed household | 0.017 | −0.018 | |
| (0.038) | (0.038) | ||
| Log of monthly expenditure per adult equivalent | 0.028 | 0.012 | |
| (0.013) | (0.017) | ||
| Mother’s knowledge of vitamin A, 2007 | 0.059 | 0.041 | |
| (0.014) | (0.016) | ||
| Change in mother’s knowledge of | 0.049 | 0.036 | |
| vitamin A, 2007–2009 | (0.012) | (0.013) | |
| Share of sweet potato in land area, 2007 | 0.213 | 0.110 | |
| (0.061) | (0.058) | ||
| Total land area operated in this season, acres | −0.057 | −0.061 | 0.673 |
| (0.007) | (0.009) | (0.052) | |
| Household member is farmer group leader | 0.065 | 0.037 | |
| (0.022) | (0.027) | ||
| Distance to FG meeting place | −0.000 | 0.000 | |
| (0.001) | (0.001) | ||
| Ln of farmer group size, 2007 | −0.102 | 0.002 | |
| (0.066) | (0.061) | ||
| Parcel area, acres | 0.126 | 0.144 | 1.496 |
| (0.013) | (0.016) | (0.127) | |
| Parcel has good soil, 2009 | 0.002 | 0.006 | 1.319 |
| (0.015) | (0.021) | (0.209) | |
| Parcel tenure status, freehold, 2009 | −0.234 | −0.646 | 0.680 |
| (0.072) | (0.345) | (0.477) | |
| Season 2 | 0.022 | 0.067 | 1.136 |
| (0.013) | (0.017) | (0.087) | |
| Season 3 | −0.012 | 0.041 | 0.874 |
| (0.014) | (0.018) | (0.069) | |
| Season 4 | −0.114 | 0.026 | 0.524 |
| (0.018) | (0.019) | (0.057) | |
| Observations | 3707 | 2283 | 3308 |
| Households in estimation sample | 415 | 275 | 339 |
Notes: Dependent variable is 1 if OSP grown on this parcel in this season, 0 otherwise. Estimates in columns (1) and (2) are marginal effects at the mean of the data from logit models. Column (3) presents odds ratios and linearized standard errors in parentheses from a conditional logit model. Household-level variables drop from this model as do parcel observations from households in which OSP is grown on all parcels or none of the parcels. Sample is farmer group member households in treated farmer groups. Omitted category for Parcel Control is joint, male head/husband listed first. The sample in column 1 includes observations at the parcel level (on average, just over 2 parcels per household) for four seasons. Results in column 2 are restricted to treated households that adopted OSP on at least one parcel, and are also at the parcel level for all four seasons. The conditional logit model in column 3 drops households that have only one parcel-level observation. Standard errors adjusted for stratification by district and clustering at the farmer group level.
Significant at the 10% level.
Significant at the 5% level.
Significant at the 1% level.
Alternative results for Table 4.
| Dep Var: Grow OSP on this parcel | Treated households | Treated households that adopted OSP | Treated households |
|---|---|---|---|
| (1) | (2) | (3) | |
| Parcel control: women only | 0.011 | −0.006 | 1.050 |
| (0.027) | (0.030) | (0.301) | |
| Parcel control: men only | −0.133*** | −0.203*** | 0.677 |
| (0.043) | (0.040) | (0.313) | |
| Parcel control: women listed first | 0.070*** | 0.042* | 1.396** |
| (0.021) | (0.023) | (0.232) | |
| Household size | 0.000 | −0.002 | |
| (0.004) | (0.004) | ||
| Female headed household | 0.021 | 0.002 | |
| (0.037) | (0.039) | ||
| Log of monthly expenditure per adult equ. | 0.021** | 0.011 | |
| (0.009) | (0.015) | ||
| Mother’s knowledge of vitamin A, 2007 | 0.048*** | 0.017 | |
| (0.012) | (0.015) | ||
| Change in mother’s knowledge of vitamin A, | 0.041*** | 0.020 | |
| 2007–2009 | (0.011) | (0.012) | |
| Share of sweet potato in land area, 2007 | 0.183*** | 0.058 | |
| (0.053) | (0.047) | ||
| Total land area operated in this season, acres | −0.052*** | −0.054*** | 0.680*** |
| (0.006) | (0.008) | (0.037) | |
| Household member is farmer group leader | 0.057*** | 0.032 | |
| (0.021) | (0.025) | ||
| Distance to FG meeting place | 0.000 | 0.001 | |
| (0.001) | (0.001) | ||
| Ln of farmer group size, 2007 | −0.109* | −0.014 | |
| (0.059) | (0.057) | ||
| Parcel area, acres | 0.117*** | 0.127*** | 1.396*** |
| (0.011) | (0.014) | (0.093) | |
| Parcel has good soil, 2009 | −0.014 | −0.021 | 1.077 |
| (0.016) | (0.020) | (0.166) | |
| Parcel tenure status, freehold, 2009 | −0.178** | −0.295 | 0.555 |
| (0.081) | (0.261) | (0.375) | |
| Season 2 | 0.019 | 0.067*** | 1.110 |
| (0.013) | (0.015) | (0.081) | |
| Season 3 | −0.010 | 0.046*** | 0.879* |
| (0.013) | (0.016) | (0.067) | |
| Season 4 | −0.111*** | 0.025 | 0.539*** |
| (0.016) | (0.015) | (0.049) | |
| 4809 | 3052 | 4284 | |
| Observations | 0.011 | −0.006 | 1.050 |
| Households in estimation sample | 555 | 371 | 451 |
Note: The data used in this regression are taken from the full sample, not the harmonized estimation sample, restricted to treatment households where the woman is a farmer group member and the woman and man (the main couple) are the only decisionmakers included in the estimation.
Gender-based differences in diffusion of OSP, 2007–2009
| Dep Var: Treated households shared OSP vines with other households | Women’s bargaining power based on control over land | Women’s bargaining power based on control over nonland assets |
|---|---|---|
| (1) | (2) | |
| Household has at least one woman farmer group member | 0.011 | 0.021 |
| Fraction of value of land exclusively owned by the woman in 2007 | 0.241 | |
| Fraction of value of land jointly owned in 2007 | 0.060 | |
| Fraction of value of nonland assets exclusively | 0.460*** | |
| Fraction of value of nonland assets jointly owned in 2007 | 0.172** | |
| (0.069) | ||
| Female-headed household | −0.354** | −0.479*** |
| (0.162) | (0.160) | |
| Household size | 0.002 | 0.003 |
| (0.010) | (0.011) | |
| Household head education (in years) | 0.015 | 0.021 |
| (0.074) | (0.075) | |
| Quintile 2: Total expenditure per adult eq. | 0.000 | 0.014 |
| (0.075) | (0.072) | |
| Quintile 3: Total expenditure per adult eq. | −0.001 | 0.028 |
| (0.083) | (0.082) | |
| Quintile 4: Total expenditure per adult eq. | 0.110 | 0.128 |
| (0.083) | (0.080) | |
| Quintile 5: Total expenditure per adult eq. | −0.012 | −0.013 |
| (0.008) | (0.008) | |
| Total land area, 2007 | 0.102 | 0.094 |
| (0.082) | (0.081) | |
| Woman’s share of land area, 2007 | −0.080 | −0.082 |
| (0.060) | (0.059) | |
| Share of ‘good’ soils, 2007 | −0.084 | −0.081 |
| (0.057) | (0.056) | |
| Ever changed farming practices as a result | 0.397 | 0.362 |
| of advice received | (0.205) | (0.211) |
| Mother knows what vitamin A is, 2007 | 0.191 | 0.190 |
| (0.075) | (0.075) | |
| Farmer group leader | 0.150 | 0.149 |
| (0.068) | (0.069) | |
| Ever give advice on farming, 2007 | 0.262 | 0.292 |
| (0.079) | (0.082) | |
| Bukedea | 0.268 | 0.254 |
| (0.078) | (0.074) | |
| Mukono | −0.354 | −0.479 |
| (0.162) | (0.160) | |
| Observations | 415 | 415 |
| Average fraction of households that shared OSP vines with other households | 0.563 |
Notes: Models estimated are logit models. Estimates are marginal effects at the mean of the data. Sample is farmer group member households in treated farmer groups.
Significant at the 10% level.
Significant at the 5% level.
Significant at the 1% level.
Gender differences in control over assets and child consumption of vitamin A
| Dep Var: Change in dietary intake of vitamin A (μg RAE), 2007–2009 | Women’s bargaining power based on control over land | Women’s bargaining power based on control over land interacted with treatment | Women’s bargaining power based on control over nonland assets | Women’s bargaining power based on control over nonland assets interacted with treatment |
|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |
| Treated | 336.293* | 404.154 | 339.691* | 439.065 |
| (174.932) | (259.572) | (175.943) | (346.164) | |
| Fraction of value of land exclusively owned by | 330.648 | 201.128 | ||
| women in 2007 | (309.972) | (358.380) | ||
| Fraction of value of land exclusively | 207.627 | |||
| owned by women × Treated | (572.162) | |||
| Fraction of value of land jointly | 32.447 | 250.264 | ||
| owned in 2007 | (197.177) | (258.663) | ||
| Fraction of land jointly owned × Treated | −376.044 | |||
| (374.360) | ||||
| Fraction of value of nonland assets | 374.234 | 382.243 | ||
| exclusively owned by the women in 2007 | (350.158) | (483.458) | ||
| Fraction of value of nonland assets exclusively | −31.159 | 143.126 | ||
| owned by women × Treated | (236.720) | (348.609) | ||
| Fraction of value of nonland | −16.869 | |||
| assets jointly owned | (674.728) | |||
| Fraction of nonland assets jointly | −303.356 | |||
| owned × Treated | (475.188) | |||
| Observations | 327 | 327 | 327 | 327 |
| Mean dietary intake of vitamin A (μg RAE), 2007 | 517.83 | |||
Notes: Models are ordinary least squares models. Units are μg of retinol activity equivalents, a measure of vitamin A in the diet. Sample includes the subsample of children age 3–5 years at baseline on which dietary recall data were available. Other control variables not reported. *significant at the 10% level, **significant at the 5% level, ***significant at the 1% level.