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Best guessNotes
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Unintended pregnancies averted
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Unintended pregnancies averted per year of modern contraception0.30
See "Pregnancies averted" tab
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Breakdown of unintended pregnancies:
Source: Sedgh, Singh, and Hussain 2014, Pg 310, Table 4. Unintended pregnancies lead to the following outcomes in Africa: about 33% abortions, about 14% miscarriages, about 53% unplanned births (of which roughly 2/3rds are "mistimed" births and 1/3rd is an "unwanted" birth). We have not vetted the estimates of Sedgh, Singh, and Hussain 2014.
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% of unintended pregnancies that result in abortion37%
Source: Bearak et al, 2020 estimates that 37% of unintended pregnancies in sub-Saharan Africa end in abortion
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% of unintended pregnancies that result in miscarriage14%
Source: Sedgh, Singh, and Hussain, 2014, “Miscarriages are estimated to equal approximately the sum of 20 percent of live births and 10 percent of induced abortions. The miscarriages that represent 10 percent of all abortions and 20 percent of unplanned births are classified as unintended pregnancies.”
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% of unintended pregnancies that result in unwanted or mistimed birth49%
Source: Sedgh, Singh, and Hussain, 2014. These rates of unintended pregnancies are based on “nationally representative Demographic and Health Surveys conducted among women in 64 countries by Macro International, Reproductive Health Surveys conducted in six countries by the Centers for Disease Control, and similar surveys conducted in Brazil and Mexico. Most of these surveys asked women about the intention status of current pregnancies and recent births at the time of conception. For the majority of countries, we calculate the proportion of births that were unplanned among all births in the three years prior to the survey.”
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of those, % that are unwanted33%
Source: Sedgh, Singh, and Hussain 2014, Pg 310, Table 4. Unintended pregnancies lead to the following outcomes in Africa: about 33% abortions, about 14% miscarriages, about 53% unplanned births (of which roughly 2/3rds are "mistimed" births and 1/3rd is an "unwanted" birth). We have not vetted the estimates of Sedgh, Singh, and Hussain 2014.
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Number of abortions averted per year of modern contraception0.112Calculation
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Number of miscarriages averted per year of modern contraception0.042Calculation
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Number of mistimed births averted per year of modern contraception0.099Calculation
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Number of unwanted births averted per year of modern contraception0.049Calculation
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More resources for existing children due to fewer unwanted births
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Number of unwanted births averted per year of modern contraception0.049
Calculation. See above
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Effect of averting an unwanted birth on years of schooling for existing children0.53
See 'Benefits for existing children' sheet for the derivation of this figure
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Effect of years of schooling on income 4.8%
See "Income effects" sheet. We take a geometric mean of the estimate of returns to education for women and men.
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Effect of averting an unwanted birth on income for existing children2.6%Calculation
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Duration of benefit40.00
GiveWell guesstimate. Our best guess is that individuals work for ~40 years
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Average number of years between intervention and the beginning of long-term benefits13.00
GiveWell guesstimate. Our best guess is that child begins working full-time around 13 years after averted birth on average. This is based on adding 5 to the 8 years estimate from the deworming CEA since children could be under 5 in this setting.
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Discount rate0.04
Source: GiveWell's moral weights and discount rate
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Benefit on one year's income (discounted back because of delay between intervention and working for income)0.02Calculation
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Present value of income per affected child in terms of ln(consumption) 0.32Calculation
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Multiplier for resource sharing within households2.00
Source: Based on our Deworming CEA
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Value assigned to increasing ln(consumption) by one unit for one person for one year1.44
Source: GiveWell's moral weights and discount rate
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Total fertility rate in low-income countries4.55
Source: World Bank. ( 1 ) United Nations Population Division. World Population Prospects: 2022 Revision; ( 2 ) Statistical databases and publications from national statistical offices; ( 3 ) Eurostat: Demographic Statistics.
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Annual under-20 mortality rate in low-income countries0.90
Source: IHME GBD 2021
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Averted unwanted birth (lifetime)0.80
See "Pregnancies averted" sheet
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Number of children surviving to adulthood (with contraception)3.38
Calculation. Estimate based on total fertility rate in low-income countries, subtracting averted unwanted births, and children who pass away before the age of 20 (using estimate of annual mortality rate under 20 in low SDI from IHME)
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Additional benefits for existing children25%
GiveWell guesstimate. Intended to capture children having greater consumption due to more resources and the limited evidence of contraception resulting in better physical/cognitive development for children (Maggio, Karra, and Canning, 2023)
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Units of value from more resources for existing children due to fewer unwanted births0.19Calculation
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Increases in household income through increased economic activity for women
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Percentage annual increase in income per year of modern contraception0.17%
See "Income effects" tab
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Share of household income from user of contraception50%
GiveWell guesstimate. We assume there are two main income-earners per household and each account for roughly half of household income.
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Household size with contraception3.8
Calculation. Subtracting projected lifetime unintended pregnancies averted from counterfactual household size.
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Duration of benefits15
GiveWell guesstimate. We guess that the duration of benefits lasts 15 years. This estimate likely depends on the age profile of workers. Younger users who receive more education due to modern contraception might receive lifelong economic benefits. In contrast, older users may only receive temporary benefits because they have fewer years left in their career and are less likely to be making long-term investments in their human capital.
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Units of value per increase in ln(consumption)1.44
Source: GiveWell's moral weights and discount rate
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Discount rate4%
Source: GiveWell's moral weights and discount rate
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Units of value from increases in income per year of modern contraception0.05Calculation
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Reduction in maternal mortality due to fewer unwanted births, miscarriages, and abortions
44
Number of unwanted births averted per year of modern contraception0.049
Calculation. See above
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Number of abortions averted per year of modern contraception0.11
Calculation. See above
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Number of miscarriages averted per year of modern contraception0.042
Calculation. See above
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Maternal mortality ratio (Ratio of maternal deaths to live births)0.0035
See 'Heterogeneity across locations' sheet. Source: IHME GBD 2021 and UN IGME 2022. Note that this is maternal deaths from "any cause related to or aggravated by pregnancy or its management (excluding accidental or incidental causes) during pregnancy and childbirth or within 42 days of termination of pregnancy". We cannot apply this directly to the number of live births averted because this ratio applies to all pregnancies. We must recalculate it for unintended pregnancies which is likely to have a different rate of live births, abortions, etc. per pregnancy.
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Maternal deaths per birth0.0031
See "Maternal mortality calculations" sheet
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Maternal deaths per abortion0.0011
See "Maternal mortality calculations" sheet
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Maternal deaths per miscarriage0.0007
See "Maternal mortality calculations" sheet
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Maternal deaths averted per year of modern contraception0.0003Calculation
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Units of value per maternal death averted125
Source: GiveWell's Facility-based MNH BOTEC
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Units of value from less maternal mortality due to fewer unwanted births and abortions per year of modern contraception
0.04Calculation
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Reduction in maternal mortality due to fewer mistimed births
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Number of mistimed births averted per year of modern contraception0.099
Calculation. See above
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Maternal deaths per birth0.0031
See "Maternal mortality calculations" sheet
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Reduction in maternal mortality due to improved birth timing27%
See "Mortality benefits from improved spacing"
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Maternal deaths averted per year of modern contraception0.00008Calculation
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Units of value per maternal death averted125
Source: GiveWell's Facility-based MNH BOTEC
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Units of value from less maternal mortality due to fewer mistimed births per year of modern contraception0.01
Calculation. Note: in general, we are not discounting for the time between a potential mistimed birth and the later intended birth. That's because we do not think it would make a large difference. We would only be discounting for temporal uncertainty (1.4% discount rate) and the gap between these potential births is likely <10 years.
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Reduction in maternal morbidity due to fewer unintended pregnancies
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Units of value per DALY2.3
Source: GiveWell's moral weights and discount rate
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Number of unwanted births averted per year of modern contraception0.049
Calculation. See above.
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DALY loss from unwanted births0.11
GiveWell guesstimate. We based this on our Maternal Health Initiatives CEA which estimated the DALYs lost based on the prevalence and duration of common health conditions brought about by pregnancy. Also evidence that maternal morbidity being associated with high fertility rates - bone density loss, tooth loss, etc. See Conde-Agudelo et al. 2006 and Conde-Agudelo et al. 2012.
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Units of value from lower maternal morbidity due to fewer unwanted pregnancies0.01Calculation
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Number of mistimed births averted per year of modern contraception0.099
Calculation. See above.
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DALY loss from mistimed births0.02
GiveWell guesstimate. We use short-spaced pregnacies as a proxy for benefits of better-timed births. Bauserman et al (2020) Table 4 shows that short-spaced pregnancies are associated with ~30% higher rates of adverse delivery outcomes. We adjust this estimate downward by 40% to account for confounding factors since Bauserman et al (2020) is observational and that not all mistimed pregnancies are short-spaced. We also subjectively consider additional evidence on maternal morbidity being associated with short interpregnancy intervals - anemia, bone density loss, tooth loss, etc. See also Conde-Agudelo et al. 2006 and Conde-Agudelo et al. 2012.
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Units of value from lower maternal morbidity due to fewer mistimed pregnancies0.004Calculation
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Number of abortions averted per year of modern contraception0.11
Calculation. See above.
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DALY loss per abortion0.05
Source: We adjust the value of .121 DALYs lost per abortion from Higashi et al. (2014) Table 1 downwards by 55% to avoid double-counting DALYs from maternal deaths based on the deaths and DALYs burdens reported in Table 2. In Table 2, they estimate 34 deaths due to abortion in LMICs and 2128 DALYs lost. Assuming each maternal death loses 35 DALYs, this implies that 45% of the burden of abortion is attributable to morbidity rather than mortality.
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Units of value from lower maternal morbidity due to fewer abortions0.01Calculation
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Number of miscarriages averted per year of modern contraception0.042
Calculation. See above.
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DALY loss per miscarriage0.04
GiveWell guesstimate. We assume the burden of miscarriage (also known as ‘spontaneous abortion’) is low. For instance, a WHO paper reports that “Spontaneous abortions seldom have severe complications and are rarely fatal. No attempt has been made to quantify the burden of disability and deaths due to spontaneous abortion for the GBD 2000" (source). Any increase in risk of maternal mortality from miscarriages are already incorporated into the maternal mortality estimates. We assume it has disability weight ~2/3 of disability from abortion, which includes unsafe abortions.
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Units of value from lower maternal morbidity due to fewer miscarriages0.004Calculation
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Additional morbidity benefits30%
GiveWell guesstimate. Includes severe maternal "near miss" mortalities and disability associated with being pregnant.
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Units of value from lower morbidity due to fewer unintended pregnancies per year of modern contraception0.04Calculation
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Reduction in child mortality due to fewer mistimed births
81
Number of mistimed births averted per year of modern contraception0.099
Calculation. See above.
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Infant mortality rate4.7%
See "Heterogeneity across locations" sheet. Source: IHME GBD 2021 and UN IGME 2022
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Reduction in infant mortality due to improved birth timing11%
See "Mortality benefits from improved birth timing" sheet
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Infant deaths averted due to fewer mistimed births0.00053Calculation
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Units of value per infant death 84
Source: GiveWell's moral weights and discount rate
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Under-5 mortality rate6.9%
See "Heterogeneity across locations" sheet. Source: IHME GBD 2021 and UN IGME 2022
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Reduction in under-5 mortality due to improved birth timing11%
See "Mortality benefits from improved spacing" sheet
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Under-5 deaths averted due to fewer mistimed births (excluding infant deaths)0.00024
Calculation. Note that we subtract out the neonatal deaths from the under-5 deaths averted to avoid double-counting.
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Units of value per under-5 death116
Source: GiveWell's moral weights and discount rate
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Additional benefits from long-term income increases ("development effects")25%
GiveWell guesstimate. We intended this to be consistent with long-term income increase benefits from our top charities. This is based on the .25 ratio of value from projected income effects to value of lives averted used in the vitamin A supplementation CEA.
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Units of value from fewer child deaths due to improved timing per year of modern contraception0.09Calculation.
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Reduction in child morbidity due to fewer mistimed births
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Additional benefit from reduced child morbidity (as % of mortality effects)7%
GiveWell guesstimate. We intended this to be consistent with development benefits from our top charities. Seasonal malaria chemoprevention applies a 9% adjustment for child morbidity, New Incentives applies a 6% adjustment, and Vitamin A supplementation applies a 6% adjustment for morbidity.
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Units of value from lower child morbidity due to fewer mistimed births per year of modern contraception0.006Calculation
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Reduction in healthcare spending due to improved woman and child health
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Units of value from improved woman and child health0.19Calculation
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Additional benefit from medical costs averted (as % of health effects)20%
GiveWell guesstimate. We're setting this to be consistent with medical costs averted from our top charities (see our figure for seasonal malaria chemoprevention).
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Units of value from medical costs averted per year of modern contraception0.04Calculation
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