Input: among the 32 Sub-Saharan African countries in the Barro-Lee (2010) data set, nearly 40 percent of women aged 15 and above have received no education at all;

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: World Bank Staff based on SESRE 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: the DHS Program has collected, analyzed and disseminated data on population, health, HIV and nutrition through more than 300 surveys in over 90 countries.

survey census database administrative indicator geospatial microdata report estimates other


Input: LSMS is a household survey program housed in the Bank's Development Research Group that provides technical assistance to national statistical offices in the design and implementation of multi-topic household surveys covering household behavior, welfare and interactions with government policies.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: World Bank Staff based on SESRE 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: It is estimated that approximately 64 percent of the freshwater marsh, 66 percent of Global Lakes and Wetlands Database coastal wetlands, and 61 percent of brackish/saline wetlands are at risk.

survey census database administrative indicator geospatial microdata report estimates other


Input: When the regressions are run with the village characteristics from the 2005 Indian census, the coefficients of interest do not change significantly.

survey census database administrative indicator geospatial microdata report estimates other


Input: The fact that three sources use different definitions of madrassa enrollment, and were collected at different times by individuals with very different institutional affiliations provides independent verification of enrollment estimates and allows us to determine the sensitivity of our results.

survey census database administrative indicator geospatial microdata report estimates other


Input: Note: Refugee data are from the UNHCR statistical population online dataset, accessed in September 2014.

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Input: author's calculations using WITS, COMTRADE

survey census database administrative indicator geospatial microdata report estimates other


Input: In the present analysis, we use 2, 530 of these.

survey census database administrative indicator geospatial microdata report estimates other


Input: The sampling frame for refugee camps is based on UNHCR’s proGRES database.

survey census database administrative indicator geospatial microdata report estimates other


Input: Rogan (2016) uses the global MPI to analyze the gender poverty gap in South Africa.

survey census database administrative indicator geospatial microdata report estimates other


Input: Evidence from Harmonized Data World Bank.

survey census database administrative indicator geospatial microdata report estimates other


Input: Labor Force Surveys collect data on work-related issues and provide a basis for measuring employment and unemployment indicators.

survey census database administrative indicator geospatial microdata report estimates other


Input: In our analysis, we use Afrobarometer, EPR, and Murdock Atlas data; therefore, we can use LEDA functions to link the different ethnic groups to each other.

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Input: Using the spatial distribution of rice production based on the 2010 SPAM, the latest district-level rice production data for the period of 2013-15 are disaggregated into 3,198 locations or pixels.

survey census database administrative indicator geospatial microdata report estimates other


Input: We exploit only the data on “ refugees ”.

survey census database administrative indicator geospatial microdata report estimates other


Input: The data come from the baseline of the Sri Lanka Longitudinal Survey of Enterprises SLLSE, collected by the authors between January and March 2008.

survey census database administrative indicator geospatial microdata report estimates other


Input: is estimated by overlaying the inundation risk map with the population map for 2001 using

survey census database administrative indicator geospatial microdata report estimates other


Input: To measure altruism and trust, we employ the questions from the Global Preference Survey, a tool developed by Falk et al. (2022) to elicit risk, time, and social preferences.

survey census database administrative indicator geospatial microdata report estimates other


Input: For Indonesia the building type information was compiled from a World Housing Encyclopedia (WHE) survey.

survey census database administrative indicator geospatial microdata report estimates other


Input: This analysis uses the relaxed definition to measure the current employment status of the host community and refugees.

survey census database administrative indicator geospatial microdata report estimates other


Input: The World Bank ’ s Living Standards Measurement Study team, which provides technical assistance on large-scale household surveys around the world, estimates the field listing operation increases the overall budget for data collection by 25 percent.

survey census database administrative indicator geospatial microdata report estimates other


Input: applying sampling weights is essential in order to obtain consistent estimates of δs.

survey census database administrative indicator geospatial microdata report estimates other


Input: These shocks were calibrated to match the difference in data between refugees income from labour in UNHCR survey and average wage in Poland from Statistics Poland weighted by refugees share in total workforce.

survey census database administrative indicator geospatial microdata report estimates other


Input: We do not use the indicator provided in the LFS data since there seems to be some confusion in which category 30 hours per week falls (with these evenly divided between full and part-time).

survey census database administrative indicator geospatial microdata report estimates other


Input: the Medical Research Council (from the United Kingdom) conducted an external evaluation of program effectiveness in the Gambia using key informant interviews, focus groups, and a KAP (knowledge, attitudes and practices) survey in four villages, including two program sites and two controls.

survey census database administrative indicator geospatial microdata report estimates other


Input: are used as a base for localized impact.

survey census database administrative indicator geospatial microdata report estimates other


Input: The z-scores were calculated using EMDHS and the 2006 WHO growth standards [24].

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Input: The migratory potential is based on a few geophysical characteristics of the coastline: coastal type, topography, tidal range, and other information when available (e.g., whether 14 GLWD coastal wetlands is a term used in this paper to distinguish coastal wetlands from the specific coastal wetlands type in the GLWD.

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Input: ultimately, (iv) the implications of these design decisions on the computation and monitoring of SDGs 1.4.2 and 5.a.1.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: Deloitte own elaboration based on SEIS UNHCR survey and GUS data.

survey census database administrative indicator geospatial microdata report estimates other


Input: We use data from the ESA CCI project to determine the share of cropland within each cell at the beginning of the period (ESA starts in 1992) and split the sample based on different shares of cropland ranging from less than 20 percent to more than 75 percent.

survey census database administrative indicator geospatial microdata report estimates other


Input: We combine the respondents from all four DHS standard surveys in Ghana for which there are geographic identifiers.

survey census database administrative indicator geospatial microdata report estimates other


Input: She therefore compiles data from the Demographic and Health Surveys (DHS) carried out in 18 Sub-Saharan African countries, cautioning that these survey data suffer from defects such as recall bias.

survey census database administrative indicator geospatial microdata report estimates other


Input: Percentage of administered COVID-19 vaccine doses captured in the national vaccination digital registry;

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: Authors’ calculation based on ALCS 2013–14

survey census database administrative indicator geospatial microdata report estimates other


Input: The number of estimated women at reproductive age (WRA) is based on a calculation of the affected population [INGC] * % of WRA [2017 census].

survey census database administrative indicator geospatial microdata report estimates other


Input: To have up-to-date information on the socio-economic outcomes and poverty levels of refugees and to allow comparison to Ethiopian host communities, the SESRE applied the same questionnaire and data collection methods as the HoWStat, with some modifications.

survey census database administrative indicator geospatial microdata report estimates other


Input: This indicator will measure the percentage of reported serious Adverse Events Following Immunization (AEFI) post COVID-19 vaccinations that have been reported to the Iraqi MOHE surveillance system, GRM and other channels that have been addressed and investigated within 48 hours of reporting to the total number of reported AEFIs.

survey census database administrative indicator geospatial microdata report estimates other


Input: The data is based on satellite imaginary using the total column aerosol optical depth from the Moderate Resolution Imaging Spectroradiometer (MODIS) and Multiangle Imaging Spectroradiometer satellite instruments, which is combined with chemical transport model simulations, and ground measurements from 79 countries to produce a global spatial data set with 0.1° × 0.1° resolution (Brauer et al., 2015).

survey census database administrative indicator geospatial microdata report estimates other


Input: Information on WMP categories for the Coastline was downloaded from the DIVA GIS database.

survey census database administrative indicator geospatial microdata report estimates other


Input: we use data on exports from COMTRADE to construct a measure of Germany's revealed comparative advantage (RCA) relative to Poland and to the world.

survey census database administrative indicator geospatial microdata report estimates other


Input: selecting households was supplied by CAPMAS from its 1990/91 HIES survey.

survey census database administrative indicator geospatial microdata report estimates other


Input: In addition, we use gridded population density data with a 1km resolution from Landscan (Geographic Information Science and Technology 2015).

survey census database administrative indicator geospatial microdata report estimates other


Input: Data source|DHIS2

survey census database administrative indicator geospatial microdata report estimates other


Input: we use two UNHCR datasets: The Profile Global Registration System (ProGres) and Jordan Home Visits round 3 (JD ‐ HV).

survey census database administrative indicator geospatial microdata report estimates other


Input: According to the JD ‐ HV database, the most common reasons parents gave for their children not attending school were financial constraints (35 percent), lack of capacity in schools (29 percent), or that children were required to work to support their family (14 percent).

survey census database administrative indicator geospatial microdata report estimates other


Input: We use data from the population census, 1998, as well as the census of private schooling, 2000, to provide estimates of madrassa, private, and government school enrollment in each district except for those in the province of FATA.

survey census database administrative indicator geospatial microdata report estimates other


Input: the digital elevation (90m DEM V2) data we use in our analysis gives altitude in 1-meter increments, preventing us from sub-meter SLR modeling.

survey census database administrative indicator geospatial microdata report estimates other


Input: According to the 2021 Polish National Census, one year before the outbreak of the full-scale war in Ukraine there were about one million Ukrainian citizens residing in Poland, almost all of them on a temporary basis.

survey census database administrative indicator geospatial microdata report estimates other


Input: This is based on version 2. 0 of the Barro-Lee dataset for educational attainment among the total population 15 and older.

survey census database administrative indicator geospatial microdata report estimates other


Input: Rogan (2016) uses the global MPI to analyze the gender poverty gap in South Africa.

survey census database administrative indicator geospatial microdata report estimates other


Input: The objective of this article is to use data from more than one thousand national censuses and population registers to estimate a complete global origin – destination migration matrix for each decade over 1960 – 2000.

survey census database administrative indicator geospatial microdata report estimates other


Input: Section 3 employs the database to investigate trends in the incidence and power of Indian Ocean cyclonic storms from 1877 to 2016.

survey census database administrative indicator geospatial microdata report estimates other


Input: We draw our emissions estimates from the World Resources Institute’s Climate Analysis and Indicators database.

survey census database administrative indicator geospatial microdata report estimates other


Input: the high levels of school delay are also confirmed by the figures on gross and net enrolment ratios calculated using the TLSS 2001 and 2007: primary gross enrolment ratio was 105 percent in 2001 and 128 percent in 2007, while net enrolment ratios were 74 and 94 percent, respectively, in 2001 and 2007.

survey census database administrative indicator geospatial microdata report estimates other


Input: The source for the localized wind speeds is the IBTrACS database that provides the strength and tracks every 6 hours of all typhoons that affected Southeast Asia during the period.

survey census database administrative indicator geospatial microdata report estimates other


Input: For the purpose of this study, the standard World Bank definitions of poverty are used to determine the number of poor people in a given subnational administrative unit.

survey census database administrative indicator geospatial microdata report estimates other


Input: This paper uses micro-data from two waves of the Somali High Frequency Survey to assess the impact of the severe drought that Somalia experienced in 2016/17 on poverty, hunger, and consumption.

survey census database administrative indicator geospatial microdata report estimates other


Input: About 88 percent of refugees in Ethiopia remain in camps (based on SESRE data).

survey census database administrative indicator geospatial microdata report estimates other


Input: Country coastlines were extracted from the World Vector Shoreline, a standard National Geospatial Intelligence Agency (formerly Defense Mapping Agency) product at a nominal scale of 1:250,000.

survey census database administrative indicator geospatial microdata report estimates other


Input: estimations based on Sudan MICS 2014/15 data.

survey census database administrative indicator geospatial microdata report estimates other


Input: Several authors have relied on the general result by

survey census database administrative indicator geospatial microdata report estimates other


Input: Own calculations using POF 2017/18.

survey census database administrative indicator geospatial microdata report estimates other


Input: The SESRE used a logistics plan similar to HoWStat.

survey census database administrative indicator geospatial microdata report estimates other


Input: In order to construct the revised refugee diversity indices according to ethnicity e, we first combine information about the country of origin of refugees hosted in refugee camps c in year t with the data from the EPR-ER 2019 dataset.

survey census database administrative indicator geospatial microdata report estimates other


Input: Nicholls (1999) and Nicholls (2004) are based on wetland losses derived from the Global Vulnerability Analysis (Hoozemans et al. 1993)

survey census database administrative indicator geospatial microdata report estimates other


Input: Iraq performs poorly across most universal health coverage (UHC) index indicators, and the UHC effective coverage index stands at only 57.7.

survey census database administrative indicator geospatial microdata report estimates other


Input: We sourced bilateral trade value data from WITS and bilateral tariff data from a medley of sources, presented in Appendix Table A1.

survey census database administrative indicator geospatial microdata report estimates other


Input: we choose road line type to use in the analysis.

survey census database administrative indicator geospatial microdata report estimates other


Input: Authors' calculations using the 2014 Household Budget Survey.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: World Bank Staff based on SESRE 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: we show using the IPUMS dataset that children born in the United States to men born in China are more likely to be boys, but this finding does not hold for children born to women from China.

survey census database administrative indicator geospatial microdata report estimates other


Input: Two new and unique data sources are employed in the empirical analysis.

survey census database administrative indicator geospatial microdata report estimates other


Input: the most recent (2007-2011) statistics in the World Bank ’ s Edstats data reveal that female literacy is less than 60 percent, on average.

survey census database administrative indicator geospatial microdata report estimates other


Input: elevation figures were included, taken from the GLOBE 1 kilometer elevation database

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: World Bank Staff based on SESRE 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: Labor Force Surveys collect data on work-related issues and provide a basis for measuring employment and unemployment indicators.

survey census database administrative indicator geospatial microdata report estimates other


Input: We used stable light imagery of SSA derived from scores of orbits of the DMSP OLS in from 1992-2013 since this product inter-calibrated where fires and other ephemeral lights have been removed, although there are noteworthy blunders associated with over-glow effects where lighting spreads to neighboring pixels (and hence economic activity is wrongfully attributed to certain places).

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: World Bank Staff based on SESRE 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: The indicator will track the percentage of administered COVID-19 vaccines which are captured in the national vaccination digital registry.

survey census database administrative indicator geospatial microdata report estimates other


Input: we have constructed the cyclone database to support research on household- and community-level adaptation to cyclone risks.

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Input: we also added the drive as well as the pedestrian network leveraging the Open Street Map data set to account for commuters who walk or drive to work.

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Input: the second type of data, based on household surveys, are different rounds of the Pakistan Integrated Household Survey (PIHS) carried out in 1991, 1998 and 2001.

survey census database administrative indicator geospatial microdata report estimates other


Input: ACLED is designed to parse out both the temporal and spatial actions of rebels and governments within civil wars.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: World Bank Staff based on SESRE 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: World Bank Staff based on SESRE 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: Data on wetlands were extracted from all wetlands Global Lakes and Wetlands Database (GLWD-3) produced by the Center for Environmental Systems Research (CESR)

survey census database administrative indicator geospatial microdata report estimates other


Input: This paper combines newly available data on the distribution of Syrian refugees across Turkey and the Turkish Labour Force Survey to assess the impact on Turkish employment and wages.

survey census database administrative indicator geospatial microdata report estimates other


Input: Percentage calculated based on GUS average for the economy as a whole in the months of the SEIS survey.

survey census database administrative indicator geospatial microdata report estimates other


Input: We use microdata from the DHS, obtained from standardized surveys across years and countries.

survey census database administrative indicator geospatial microdata report estimates other


Input: PISA 2022 mean scores for Costa Rica in Reading are above LAC’s average (415 vs. 400), as well as mean scores in Mathematics (385 vs. 374) and Sciences (411 vs. 400).

survey census database administrative indicator geospatial microdata report estimates other


Input: We have used the FBS Census of Private Schools (PEIP, 2000) to guide our fieldwork and feasibility study for LEAPS and found it tallied with the situation on the ground quite well, even in remote villages.

survey census database administrative indicator geospatial microdata report estimates other


Input: According to the OECD, the national Minimum Wages in Turkey equals to 70 percent of the median wage (see OECD.stat: https://stats.oecd.org/Index.aspx?DataSetCode=MIN2AVE).

survey census database administrative indicator geospatial microdata report estimates other


Input: Authors ’ aggregation based on UNHCR statistical population online dataset, accessed in September 2014.

survey census database administrative indicator geospatial microdata report estimates other


Input: The hypotheses are tested on a new dataset – ACLED (Armed Conflict Location and Events Dataset) – which disaggregates internal conflicts into individual events.

survey census database administrative indicator geospatial microdata report estimates other


Input: Shock to population was calibrated to match data for residents of Poland from Statistics Poland and number of refugees based on PESEL UKR.

survey census database administrative indicator geospatial microdata report estimates other


Input: According to Eurostat data, in September 2023, harmonized unemployment in Poland reached 2.8%, the same level as Malta.

survey census database administrative indicator geospatial microdata report estimates other


Input: Utilization of the budget will be monitored through quarterly Interim Financial Reports (IFRs) by analyzing overutilization and underutilizations and using the reports as management’s tool for decision-making.

survey census database administrative indicator geospatial microdata report estimates other


Input: We complete this data with exact geographic location data from MineAtlas (2013), where satellite imagery shows the actual mine boundaries, which allows us to identify and update the center point of each mine.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: World Bank Staff based on SESRE

survey census database administrative indicator geospatial microdata report estimates other


Input: Combined with the Ethnic Power Relations- Ethnicity of Refugees 2019 dataset, we are able to predict changes in ethnic diversity induced by refugee inflows.

survey census database administrative indicator geospatial microdata report estimates other


Input: A multi-partner effort led by WHO and UNICEF developed the Vaccine Introduction Readiness Assessment Tool (VIRAT) to support countries in developing a roadmap to prepare for vaccine introduction and identify gaps to inform areas for potential support.

survey census database administrative indicator geospatial microdata report estimates other


Input: Using the NLSS data we begin by estimating a regression of the form: yk s = δs + α (ak s − a) + βs (Ek s − Es) + χs (Hk s − Hs) + vk s (4)

survey census database administrative indicator geospatial microdata report estimates other


Input: To estimate �� and ��, we use the World Development Indicators database, which provides the income share of the bottom 20%.

survey census database administrative indicator geospatial microdata report estimates other


Input: ‘Lagoon’ from ArcWorld (ESRI, 1992: referenced in Lehner and Döll 2004);

survey census database administrative indicator geospatial microdata report estimates other


Input: Using macro-economic information, and incorporating known imminent policy changes, we project the database forward in time to the year 2010 and beyond.

survey census database administrative indicator geospatial microdata report estimates other


Input: the UNHCR Gap Analysis, [29] and the outcome of a stakeholder consultation process revealed that rehabilitation of settlement roads is the priority development need across all communities.

survey census database administrative indicator geospatial microdata report estimates other


Input: We used stable light imagery of SSA derived from scores of orbits of the DMSP OLS in from 1992-2013 since this product inter-calibrated where fires and other ephemeral lights have been removed, although there are noteworthy blunders associated with over-glow effects where lighting spreads to neighboring pixels (and hence economic activity is wrongfully attributed to certain places).

survey census database administrative indicator geospatial microdata report estimates other


Input: information on renewable policy design was obtained mostly from IEA's renewable policy   database, and cross-checked with government websites, legislative texts and other related

survey census database administrative indicator geospatial microdata report estimates other


Input: Here we obtain data on the ethnicity of refugees from Murdock ’ s Atlas, which provides a map of ethnographic regions for Africa and the historical homelands of refugees

survey census database administrative indicator geospatial microdata report estimates other


Input: We use the ENLACE panel to study the relationship between Grade 6 test scores

survey census database administrative indicator geospatial microdata report estimates other


Input: Multidimensional Poverty Index (MPI) is reported to be higher among women than men

survey census database administrative indicator geospatial microdata report estimates other


Input: Our final data measures changes in NPP for each 0.1-degree gridcell (approximately 11x11 km at the equator) which contains a minimum level of cropland in the year 2000 (the first year of our dataset).

survey census database administrative indicator geospatial microdata report estimates other


Input: Data on the number of natural disasters are obtained for 196 countries from the Emergency Events Database (EM-DAT)

survey census database administrative indicator geospatial microdata report estimates other


Input: based on a 2014 Labour Force Survey adhoc module that includes refugee labour market outcomes and 2019 LFS with outcomes of recent non-EU migrants.

survey census database administrative indicator geospatial microdata report estimates other


Input: Country coastlines were extracted from the World Vector Shoreline, a standard National Geospatial Intelligence Agency (formerly Defense Mapping Agency) product at a nominal scale of 1:250,000.

survey census database administrative indicator geospatial microdata report estimates other


Input: Country-level pluvial and fluvial flood maps, developed by Fathom Ltd, are used in this analysis (Smith et al. 2015).

survey census database administrative indicator geospatial microdata report estimates other


Input: Findings from such surveys will be used to improve the communication campaign and citizen engagement.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: World Bank Staff based on SESRE 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: World Bank Staff based on SESRE 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: An important contribution of the current work is in estimating the gender breakdown of all migrants in destination countries in the global migration matrices.

survey census database administrative indicator geospatial microdata report estimates other


Input: authors’ estimates based on the data from Sudan MICS 2014* and School Census 2018**

survey census database administrative indicator geospatial microdata report estimates other


Input: We compute this index for each cluster at the time of each Afrobarometer survey to assess how refugee-induced changes in diversity differ from standard indices of diversity.

survey census database administrative indicator geospatial microdata report estimates other


Input: The matching process determines for each individual the number of sex- appropriate public basic and secondary schools per 1, 000 individuals available in the individual ’ s subdistrict of birth when the individual was of age to accede to this educational level (six years of age for the basic level and 15 years of age for the secondary level).

survey census database administrative indicator geospatial microdata report estimates other


Input: Refugee education data is integrated into the MoE’s Education Management Information System (EMIS) (UNHCR, 2020), and a separate chapter on refugee education is included in the annual education statistics report of the MoE.

survey census database administrative indicator geospatial microdata report estimates other


Input: the wetland migratory potential (WMP) characteristic in the Dynamic Interactive Vulnerability Assessment (DIVA) database from the DINAS-COAST project has been used

survey census database administrative indicator geospatial microdata report estimates other


Input: According to the 2009 population census, the two most sizeable ethnic groups in northern Mali are the Songhai (45 %) and Kel Tamasheq (32 %)-- see Table 2.

survey census database administrative indicator geospatial microdata report estimates other


Input: These HCES are already being used to monitor global poverty trends

survey census database administrative indicator geospatial microdata report estimates other


Input: using data from the Demographic and Health Survey.

survey census database administrative indicator geospatial microdata report estimates other


Input: The analysis uses household and individual information from SESRE data and geospatial information.

survey census database administrative indicator geospatial microdata report estimates other


Input: We use two complementary geocoded household data sets to analyze outcomes in Ghana: the Demographic and Health Survey (DHS) and the Ghana Living Standard Survey (GLSS), which provide information on a wide range of welfare outcomes.

survey census database administrative indicator geospatial microdata report estimates other


Input: The PMU at MOHE will use the World Bank online procurement planning and tracking tool to prepare, clear and update its procurement plans and conduct procurement transactions as referred to in the Procurement Regulations Section V, article 5.9.

survey census database administrative indicator geospatial microdata report estimates other


Input: Our child health data come from the 2013 and 2018 Nigerian Demographic Health Survey (DHS).

survey census database administrative indicator geospatial microdata report estimates other


Input: The data used to created this table comes from the 2010 census.

survey census database administrative indicator geospatial microdata report estimates other


Input: This is based on version 2. 0 of the Barro-Lee dataset for educational attainment among the total population 15 and older.

survey census database administrative indicator geospatial microdata report estimates other


Input: We use two complementary geocoded household data sets to analyze outcomes in Ghana: the Demographic and Health Survey (DHS) and the Ghana Living Standard Survey (GLSS), which provide information on a wide range of welfare outcomes.

survey census database administrative indicator geospatial microdata report estimates other


Input: About 88 percent of refugees in Ethiopia remain in camps (based on SESRE data).

survey census database administrative indicator geospatial microdata report estimates other


Input: the high levels of school delay are also confirmed by the figures on gross and net enrolment ratios calculated using the TLSS 2001 and 2007: primary gross enrolment ratio was 105 percent in 2001 and 128 percent in 2007, while net enrolment ratios were 74 and 94 percent, respectively, in 2001 and 2007.

survey census database administrative indicator geospatial microdata report estimates other


Input: This study estimates the location of people using the Global Human Settlement Layer (GHSL), produced by the EC JRC.

survey census database administrative indicator geospatial microdata report estimates other


Input: Authors ’ aggregation based on UNHCR statistical population online dataset, accessed in September 2014.

survey census database administrative indicator geospatial microdata report estimates other


Input: These findings are based on high-resolution flood hazard and population maps that enable global coverage, as well as poverty estimates from the World Bank’s Global Monitoring Database of harmonized household surveys.

survey census database administrative indicator geospatial microdata report estimates other


Input: Based on SESRE data, the index used to construct a measure of personal control over one’s life is an unweighted average of 10 LOC- related questions.

survey census database administrative indicator geospatial microdata report estimates other


Input: Most of the analysis presented in this chapter is based on detailed consumption data from the Socioeconomic Survey of Refugees in Ethiopia (SESRE) conducted between October 2022 and February 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: Initially designed to assess the impact of the health crisis linked to the HIV-AIDS epidemic in the area, it used a stratified design to ensure relative appropriate sampling families with adult mortality.

survey census database administrative indicator geospatial microdata report estimates other


Input: Strong executive constraint is measured as a dummy indicating whether or not we have executive parity or subordination of the executive at the country level, a value 7 for “ xconst ” variable in Polity IV dataset.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: 2019 Shona socioeconomic survey,

survey census database administrative indicator geospatial microdata report estimates other


Input: based on EPR-ER data.

survey census database administrative indicator geospatial microdata report estimates other


Input: Authors’ analysis based on data from BASIX and APHRODITE.

survey census database administrative indicator geospatial microdata report estimates other


Input: estimations based on Sudan MICS 2014/15 data.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: World Bank Staff based on SESRE 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: Data from the 2022 national census (which included a refugee module for the first time) and from the first round of a World Bank-led survey on refugee self-reliance showed that refugees generally enjoy good access to basic services such as education, health and water, but remain well short of self-reliance with respect to employment and income.

survey census database administrative indicator geospatial microdata report estimates other


Input: The study will conduct an ex-ante micro- simulation using pre-crisis household data (IHSES 2012) and macroeconomic projections for 2014 to gauge the distributional impact of the crises across groups (e. g. individuals and / or households, sectors, IDPs and host communities) and space (e. g. urban / rural, governorates).

survey census database administrative indicator geospatial microdata report estimates other


Input: This paper combines newly available data on the distribution of Syrian refugees across Turkey and the Turkish Labour Force Survey to assess their labor market impact.

survey census database administrative indicator geospatial microdata report estimates other


Input: The fact that three sources use different definitions of madrassa enrollment, and were collected at different times by individuals with very different institutional affiliations provides independent verification of enrollment estimates and allows us to determine the sensitivity of our results.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: World Bank Staff based on SESRE 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: the project will use the Systematic Tracking of Exchanges in Procurement (STEP), a planning and tracking system that will provide data on procurement activities, establish benchmarks, monitor delays, and measure procurement performance.

survey census database administrative indicator geospatial microdata report estimates other


Input: we use the food item description in POF to look up corresponding items and calorie intake per kilogram (kg) in TBCA.

survey census database administrative indicator geospatial microdata report estimates other


Input: we use data on political short and mid-term credit risk from the Belgian insurer Delcredere Ducroire (ONDD).

survey census database administrative indicator geospatial microdata report estimates other


Input: Predicted numbers of refugees are then transformed into predicted shares for the three largest groups to follow the logic used by the EPR-ER dataset.

survey census database administrative indicator geospatial microdata report estimates other


Input: We use this map to identify areas that have historically supported mangrove habitats.

survey census database administrative indicator geospatial microdata report estimates other


Input: implementation of a monitoring mechanism, such as the World Bank’s Education and Technology Readiness Index (ETRI);

survey census database administrative indicator geospatial microdata report estimates other


Input: We have used the FBS Census of Private Schools (PEIP, 2000) to guide our fieldwork and feasibility study for LEAPS and found it tallied with the situation on the ground quite well, even in remote villages.

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Input: Annex 1 reproduces a graphic showing the 67 modules across Pre-School to 12 grades of education that comprises the PNFT curriculum.

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Input: We obtain ethnicities of refugees from the EPR-ER dataset,

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Input: We extract daily event observations from the UCDP dataset if the location of the actual event is exactly known, the event location is within a radius of less than 25 km around a known point, or at least the administrative district where the event happened is known.

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Input: Data from the 2022 national census (which included a refugee module for the first time) and from the first round of a World Bank-led survey on refugee self-reliance showed that refugees generally enjoy good access to basic services such as education, health and water, but remain well short of self-reliance with respect to employment and income.

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Input: Indicator 2: Percentage of Grade 3 students who surpass Basic level in National Assessments for Reading and Mathematics;

survey census database administrative indicator geospatial microdata report estimates other


Input: In 2012, average inﬂows in the World Bank dataset were over 9. 5 billion USD and over 3 billion USD in the OECD data.

survey census database administrative indicator geospatial microdata report estimates other


Input: We use two poverty maps based on the General Population and Housing Censuses of 1998 and 2009.

survey census database administrative indicator geospatial microdata report estimates other


Input: based on a 2014 Labour Force Survey adhoc module that includes refugee labour market outcomes and 2019 LFS with outcomes of recent non-EU migrants.

survey census database administrative indicator geospatial microdata report estimates other


Input: Meanwhile, in the MSNA Poland 2023 survey, when asked about encountered barriers for accessing the labour market, 34% of respondents pointed to lack of language knowledge.

survey census database administrative indicator geospatial microdata report estimates other


Input: Using it to estimate individual wages likely underrepresents lowest and highest incomes.

survey census database administrative indicator geospatial microdata report estimates other


Input: In this paper we have presented our estimate of a poverty line for Brazil, using the CBN approach and based on the most recent data (POF 2017/18).

survey census database administrative indicator geospatial microdata report estimates other


Input: Access to political power is ranked on a scale from 1 to 7 in the GROWup dataset.

survey census database administrative indicator geospatial microdata report estimates other


Input: Deloitte own elaboration based on mid-2024 SEIS UNHCR survey (Ukrainian refugees’ educational attainment)

survey census database administrative indicator geospatial microdata report estimates other


Input: we use the Venezuelan Refugees Panel Survey (VenRePS), conducted by Ib ´ a ˜ nez et al. (2022), which captures a 19

survey census database administrative indicator geospatial microdata report estimates other


Input: we add information from the IBTrACS database maintained by the Global Data Center for Meteorology, operated by the US National Oceanic and Atmospheric Administration.

survey census database administrative indicator geospatial microdata report estimates other


Input: This estimate would be most likely lower, if data allowed us to look at average or gross earnings.

survey census database administrative indicator geospatial microdata report estimates other


Input: The paper makes use a new dataset called ACLED (Armed Conflict Location and Events Dataset) to allow for this type of disaggregated analysis.

survey census database administrative indicator geospatial microdata report estimates other


Input: Authors’ analysis based on data from BASIX and APHRODITE.

survey census database administrative indicator geospatial microdata report estimates other


Input: In order to construct the revised refugee diversity indices according to ethnicity e, we first combine information about the country of origin of refugees hosted in refugee camps c in year t with the data from the EPR-ER 2019 dataset.

survey census database administrative indicator geospatial microdata report estimates other


Input: the sample from EMDHS 2014 is used.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: World Bank Staff based on SESRE 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: According to the MSNA Poland 2023 survey, nearly half of all refugee households have a person with a chronic illness, while in nearly 10% there is a disabled person (Washington Group level 3 disability).

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Input: Food insecurity experience is measured based on a scale that ranges between 0 and 10 and calculated by adding household’s experience related to the following events in the past year: (i) worried about having enough food, (ii) unable to eat healthy/nutrition food, (iii) only ate a few kinds of food, (iv) had to skip a meal, (v) adults ate less, (vi) ran out of food, (vii) adults were hungry but did not eat, (viii) went without eating for a whole day, (ix) restricted consumption so kids could eat, and (x) borrowed food or relied on friend/relative for help.

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Input: The hypotheses are tested on a new dataset – ACLED (Armed Conflict Location and Events Dataset) – which disaggregates internal conflicts into individual events.

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Input: The UN census recommendations for the 2010 World Population and Housing Census Programme stipulate that refugees and IDPs living in camps should be counted and their numbers disaggregated in population statistics, however there is no requirement to separately distinguish displaced people living outside of camps (UNHCR 2016).

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Input: LSMS is a household survey program housed in the Bank's Development Research Group that provides technical assistance to national statistical offices in the design and implementation of multi-topic household surveys covering household behavior, welfare and interactions with government policies.

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Input: Coastal wetlands in this analysis are defined as the following wetland types in a low elevation (with elevation 10 m or less from sea level) zone: freshwater marsh, swamp forest, GLWD coastal wetlands and brackish/saline wetlands, as delineated in the Global Lakes and Wetlands (GLWD-3) database.

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Input: The TLSS 2001 contains also useful retrospective information on school attendance and grade attained across three different academic years: 1998 / 99, 1999 / 00 and 2000 / 01.

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Input: In columns 3 and 4 I exclude villages that had no purchasers the following year from the analysis, creating what I call the “Marketing Restricted Sample.”

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Input: We use data from the Labor Force Surveys (LFS) of the West Bank and Gaza and we focus on 20-59 years old men.

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Input: the household survey was designed in view of combining it with the nationally representative 1998 Vietnam Living Standards Survey (VLSS) to predict baseline consumption expenditures for SIRRV households

survey census database administrative indicator geospatial microdata report estimates other


Input: we follow McGuirk and Burke (2020b) in using the Afrobarometer survey data on interpersonal crime and physical assault.

survey census database administrative indicator geospatial microdata report estimates other


Input: This report uses data from the SESRE extensively to analyze the Ethiopian refugee situation and to devise policy directions.

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Input: According to the latest Demographic Health Survey [(2015),](https://dhsprogram.com/pubs/pdf/AIS12/AIS12.pdf) 24% of women aged 18 – 49 are estimated to have suffered physical violence since the age of 15.

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Input: A commonly used global coastal flood risk map is used in this study: the Global Tide and Surge Reanalysis (GTSR) data set by Muis et al. 2016.

survey census database administrative indicator geospatial microdata report estimates other


Input: Probability of being in school was estimated using a Probit model and ALCS 2013–14 data.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: Deloitte own elaboration based on the PESEL database as of September 2024.

survey census database administrative indicator geospatial microdata report estimates other


Input: Authors’ calculation based on the 2010/11 Ethiopian Social Accounting Matrix.

survey census database administrative indicator geospatial microdata report estimates other


Input: In our analysis, we use Afrobarometer, EPR, and Murdock Atlas data; therefore, we can use LEDA functions to link the different ethnic groups to each other.

survey census database administrative indicator geospatial microdata report estimates other


Input: Incorporation of controls from our cyclone panel database may permit more accurate estimation of the timing and magnitude of responses to these differences.

survey census database administrative indicator geospatial microdata report estimates other


Input: we use data on political short and mid-term credit risk from the Belgian insurer Delcredere Ducroire (ONDD).

survey census database administrative indicator geospatial microdata report estimates other


Input: We use the 2018 population census data as a sampling frame for the Colombian sample.

survey census database administrative indicator geospatial microdata report estimates other


Input: calculations based on the PATSTAT database.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: Authors’ calculation based on the 2010/11 Ethiopian Social Accounting Matrix.

survey census database administrative indicator geospatial microdata report estimates other


Input: we obtain annual country-level total passenger and freight transport traveled by road and rail from the World Road Statistics and the International Transport Forum databases.

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Input: The number in parenthesis is that number as a percentage share of the population of the provinces as estimated in 1990 Burundi Census.

survey census database administrative indicator geospatial microdata report estimates other


Input: we use data on refugee camps provided by the UNHCR.

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Input: Since the JLMPS 2010 does not allow directly identifying Palestinian refugees who are now mostly Jordanian citizens, two indirect methods were employed to identify individuals who are likely to be Palestinian refugees.

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Input: The refugee sampling frame in Addis was based on UNHCR’s proGRES registration data, sorted by location.

survey census database administrative indicator geospatial microdata report estimates other


Input: activity under the SPF grant also includes support for the Joint Recovery Needs Assessment (JRNA) for Fizuli, Agdam and Jabrayil

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Input: in this study we adopt these statistically representative subnational units which enable us to compare flood exposure estimates with socio-economic characteristics, such as income levels and poverty

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Input: It is designed to regularly and systematically capture, process and disseminate information to provide a better understanding of the movements and evolving needs of displaced populations, whether on site or en route.

survey census database administrative indicator geospatial microdata report estimates other


Input: Size is computed as the log of total assets.

survey census database administrative indicator geospatial microdata report estimates other


Input: The total number of refugees was set according to the newest data from the PESEL registry

survey census database administrative indicator geospatial microdata report estimates other


Input: the matching process determines for each individual the number of sex- appropriate public basic and secondary schools per 1, 000 individuals available in the individual ’ s subdistrict of birth when the individual was of age to accede to this educational level

survey census database administrative indicator geospatial microdata report estimates other


Input: pseudo EAs were created from the proGRES database by grouping 150-200 households consecutively.

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Input: During these phone interviews structured questions were asked about welfare of the household.

survey census database administrative indicator geospatial microdata report estimates other


Input: Percentage of completeness of reporting by facilities

survey census database administrative indicator geospatial microdata report estimates other


Input: From the Ethiopia DRDIP data set, we derive two measures of livelihood diversification and two measures of agricultural commercialization (all at household level).

survey census database administrative indicator geospatial microdata report estimates other


Input: The Systematic Tracking of Exchanges in Procurement (STEP) system will be used for all procurement activities;

survey census database administrative indicator geospatial microdata report estimates other


Input: Refugees are included in a Civil Registration and Vital Statistics Systems (CRVS) and the National Social and Behavior Strategy (awareness raising about the need for vital events registration).

survey census database administrative indicator geospatial microdata report estimates other


Input: A tailored Refugee Self-Reliance Index (RSRI) prepared by the GoR, the World Bank and UNHCR measures refugee self-reliance in Rwanda.

survey census database administrative indicator geospatial microdata report estimates other


Input: Own calculations using POF 2017/18 data and TBCA, based on food items categorizations by IBGE.

survey census database administrative indicator geospatial microdata report estimates other


Input: the pre-simulation analysis implements the deep trade initiatives discussed by the Levant countries prior to the onset of the Syrian war in 2011.

survey census database administrative indicator geospatial microdata report estimates other


Input: Of the 3, 500 sources detailed in the overarching UN Global Migration Database, 1, 107 were suitable for analysis, once repeated censuses had been removed or combined.

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Input: This contradicts, in part, findings of an Afrobarometer perception survey on causes and consequences of the conflict in Mali conducted in December 2013.

survey census database administrative indicator geospatial microdata report estimates other


Input: As a falsification experiment, we employ the same specification on similar data for Romanian firms, also from the Orbis database.

survey census database administrative indicator geospatial microdata report estimates other


Input: JD ‐ HV data collected between October 2013 and December 2014 were first analyzed in Verme et al. (2016) who produced welfare aggregates and poverty measures to help target benefits and assistance to those most in need.

survey census database administrative indicator geospatial microdata report estimates other


Input: We make use of information in TLSS 2001 collected at the individual and household levels on displacement and house destruction to identify conflict-affected individuals.

survey census database administrative indicator geospatial microdata report estimates other


Input: The Socio-Economic Survey of Refugees in Ethiopia (SESRE) plays a crucial role in informing policy decisions by providing comprehensive data on the socioeconomic dimensions of refugees and host communities.

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Input: we also added the drive as well as the pedestrian network leveraging the Open Street Map data set to account for commuters who walk or drive to work.

survey census database administrative indicator geospatial microdata report estimates other


Input: the questions are drawn from Haushofer and Shapiro (2016), which are themselves adapted from the Demographic Health Surveys.

survey census database administrative indicator geospatial microdata report estimates other


Input: The selection of countries is driven by data availability.

survey census database administrative indicator geospatial microdata report estimates other


Input: Equivalent shock in Eastern Europe was calculated using data for population in this region from World Population Prospects UN.

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Input: Based on comparisons from the 2007 CWIQ (Core Welfare Indicators Questionnaire) survey, the average EPAG participant is more educated, more literate, more likely to be engaged in an income-generating activity, and owns more assets than the average Liberian women of the same age group: mobile phone ownership was high (63 %), as was the proportion reporting that they had some money of their own (79 %).

survey census database administrative indicator geospatial microdata report estimates other


Input: We extract daily event observations from the UCDP dataset if the location of the actual event is exactly known, the event location is within a radius of less than 25 km around a known point, or at least the administrative district where the event happened is known.

survey census database administrative indicator geospatial microdata report estimates other


Input: Multidimensional Poverty Index (MPI) is reported to be higher among women than men (27 percent vs. 18 percent in the 15-24 age group and 27 percent vs. 23 percent in the 25-39 age group)

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Input: the PUMA data set interprets Google Earth imagery to produce two layers of potential slum areas (PUMA 2013): areas with defined borders (polygon-data) and potential slum areas without (point-data) defined borders.

survey census database administrative indicator geospatial microdata report estimates other


Input: the most recent (2007-2011) statistics in the World Bank ’ s Edstats data reveal that female literacy is less than 60 percent, on average.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: World Bank Staff based on SESRE 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: The matching process determines for each individual the number of sex- appropriate public basic and secondary schools per 1, 000 individuals available in the individual ’ s subdistrict of birth when the individual was of age to accede to this educational level (six years of age for the basic level and 15 years of age for the secondary level).

survey census database administrative indicator geospatial microdata report estimates other


Input: According to UNHCR mid-2022 statistics, South Sundanese, Somali and Eritrean refugees constitute 46, 29 and 18 percent of the total refugee populations in Ethiopia.

survey census database administrative indicator geospatial microdata report estimates other


Input: The Iraq Crisis Response Study [ongoing] will assess the impact of the Islamic State and oil price-related crises on IDPs and households left behind in IS controlled areas.

survey census database administrative indicator geospatial microdata report estimates other


Input: We conduct a field experiment in Sri Lanka de Mel, McKenzie, and Woodruff ( 2012 with the goal of generating data to test whether the exclusion or the exit view ) of informality better reflects reality.

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Input: the population and assets exposed to flood risks is assessed, using data on population and assets collected by Risk Management Solutions from an insurance database developed for the assessment of earthquake risks.

survey census database administrative indicator geospatial microdata report estimates other


Input: We sourced bilateral trade value data from WITS and bilateral tariff data from a medley of sources, presented in Appendix Table A1.

survey census database administrative indicator geospatial microdata report estimates other


Input: authors' estimations based on ENLACE panel and Formato 911.

survey census database administrative indicator geospatial microdata report estimates other


Input: author's calculations using WITS, COMTRADE

survey census database administrative indicator geospatial microdata report estimates other


Input: For our analysis, we use data from January 2007 to December 2020.

survey census database administrative indicator geospatial microdata report estimates other


Input: Once the food reported in an HCES is converted into calories, the household's calorie intake is compared

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Input: The MoH maintains projects’ books of account using the integrated financial management information system (IFMIS) and manual ledgers.

survey census database administrative indicator geospatial microdata report estimates other


Input: the note draws primary on data from the ECOSIT4 survey.

survey census database administrative indicator geospatial microdata report estimates other


Input: The number of estimated women at reproductive age (WRA) is based on a calculation of the affected population [INGC] * % of WRA [2017 census].

survey census database administrative indicator geospatial microdata report estimates other


Input: The WorldPop data sets have been used to identify settlement areas in Myanmar and Vietnam

survey census database administrative indicator geospatial microdata report estimates other


Input: The expected payout is estimated using the APHRODITE dataset, for the period 1961–2004.

survey census database administrative indicator geospatial microdata report estimates other


Input: food consumption expenditure in Tanzania based on the Household Budget Survey 2000/01.

survey census database administrative indicator geospatial microdata report estimates other


Input: Access to political power is ranked on a scale from 1 to 7 in the GROWup dataset.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: World Bank Staff based on SESRE 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: For the city of Bogotá, we use the same database discussed earlier to examine if poor people are at greater risk from natural hazards – particularly earthquakes.

survey census database administrative indicator geospatial microdata report estimates other


Input: For the general population we used employment in the 15+ age group in Q2 2023 from the Eurostat Labour Force Survey.

survey census database administrative indicator geospatial microdata report estimates other


Input: We exploit only the data on “ refugees ”.

survey census database administrative indicator geospatial microdata report estimates other


Input: Shock to population was calibrated to match data for residents of Poland from Statistics Poland and number of refugees based on PESEL UKR.

survey census database administrative indicator geospatial microdata report estimates other


Input: The selection of countries is driven by data availability.

survey census database administrative indicator geospatial microdata report estimates other


Input: According to the Household Budget Survey (HBS), between 1991 and 2000 / 01, poverty declined from 39 percent to 36 percent in mainland Tanzania.

survey census database administrative indicator geospatial microdata report estimates other


Input: According to the GLWD-3 and the DTM, 76 countries and territories in five World Bank regions have coastal wetlands which are currently at 1 m from sea level.

survey census database administrative indicator geospatial microdata report estimates other


Input: Deloitte own elaboration based on mid-2024 SEIS UNHCR survey (Ukrainian refugees’ educational attainment), 2023 Eurostat Labour Force Survey Eurostat (Polish citizens educational attainment), and mid-2024 ZUS administrative data (occupational groups).

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Input: We compute this index for each cluster at the time of each Afrobarometer survey to assess how refugee-induced changes in diversity differ from standard indices of diversity.

survey census database administrative indicator geospatial microdata report estimates other


Input: We draw our emissions estimates from the World Resources Institute’s Climate Analysis and Indicators database.

survey census database administrative indicator geospatial microdata report estimates other


Input: according to the Liberian labor force survey from 2010, the ratio of girls to boys enrolled in primary school has risen from 72 in 2000 to 90 in 2009.

survey census database administrative indicator geospatial microdata report estimates other


Input: the general population is taken from the 2022 Labour Force Survey for 15-74 (broadest available) age group

survey census database administrative indicator geospatial microdata report estimates other


Input: The differentiation of the Pashtun and non-Pashtun districts does not extend to Pashtun and non-Pashtun households in the LEAPS data.

survey census database administrative indicator geospatial microdata report estimates other


Input: we compare the implications of the use of a proxy respondent versus the recommended self-respondent approach and the use of aggregated land data versus parcel-level land data (recommended).

survey census database administrative indicator geospatial microdata report estimates other


Input: the only available data that was spatially explicit was the headcount and headcount rate, which we use for the analysis.

survey census database administrative indicator geospatial microdata report estimates other


Input: Our analysis exclusively uses data from the 1951-2015 UNHCR Population Statistics Reference database (extracted September 18 2015).

survey census database administrative indicator geospatial microdata report estimates other


Input: this paper combines newly available data on the 2014 distribution of 1. 6 million Syrian refugees across subregions of Turkey and the Turkish LFS, to assess the impact on Turkish labor market conditions.

survey census database administrative indicator geospatial microdata report estimates other


Input: The Civilian Impact Monitoring Project is a service under the United Nations Protection Cluster for the collection, analysis and dissemination of open source data on the civilian impact from armed violence in Yemen, to inform and complement protection programming.

survey census database administrative indicator geospatial microdata report estimates other


Input: used the underlying NPP-VIIRS DNB Daily Data to analyze selected natural disasters.

survey census database administrative indicator geospatial microdata report estimates other


Input: Her third approach uses United States census data to look for patterns in the sex ratios of children born to Chinese immigrants, who are assumed to have levels of HBV prevalence similar to their place of origin.

survey census database administrative indicator geospatial microdata report estimates other


Input: Kotsadam and Tolonen (2016) use DHS data from Africa, and find that mine openings cause

survey census database administrative indicator geospatial microdata report estimates other


Input: We use student identification variables to identify 20,187 twins in the ENLACE panel.

survey census database administrative indicator geospatial microdata report estimates other


Input: For the case of Turkey, we use the Survey on Income and Living Conditions survey to impute to the Labor Force Survey.

survey census database administrative indicator geospatial microdata report estimates other


Input: Own calculations using POF 2017/18.

survey census database administrative indicator geospatial microdata report estimates other


Input: Authors’ estimation based on 2018 School Census data and reported USD/SDG exchange rate (Economist).

survey census database administrative indicator geospatial microdata report estimates other


Input: We have two estimates of eδs, one obtained using reported income data, and the other based on reported consumption data.

survey census database administrative indicator geospatial microdata report estimates other


Input: compare recall questions on food spending from the Canadian Food Expenditure Survey to data from expenditure diaries.

survey census database administrative indicator geospatial microdata report estimates other


Input: we implement a gravity model to predict the number of refugees of a certain ethnic group e moving from country o to d at time t, based on EPR-ER data.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: World Bank staff based on SESRE 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: This study estimates the location of people using the Global Human Settlement Layer (GHSL), produced by the EC JRC.

survey census database administrative indicator geospatial microdata report estimates other


Input: Our analysis exclusively uses data from the 1951-2015 UNHCR Population Statistics Reference database (extracted September 18 2015).

survey census database administrative indicator geospatial microdata report estimates other


Input: The indicator will track the percentage of administered COVID-19 vaccines which are captured in the national vaccination digital registry.

survey census database administrative indicator geospatial microdata report estimates other


Input: Climate sensitive planning for surveys will be used and questions on climate and health impacts will be included in the survey to generate relevant data to inform decision making.

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Input: Valuing quantities of WFP food aid with prices from SESRE suggests that if food aid quantities were received/reported, refugees’ food expenditure would be 9,440 birr slightly above the values we get in SESRE of 13,898 birr, but still low compared to hosts at 28,324 birr.

survey census database administrative indicator geospatial microdata report estimates other


Input: We exploit the specific panel structure of the LFS dataset, described in Section 3. 1 by focusing on one cohort of the same respon- dents who were surveyed in 2019Q1, 2019Q2, 2020Q1, 2020Q2, and finally 2020Q4.

survey census database administrative indicator geospatial microdata report estimates other


Input: only the information on enrollment was used for the academic year 2023-24.

survey census database administrative indicator geospatial microdata report estimates other


Input: The survey was used to draw a profile for skills and potential opportunities for refugees and host

survey census database administrative indicator geospatial microdata report estimates other


Input: All data gathered through the LSMS is published online in the Bank ’ s Central Microdata Catalog.

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Input: we examine the flood extent both for all urban areas (the whole HCMC province) and for those areas defined as potential slums (from the PUMA data set) to examine how exposure to floods is different in slum areas.

survey census database administrative indicator geospatial microdata report estimates other


Input: author's calculations using WITS, COMTRADE

survey census database administrative indicator geospatial microdata report estimates other


Input: we then calibrated refugee employment to match the NBP’s 2022 survey

survey census database administrative indicator geospatial microdata report estimates other


Input: Access to political power is ranked on a scale from 1 to 7 in the GROWup dataset.

survey census database administrative indicator geospatial microdata report estimates other


Input: The 2002 population census was used as a sample frame.

survey census database administrative indicator geospatial microdata report estimates other


Input: For the purposes of computing TFP, annual data on all inputs, outputs and prices were collected at the district level during the period 1961-1994.

survey census database administrative indicator geospatial microdata report estimates other


Input: Starting from the newly constructed database, the pre-simulation analysis implements the deep trade initiatives discussed by the Levant countries prior to the onset of the Syrian war in 2011.

survey census database administrative indicator geospatial microdata report estimates other


Input: The Civilian Impact Monitoring Project is a service under the Protection Cluster for the collection, analysis and dissemination of open source data on the civilian impact from armed violence in Yemen, to inform and complement protection programming.

survey census database administrative indicator geospatial microdata report estimates other


Input: Based on national labor survey data (EPAM 2010), it appears that mean income from mining activity for each active worker is higher than the average income for all other activities, especially the agricultural and industrial sectors in the Sikasso region.

survey census database administrative indicator geospatial microdata report estimates other


Input: the 69% for Ukrainian refugees in the SEIS 2024 survey and 73% when adjusted for a different sex and age structure.

survey census database administrative indicator geospatial microdata report estimates other


Input: The regression results reveal that credit constraint status has a significant positive effect on employment growth among private and formal firms in Turkey.

survey census database administrative indicator geospatial microdata report estimates other


Input: Authors ’ calculations based on data from the High Frequency Surveys of Ethiopia (2017), Nigeria (2018), Somalia (2017), South Sudan (2017) and Sudan (2017).

survey census database administrative indicator geospatial microdata report estimates other


Input: In order to construct the revised refugee diversity indices according to ethnicity e, we first combine information about the country of origin of refugees hosted in refugee camps c in year t with the data from the EPR-ER 2019 dataset.

survey census database administrative indicator geospatial microdata report estimates other


Input: by leveraging data from initiatives like SESRE and adopting a comprehensive approach that considers the needs of both refugees and host communities

survey census database administrative indicator geospatial microdata report estimates other


Input: Author's calculations based on 2008 ILCS and 2009 GDP data

survey census database administrative indicator geospatial microdata report estimates other


Input: we use data on the precise locations of refugee camps, their yearly size, and — most importantly — their annual composition in terms of countries of origin.

survey census database administrative indicator geospatial microdata report estimates other


Input: An important contribution of the current work is in estimating the gender breakdown of all migrants in destination countries in the global migration matrices.

survey census database administrative indicator geospatial microdata report estimates other


Input: author's calculations using WITS

survey census database administrative indicator geospatial microdata report estimates other


Input: we use pooled cross-sections from the European Social Survey (ESS)

survey census database administrative indicator geospatial microdata report estimates other


Input: we can use LEDA functions to link the different ethnic groups to each other.

survey census database administrative indicator geospatial microdata report estimates other


Input: the number of foreign-born households being captured by the Labor Force Survey (LFS) is expanding, which suggests a growing number of foreign households that are likely to be Syrians.

survey census database administrative indicator geospatial microdata report estimates other


Input: The GBV Information Management System (GBVIMS) has recorded a marked rise in the number of reported incidents of violence in 2020.

survey census database administrative indicator geospatial microdata report estimates other


Input: we again use LEDA21 to link data on ethnicity from Murdock ’ s Atlas with data on ethnicity from the EPR-ER dataset and, later, with data from Afrobarometer.

survey census database administrative indicator geospatial microdata report estimates other


Input: We will base our later analysis on these population movements.

survey census database administrative indicator geospatial microdata report estimates other


Input: The KHDS 1991-1994 serves as the baseline data for this paper.

survey census database administrative indicator geospatial microdata report estimates other


Input: To measure altruism and trust, we employ the questions from the Global Preference Survey, a tool developed by Falk et al. (2022) to elicit risk, time, and social preferences.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: World Bank Staff based on SESRE

survey census database administrative indicator geospatial microdata report estimates other


Input: The dataset takes the PRIO / Uppsala Armed Conflicts Dataset as its point of departure.

survey census database administrative indicator geospatial microdata report estimates other


Input: Enhance the capacity of GoE to include 1,000,000 refugees into the national Central Statistics Service (CSS)

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Input: The Iraq Crisis Response Study [ongoing] will assess the impact of the Islamic State and oil price-related crises on IDPs and households left behind in IS controlled areas.

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Input: Predicted numbers of refugees are then transformed into predicted shares for the three largest groups to follow the logic used by the EPR-ER dataset.

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Input: Alkire, Apablaza and Jung (2014) design and implement an exploratory individual-level MPI for 31 European countries over six waves of data using EU-SILC data sets, finding no cases in which are women significantly less poor than men, and in many cases, they are significantly poorer.

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Input: Note: Refugee data are from the UNHCR statistical population online dataset, accessed in September 2014.

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Input: The 2002 population census was used as a sample frame.

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Input: National Learning Assessment conducted in all 18 states of Sudan found that Grade 3 students performed very poorly.

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Input: the World Bank (2010) estimates that to meet the growing demand for food between 2005 and 2055, agricultural productivity will need to rise by 64% under the assumptions of the “business-as-usual” scenario and by a further 80% to offset the projected stresses arising from climate change

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Input: We use only the number of killings to identify years and districts affected by the conflict.

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Input: An important contribution of the current work is in estimating the gender breakdown of all migrants in destination countries in the global migration matrices.

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Input: the survey finds positive outcomes.

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Input: Authors’ analysis based on data from BASIX.

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Input: Source: World Bank Staff based on SESRE 2023.

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Input: Material from the German 2005 micro-census was therefore used to supplement the data for Germany (see appendix 3).

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Input: MSNA Poland 2023 survey also shows that when asked whether they faced any challenges obtaining enough money to meet their needs, the refugees were nearly equally split (around 0.5% more reported no difficulties), with an additional 8% not knowing or refusing to answer.

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Input: Publicly available information on refugees comes from an AFAD survey of 2, 700 households in June and July 2013.

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Input: our method of wage estimation based on SEIS household incomes

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Input: Second, a country surface for wetlands was constructed from the polygons extracted from the Global Lakes and Wetlands database.

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Input: Source: RHCS 2018, WB staff calculations.

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Input: It is designed to regularly and systematically capture, process and disseminate information to provide a better understanding of the movements and evolving needs of displaced populations, whether on site or en route.

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Input: Source: Deloitte own elaboration based on the PESEL database as of September 2024 and GUS population data as of mid-2024.

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Input: When the regressions are run with the village characteristics from the 2005 Indian census, the coefficients of interest do not change significantly.

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Input: an index of " _proximity_ _in_ _sectoral_ _composition_ " based on the World Development Indicators.

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Input: average values from recent years for intake into Grade 1 of basic education (from the School Census) relative to population, and recent trends in promotion and retention in each grade of basic school.

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Input: Authors’ estimates based on MICS2014/15.

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Input: This survey contained a similar module as the phone surveys and collected information on the vaccination status of all household members.

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Input: Authors ’ calculations based on data from the High Frequency Surveys of Ethiopia (2017), Nigeria (2018), Somalia (2017), South Sudan (2017) and Sudan (2017).

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Input: The indicator will track the percentage of administered COVID-19 vaccines which are captured in the national vaccination digital registry.

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Input: We then use international data (EMDAT 2009) to estimate the relationship between storm damages and national income and population density (vulnerability).

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Input: Based on comparisons from the 2007 CWIQ (Core Welfare Indicators Questionnaire) survey, the average EPAG participant is more educated, more literate, more likely to be engaged in an income-generating activity, and owns more assets than the average Liberian women of the same age group: mobile phone ownership was high (63 %), as was the proportion reporting that they had some money of their own (79 %).

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Input: Consequently, it yields sufficient madrassa enrollment to examine correlations with household attributes in a meaningful manner

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Input: Tol 2007 drew on the Global Vulnerability Analysis and other country studies for quantification of wetland loss from 1 m SLR for a global analysis including small island nations.

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Input: Conﬂict incidence is measured through the number of battle-related deaths from UCDP / PRIO dataset.

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Input: allowing us to measure the local supply of each type of schools in each subdistrict in every year

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Input: we then calibrated refugee employment to match the NBP’s 2022 survey (NBP, 2024), the UNHCR’s 2023 MSNA, and the 2024 SEIS survey - implying their employment share rose from 1.5 percent to 2.4 percent of total employment in Poland.

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Input: These estimates are based on international bilateral migrant stock data that the authors also provide, although many of the data are derived from the Trends in International Migration (OECD 2002).

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Input: we compared the GTFS transit feed mapped under dry and wet conditions and evaluated changes in headways, blockages of roads and rerouting, and travel speeds.

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Input: The best population data available is the active PESEL database as of 10th October 2023.

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Input: In our analysis, we use Afrobarometer, EPR, and Murdock Atlas data; therefore, we can use LEDA functions to link the different ethnic groups to each other.

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Input: We exploit the specific panel structure of the LFS dataset, described in Section 3. 1 by focusing on one cohort of the same respon- dents who were surveyed in 2019Q1, 2019Q2, 2020Q1, 2020Q2, and finally 2020Q4.

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Input: The project will use the Systematic Tracking of Exchanges in Procurement (STEP) system to provide data on planned procurement activities, establish benchmarks, monitor delays,

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Input: Poverty data: CAS, UNDP and MoSA Living Conditions and Household Budget Survey 2004-5,

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Input: According to the UNHCR (2023) survey.

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Input: The level of urbanization, and the value added from agriculture, manufacturing, and service sectors are all obtained from the World Bank World Development Indicators database.

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Input: I estimate random intercepts for 5I excluded Zimbabwe from the analysis because of missing data on key variables.

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Input: Most of the analysis presented in this chapter is based on detailed consumption data from the Socioeconomic Survey of Refugees in Ethiopia (SESRE) conducted between October 2022 and February 2023.

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Input: accommodation rent support has been calculated as the difference between the actual equivalized accommodation expense and the median equivalized market rent in the region

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Input: Source: Deloitte own elaboration based on SEIS UNHCR survey conducted in May and June 2024.

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Input: _Source:_ Own computation from 2005/06 UNHS III

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Input: of enumeration areas was based on the Population Census 2011, and a fresh household listing was conducted in each of the selected EAs to attain a current household sampling frame from which to randomly select 12 households in each EA.

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Input: according to Ukrainian refugee’s median in the NBP’s 2024 survey

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Input: The number in parenthesis is that number as a percentage share of the population of the provinces as estimated in 1990 Burundi Census.

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Input: Source: Deloitte own elaboration based on SEIS UNHCR survey conducted in May and June 2024.

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Input: We make use of information in TLSS 2001 collected at the individual and household levels on displacement and house destruction to identify conflict-affected individuals.

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Input: the poverty line was revised by the Uganda Bureau of Statistics in 2021, but it is not available for the 2018 Refugee and Host Communities Household Survey used in this note.

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Input: This cohort will also benefit from the issuance of national ID cards which for the first time will place them on the Zambia national registry.

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Input: Data source|DHIS2|

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Input: These estimates are based on international bilateral migrant stock data that the authors also provide, although many of the data are derived from the Trends in International Migration (OECD 2002).

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Input: We have computed the per person per month in-kind aid quantities into annual values using the household size and prices from SESRE and mapped them to the closest food item in SESRE (this was not straightforward as the items are different) considering food ration change periods.

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Input: a brief introduction of the country context is presented alongside the poverty estimates by the $ 1. 90 / day measure and the global Multidimensional Poverty Index (MPI).

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Input: WHO to provide data / TPM to verify

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Input: We extract daily event observations from the UCDP dataset if the location of the actual event is exactly known, the event location is within a radius of less than 25 km around a known point, or at least the administrative district where the event happened is known.

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Input: The World Bank ’ s Living Standards Measurement Study team, which provides technical assistance on large-scale household surveys around the world, estimates the field listing operation increases the overall budget for data collection by 25 percent.

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Input: Source: Authors’ calculation based on ALCS 2013–14

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Input: ACLED is designed to parse out both the temporal and spatial actions of rebels and governments within civil wars.

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Input: Source: World Bank Staff based on SESRE 2023.

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Input: This is consistent with the national figures from the 2007 DHS survey, which found labor force participation rates of 34 % for women aged 15-19 and 49 % for women ages 20-24.

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Input: The hypotheses are tested on a new dataset – ACLED (Armed Conflict Location and Events Dataset) – which disaggregates internal conflicts into individual events.

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Input: we use gridded population density data with a 1 km resolution from Landscan

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Input: Source: World Bank Staff based on SESRE 2023.

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Input: We also use the ENLACE panel to examine the relationship between Grade 6 test scores

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Input: only the information on enrollment was used for the academic year 2023-24.

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Input: We use two complementary geocoded household data sets to analyze outcomes in Ghana: the Demographic and Health Survey (DHS) and the Ghana Living Standard Survey (GLSS), which provide information on a wide range of welfare outcomes.

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Input: the DHS Program has collected, analyzed and disseminated data on population, health, HIV and nutrition through more than 300 surveys in over 90 countries.

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Input: This contradicts, in part, findings of an Afrobarometer perception survey on causes and consequences of the conflict in Mali conducted in December 2013.

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Input: we produce a Work Rights Index, composed of questions around whether respondents feel that women should be allowed to work inside or outside the home or the camp block.

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Input: Authors ’ calculations based on data from the High Frequency Surveys of Ethiopia (2017), Nigeria (2018), Somalia (2017), South Sudan (2017) and Sudan (2017).

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Input: we use the Venezuelan Refugees Panel Survey (VenRePS), conducted by Ib ´ a ˜ nez et al. (2022), which captures a 19

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Input: Thus, we use the food item description in POF to look up corresponding items and calorie intake per kilogram (kg) in TBCA.

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