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: According to the Global Peace Index, in 2016 the country ranks the fourth less peaceful after Syria, South Sudan and Iraq.

survey census database administrative indicator geospatial microdata report estimates other


Input: The variable is constructed from the global CRU TS3.21 dataset from the University of East Anglia, containing a long-term time series of monthly rainfall levels at 0.5x0.5 grid resolution, which was produced using statistical interpolation based on data from 4,000 weather stations (Harris et al., 2014).

survey census database administrative indicator geospatial microdata report estimates other


Input: We use two main data sources for our estimation of a poverty line for Brazil: the 2017/18 Household Budget Survey (Pesquisa de Orçamentos Familares; POF) and the Brazilian Table of Food Composition (Tabela Brasileira de Composição de Alimentos; TBCA).

survey census database administrative indicator geospatial microdata report estimates other


Input: Authors calculation

survey census database administrative indicator geospatial microdata report estimates other


Input: We use annual series of income, consumption, and investment data from Penn World Tables 7.0, all in 2005 international dollars per capita terms.

survey census database administrative indicator geospatial microdata report estimates other


Input: we can see that incomes earned in Poland grew from 81% in 2023 to 90% in 2024.

survey census database administrative indicator geospatial microdata report estimates other


Input: Dietary diversity score is calculated as the total number of food groups (out of 12) consumed by the household in the last seven days before the survey.

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: The process is led by the Department of National Registration, Passports and Citizenship under the MoHAIS through the Integrated National Registration Information System (INRIS) project.

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

survey census database administrative indicator geospatial microdata report estimates other


Input: This table compares mobile phone ownership in the November 2017 WFP mobile phone survey and the 2014 Household Budget Survey (HBS), where the 2014 HBS summary statistics are restricted to the share of the population that resides in a household that owns at least one mobile phone.

survey census database administrative indicator geospatial microdata report estimates other


Input: This was combined with data on four types of natural disasters - droughts earthquakes, floods, and hurricanes/storms - for 196 countries, taken from the Emergency Events Database (EM-DAT).

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: according to MSNA Poland 2023 survey.

survey census database administrative indicator geospatial microdata report estimates other


Input: The exposure of an individual in the JLMPS 2010 sample to the supply of public schooling is then determined by the number of sex-appropriate basic (or secondary) public schools (per 1, 000 individuals) that were available to them in their subdistrict of birth at the time they were of age to enroll in that school level (six years of age for basic and 15 years for secondary).

survey census database administrative indicator geospatial microdata report estimates other


Input: In addition, UNHCR also supports States through the joint use of the digital tools contained in UNHCR’s Population Registration and Identity Management Ecosystem (“PRIMES”), including its biometrics systems.

survey census database administrative indicator geospatial microdata report estimates other


Input: To construct our instrument we use the Syrian Labor Force Survey for 2010 (the year before the beginning of the war).

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: 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: 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: To address this knowledge gap, we launched the Venezuelan Refugee Panel Study for Kids (VenRePs-Kids) in Medell ´ ın, Colombia.

survey census database administrative indicator geospatial microdata report estimates other


Input: The Socio-Economic Survey of Refugees in Ethiopia (SESRE) is a representative survey of the refugee population in Ethiopia and their host communities, the first of its kind.

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: 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: Conﬂict incidence is measured through the number of battle-related deaths from UCDP / PRIO 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: 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: the data source is the “Revised cash transfer value from Oct 2022_refugee camps” file received from the WFP document that helps to get information regarding the changes in cereal cash equivalent – data on cereal cash equivalent for cash camps which is used to calculate cereals provided in those camps and cash transfer value per year.

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 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 complement the analysis with household data from the GLSS collected in the years—1998– 99, 2004–05, and 2012–13.

survey census database administrative indicator geospatial microdata report estimates other


Input: The data set this study uses is the Labor Force Survey (LFS) since there is an adequate availability of both migration and geographic variables.

survey census database administrative indicator geospatial microdata report estimates other


Input: The 1995 / 96 NLSS asked respondents a number of questions regarding their subjective satisfac- tion level with various dimensions of consumption — namely, food, clothing, housing, health care, and child schooling.

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: In column (3), the revised refugee fractionalization index has a negative and significant coefficient, while the revised refugee polarization index has a positive and significant effect on the incidence of violent conflicts.

survey census database administrative indicator geospatial microdata report estimates other


Input: Source: Deloitte own elaboration based of Eurostat data (Labour Force Survey).

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.

survey census database administrative indicator geospatial microdata report estimates other


Input: The 2008 ILCS data is used in the simulation of the impact of gasp price hike on April 1, 2010.

survey census database administrative indicator geospatial microdata report estimates other


Input: the PUMA data set interprets Google Earth imagery to produce two layers of potential slum areas

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: UNHCR (2025b), using a different method than the one in this report, estimated average instead of median net wages based on the SEIS data.

survey census database administrative indicator geospatial microdata report estimates other


Input: Ideally, the ILCS data would be matched with household-level data from the utility companies on gas and other alternative energy consumption and payment to allow a more accurate analysis of the residential demand and the distributional consequences of price changes.

survey census database administrative indicator geospatial microdata report estimates other


Input: the survey finds positive outcomes.

survey census database administrative indicator geospatial microdata report estimates other


Input: The ACLED data for the Central African conflicts were aggregated up to the 8. 6x8. 6km squares and merged with information on other explanatory variables aggregated to the same level.

survey census database administrative indicator geospatial microdata report estimates other


Input: we used the World Integrated Trade Solution (WITS) database on the SITC, Revision

survey census database administrative indicator geospatial microdata report estimates other


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

survey census database administrative indicator geospatial microdata report estimates other


Input: 1 UNHCR Niger montlhy PoC statistics, Juin 2023

survey census database administrative indicator geospatial microdata report estimates other


Input: According to the World Bank Businesses of the State database, SOEs with at least 10% state ownership accounted for 3.6% of the formal employment as of 2019 in Romania.

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: 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: 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 translate these residuals to emissions using the EDGAR global database of gridded CO2 emissions estimated from local activity measures and standard emissions parameters (Crippa et al.

survey census database administrative indicator geospatial microdata report estimates other


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

survey census database administrative indicator geospatial microdata report estimates other


Input: When ZUS data is aggregated into these occupational groups with the assumption that wage structure remains the same as in October 2022, the rate at which Ukrainian

survey census database administrative indicator geospatial microdata report estimates other


Input: Third, migratory potential of wetlands were assigned from the WMP classification of the coastline from the DIVA database.

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: 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.

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

survey census database administrative indicator geospatial microdata report estimates other


Input: For the purpose of this analysis, we use the TLSS 2007 dataset and the HRVD dataset contained in the CAVR data publication.

survey census database administrative indicator geospatial microdata report estimates other


Input: More generally, in this paper, we have used the Tornqvist-Theil index as an example to illustrate the problem with conventional growth accounting in the presence of biased technical change.

survey census database administrative indicator geospatial microdata report estimates other


Input: When changes are compared to the 2023 edition, the MultiSector Needs Assessment (MSNA) survey, 5% of households include a person with disability, down from 10% previous year, and 48% include a chronically ill person, compared to 49% in 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: To construct our instrument we use the Syrian Labor Force Survey for 2010 (the year before the beginning of the war).

survey census database administrative indicator geospatial microdata report estimates other


Input: use sampling weights derived from the 2018 EHCVM sampling frame and adjusted for response rates

survey census database administrative indicator geospatial microdata report estimates other


Input: According to the World Bank Businesses of the State database, SOEs with at least 10% state ownership accounted for 3.6% of the formal employment as of 2019 in Romania.

survey census database administrative indicator geospatial microdata report estimates other


Input: This is derived from authors ’ own calculations using the 2016 Jordan Labor Market Panel Survey.

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: Source: World Bank Staff based on SESRE 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: We use GDP data from the Word Development Indicators of the World Bank.

survey census database administrative indicator geospatial microdata report estimates other


Input: We combine data from BMD, IMD and IBTrACS to document all recorded cyclonic storms in the Indian Ocean region from 1877 to 2016.

survey census database administrative indicator geospatial microdata report estimates other


Input: roughly 88 percent of refugees in Ethiopia remain in camps based on SESRE data.

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: along with time savings of two hours per week per beneficiary household in accessing clean water and US$20 in annual cost savings per household (CEIC data)

survey census database administrative indicator geospatial microdata report estimates other


Input: According to the World Bank Enterprise Survey, most respondents (76 percent) in the affected regions assert that access to finance deteriorated loan terms and conditions (interest rates, maturity, and collateral requirements).

survey census database administrative indicator geospatial microdata report estimates other


Input: Finally, the GEMStat data from UNGEMS is used for the global analysis.

survey census database administrative indicator geospatial microdata report estimates other


Input: For rivers and lakes, the CIA World Data Bank II (CIA 1972) was used.

survey census database administrative indicator geospatial microdata report estimates other


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: 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: 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: we have constructed what we have called an ‘ ad hoc panel ’, whereby we exploit the time-variation of the variables of interests (age, attendance status and grade attained by the respondents) by reshaping the cross-sectional structure of the TLSS 2001 dataset.

survey census database administrative indicator geospatial microdata report estimates other


Input: To test these hypothesis we use data on ethnic groups ’ access to executive power and night light intensity from the GROWup Research Front-End (RFE Release 2. 0) dataset and executive constraint data from the Polity IV dataset.

survey census database administrative indicator geospatial microdata report estimates other


Input: the survey finds positive outcomes.

survey census database administrative indicator geospatial microdata report estimates other


Input: For all demand-driven activities (local consumption goods, hired agricultural labor, tractor services), market equilibrium is established by allocating demand to suppliers based on the market shares observed in the SAM.

survey census database administrative indicator geospatial microdata report estimates other


Input: UNICEF to provide data / TPM to verify

survey census database administrative indicator geospatial microdata report estimates other


Input: The poverty map for 2009 is the result of collaboration between the World Bank and INSTAT (National Statistics Institute) and uses data from the 2009 census and the 2010 ELIM.

survey census database administrative indicator geospatial microdata report estimates other


Input: Estimates from the LEAPS census show that as a percentage of enrolled children, the numbers in two of the three districts are slightly higher than those of the population census.

survey census database administrative indicator geospatial microdata report estimates other


Input: Analytical report based on the land matrix database.

survey census database administrative indicator geospatial microdata report estimates other


Input: we use again information provided by the Penn World Table and World Bank databases.

survey census database administrative indicator geospatial microdata report estimates other


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.

survey census database administrative indicator geospatial microdata report estimates other


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.

survey census database administrative indicator geospatial microdata report estimates other


Input: To construct such estimate, we use the 1995 / 96 NLSS data.

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

survey census database administrative indicator geospatial microdata report estimates other


Input: the share of Ukrainian refugee household incomes derived from work in Poland has increased from 74% in the July-August 2023 MSNA survey to 76% in the May-June 2024 SEIS survey.

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: Source: World Bank Staff based on SESRE 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: To address this knowledge gap, we launched the Venezuelan Refugee Panel Study for Kids (VenRePs-Kids) in Medell ´ ın, Colombia.

survey census database administrative indicator geospatial microdata report estimates other


Input: we can unpack those risks in greater detail using the MPI.

survey census database administrative indicator geospatial microdata report estimates other


Input: According to newly released 2021 Labor Force Survey (LFS) data, about 80 percent of Ethiopians live in rural areas, where roughly 75 percent work in agriculture.

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: 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: main specification and run a regression of ENLACE test scores in a particular subject

survey census database administrative indicator geospatial microdata report estimates other


Input: We use rich geocoded data with information on households and mining production over time to evaluate the gold boom at the local and district levels in difference-in-differences analyses.

survey census database administrative indicator geospatial microdata report estimates other


Input: Pluvial and fluvial flood maps from the Fathom global flood model were first clipped to the bounding box [9] of the Kinshasa city and then mosaiced together using the maximum operator so that the maximum flood depth from both fluvial and pluvial flood estimates were preserved.

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: we have constructed what we have called an ‘ ad hoc panel ’, whereby we exploit the time-variation of the variables of interests (age, attendance status and grade attained by the respondents) by reshaping the cross-sectional structure of the TLSS 2001 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: The exposure of an individual in the JLMPS 2010 sample to the supply of public schooling is then determined by the number of sex-appropriate basic (or secondary) public schools (per 1, 000 individuals) that were available to them in their subdistrict of birth at the time they were of age to enroll in that school level (six years of age for basic and 15 years for secondary).

survey census database administrative indicator geospatial microdata report estimates other


Input: Our calculations based on the UNHCR MSNA Poland 2023 survey results show that 80% of refugee income comes from employment, with other sources on average playing a much lesser role.

survey census database administrative indicator geospatial microdata report estimates other


Input: Authors' calculations from ODHD (Sustainable Development Observatory) data 2003, 2006, 2008.

survey census database administrative indicator geospatial microdata report estimates other


Input: For its empirical work the note draws primary on data from the ECOSIT4 survey.

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.

survey census database administrative indicator geospatial microdata report estimates other


Input: We leverage a unique large-scale experiment on consumption measurement in Iraq designed for the Iraq Household and Socio-Economic Survey (IHSES) in 2012.

survey census database administrative indicator geospatial microdata report estimates other


Input: In addition, UNHCR also supports States through the joint use of the digital tools contained in UNHCR’s Population Registration and Identity Management Ecosystem (“PRIMES”), including its biometrics systems.

survey census database administrative indicator geospatial microdata report estimates other


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, and measure procurement performance.

survey census database administrative indicator geospatial microdata report estimates other


Input: the valuation studies by Tol (2007) and Anthoff et al. (2010) are also 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: According to the 2013 Gallup Poll, 90 percent of respondents in Lebanon agreed with the statement that knowing people in high positions is critical to getting a job.

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: 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: we obtain ethnicities of refugees from the EPR-ER dataset, while the ethnicities of individuals in the hosting areas stem from the Afrobarometer.

survey census database administrative indicator geospatial microdata report estimates other


Input: the location of the slum areas in the PUMA data set are mainly restricted to the old town.

survey census database administrative indicator geospatial microdata report estimates other


Input: Deloitte own elaboration based on the PESEL database as of October 2023

survey census database administrative indicator geospatial microdata report estimates other


Input: In this study, we use the FAO's Food Insecurity Experience Scale (FIES) as primary outcome of interest.

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: Kenya Demographic Health Survey, 2022. Key Indicators Report

survey census database administrative indicator geospatial microdata report estimates other


Input: According to the active population in the PESEL database, over 30% of all PESEL UKR holders had them issued in the country’s 12 biggest cities.

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

survey census database administrative indicator geospatial microdata report estimates other


Input: First, we try to replicate the results estimated with the DHS data.

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: To test these hypothesis we use data on ethnic groups ’ access to executive power and night light intensity from the GROWup Research Front-End (RFE Release 2. 0) dataset and executive constraint data from the Polity IV dataset.

survey census database administrative indicator geospatial microdata report estimates other


Input: We calculate the average capital productivity as output-side GDP divided by total reproducible capital within a country, both variables from Penn World Tables.

survey census database administrative indicator geospatial microdata report estimates other


Input: Using this information, we perform a simulation to quantify the magnitude of agricultural losses that saline water causes.

survey census database administrative indicator geospatial microdata report estimates other


Input: The coastlines are derived from the SRTM 90 meter digital elevation model (DEM) data files used as a mask for calculating country totals for wetlands.

survey census database administrative indicator geospatial microdata report estimates other


Input: Deloitte own elaboration based on ZUS data.

survey census database administrative indicator geospatial microdata report estimates other


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

survey census database administrative indicator geospatial microdata report estimates other


Input: Salaries and wages are taken from Statistics Poland BDL GUS database for 2022, but cover only the enterprise sector (firms with 10 or more employees).

survey census database administrative indicator geospatial microdata report estimates other


Input: According to the Barro and Lee educational attainment dataset, seven out of the top 20 countries in terms of increase in number of years of schooling from 1980 to 2010 were Arab countries (Barro and Lee 2013).

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: These were computed using the SRTM3 data (Jarvis et al. 2006) by subtracting the minimum elevation in a 1 kilometer grid from the maximum elevation in the 1 kilometer grid.

survey census database administrative indicator geospatial microdata report estimates other


Input: The paper extends the GTAP 8 database by separating Lebanon, Jordan, Syria, Iraq, and West Bank and Gaza from the rest of the Western Asia aggregate and Algeria and Libya from the rest of North Africa.

survey census database administrative indicator geospatial microdata report estimates other


Input: using the spatial location of potential slums from the Platform for Urban Management and Analysis (PUMA) data set

survey census database administrative indicator geospatial microdata report estimates other


Input: This report aims to assess the livelihood situation of this population based on the 2024 round of data collected by the Socio-Economic Insights Survey (SEIS), which received responses from 8,723 households containing 19,803 individuals.

survey census database administrative indicator geospatial microdata report estimates other


Input: calculate the total number of people exposed and add the results to the World Bank global administrative map shapefile

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

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: This was combined with data on four types of natural disasters - droughts earthquakes, floods, and hurricanes/storms - for 196 countries, taken from the Emergency Events Database (EM-DAT).

survey census database administrative indicator geospatial microdata report estimates other


Input: The spatial socioeconomic data set used for Ho Chi Minh City is a data set of potential slum areas and of urban expansion from 2000 to 2010, from the Platform for Urban Management and Analysis (PUMA), a city-level data set developed by the World Bank (World Bank 2015).

survey census database administrative indicator geospatial microdata report estimates other


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

survey census database administrative indicator geospatial microdata report estimates other


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: To construct such estimate, we use the 1995 / 96 NLSS data.

survey census database administrative indicator geospatial microdata report estimates other


Input: We combine the DHS and GLSS with production data for 17 large-scale gold mines in Ghana.

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: Source: World Bank Staff based on SESRE 2023.

survey census database administrative indicator geospatial microdata report estimates other


Input: the one that we concentrate on here, is to use HCES to derive hunger statistics

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.

survey census database administrative indicator geospatial microdata report estimates other


Input: The TA and financial support provided under the project will build on the successful World Bank financed Zambia Agribusiness and Trade Project (P156492) model.

survey census database administrative indicator geospatial microdata report estimates other


Input: we provide some summary statistics from our main source of data, the UNHCR Population Statistics Database.

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: 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: The data for our study come from the 2005/2006 Uganda National Household Survey (UNHS), fieldwork for which was conducted by the Uganda Bureau of Statistics from May 2005 to April 2006.

survey census database administrative indicator geospatial microdata report estimates other


Input: we use the EDGAR gridded database of CO2 emissions estimated from sectoral activity data and standard emissions parameters

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: 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: 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: We primarily rely on two years of LFS data: 2011 (just before the arrival of the refugees) and 2014 (the last year available).

survey census database administrative indicator geospatial microdata report estimates other


Input: Ukrainian refugees have been allocated to firm sizes based on the July-August 2023 UNHCR (2023) survey

survey census database administrative indicator geospatial microdata report estimates other


Input: we use the EDGAR gridded database of CO2 emissions estimated from sectoral activity data and standard emissions parameters

survey census database administrative indicator geospatial microdata report estimates other


Input: we restrict our analysis to all origin – destination country pairs that are at a maximum distance ≤ 950 km from each other.

survey census database administrative indicator geospatial microdata report estimates other


Input: Monitoring COVID-19 Impact on Refugees in Ethiopia : Results from a High-Frequency Phone Survey of Refugees (English).

survey census database administrative indicator geospatial microdata report estimates other


Input: As per the 2024 Socio-Economic Insights Survey conducted by UNHCR, this figure could be as high as 79% amongst working-age Ukrainian refugees.

survey census database administrative indicator geospatial microdata report estimates other


Input: To test these hypothesis we use data on ethnic groups ’ access to executive power and night light intensity from the GROWup Research Front-End (RFE Release 2. 0) dataset and executive constraint data from the Polity IV dataset.

survey census database administrative indicator geospatial microdata report estimates other


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

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 collapse the data to 10 deciles of daily per capita kilocalories available and then calculate the CV

survey census database administrative indicator geospatial microdata report estimates other


Input: We primarily rely on two years of LFS data: 2011 (just before the arrival of the refugees) and 2014 (the last year available).

survey census database administrative indicator geospatial microdata report estimates other


Input: This is derived from authors ’ own calculations using the 2016 Jordan Labor Market Panel Survey.

survey census database administrative indicator geospatial microdata report estimates other


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

survey census database administrative indicator geospatial microdata report estimates other


Input: We used the data serie called "NY.GDP.MKTP.KD"

survey census database administrative indicator geospatial microdata report estimates other


Input: the World Bank’s GMD database provides them at the subnational level for most countries.

survey census database administrative indicator geospatial microdata report estimates other


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.

survey census database administrative indicator geospatial microdata report estimates other


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.

survey census database administrative indicator geospatial microdata report estimates other


Input: The number of communities selected in each province was based on information from the 2008 Census.

survey census database administrative indicator geospatial microdata report estimates other


Input: which in 2022 and 2023 stood in Poland at 48% according to the European Commission’s AMECO 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: all entries for the two composite regions from the GTAP database were removed from the database.

survey census database administrative indicator geospatial microdata report estimates other


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).

survey census database administrative indicator geospatial microdata report estimates other


Input: Our estimates take into account the exposure of wetlands derived from the recent GLWD-3 database to 1 m SLR and the estimated capacity of the coastline to retreat and for coastal wetlands ecosystems to move (or migrate) inland as the coastline is receding.

survey census database administrative indicator geospatial microdata report estimates other


Input: The table uses GLSS data for Ghana for the survey years 1998, 2005, 2012.

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Input: 17.0 percent (2.8 million people) facing acute food insecurity, and 940,000 children 6-59 months and 145,000 pregnant or lactating women acutely malnourished.

survey census database administrative indicator geospatial microdata report estimates other


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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