Cited by 129Migration and Labor DynamicsMigration, Refugees, and IntegrationMigration, Health, Geopolitics, Historical Geography

The DOI matches its Crossref record; 21 of the 22 references it cites were found in a registry or an index.

Bilateral international migration flow estimates for 200 countries

Open access
Abel, Guy J., Cohen, Joel E.·2019·Scientific Data

Abstract

Data on stocks and flows of international migration are necessary to understand migrant patterns and trends and to monitor and evaluate migration-relevant international development agendas. Many countries do not publish data on bilateral migration flows. At least six methods have been proposed recently to estimate bilateral migration flows between all origin-destination country pairs based on migrant stock data published by the World Bank and United Nations. We apply each of these methods to the latest available stock data to provide six estimates of five-year bilateral migration flows between 1990 and 2015. To assess the resulting estimates, we correlate estimates of six migration measures from each method with equivalent reported data where possible. Such systematic efforts at validation have largely been neglected thus far. We show that the correlation between the reported data and the estimates varies widely among different migration measures, over space, and over time. We find that the two methods using a closed demographic accounting approach perform consistently better than the four other estimation approaches.

Overview

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1038/s41597-019-0089-3

Cites

21 of 21 references verified0 citation errors · 0 not checkable

Statistics

Figures

Fig. 1 Overview of study design for estimation and validation of bilateral migration flows between all countries. Data for input and comparison shown in black and white. Data processing steps shown in boxes with shaded outlines. Resulting data shown boxes with shaded background.
Fig. 1 Overview of study design for estimation and validation of bilateral migration flows between all countries. Data for input and comparison shown in black and white. Data processing steps shown in boxes with shaded outlines. Resulting data shown boxes with shaded background.CC BY · PubMed Central
Fig. 2 Total migration flows (in millions) and their corresponding crude migration rates (migrants per thousand people in the population) for five-year periods between 1990 and 2015 based on six flow estimation methods.
Fig. 2 Total migration flows (in millions) and their corresponding crude migration rates (migrants per thousand people in the population) for five-year periods between 1990 and 2015 based on six flow estimation methods.CC BY · PubMed Central
Fig. 3 Chord diagrams of estimated migration flows during 2010–2015 based on six methods. Direction of the flow is indicated by the arrowhead. The size of the flow is indicated by the width of the arrow at its base. Numbers on the outer section axis, which give the size of migration flows, are in millions of individuals per five-year period. Sector axis limits are based on maximums over all estimation methods and all five-year periods.
Fig. 3 Chord diagrams of estimated migration flows during 2010–2015 based on six methods. Direction of the flow is indicated by the arrowhead. The size of the flow is indicated by the width of the arrow at its base. Numbers on the outer section axis, which give the size of migration flows, are in millions of individuals per five-year period. Sector axis limits are based on maximums over all estimation methods and all five-year periods.CC BY · PubMed Central
Fig. 4 Correlations between estimated migration flows during five-year periods from 1990 to 2015 from six estimation methods with equivalent reported migration flows.
Fig. 4 Correlations between estimated migration flows during five-year periods from 1990 to 2015 from six estimation methods with equivalent reported migration flows.CC BY · PubMed Central
Fig. 5 Correlations in five-year periods between estimated migration flows from six alternative estimation methods with equivalent reported migration flows.
Fig. 5 Correlations in five-year periods between estimated migration flows from six alternative estimation methods with equivalent reported migration flows.CC BY · PubMed Central
Fig. 6 Correlations between estimated migration flows from six estimation methods with equivalent reported migration flows by development level of country.
Fig. 6 Correlations between estimated migration flows from six estimation methods with equivalent reported migration flows by development level of country.CC BY · PubMed Central

Verification

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Citations

Cites

Cited by

Sorted by citations

See all 129

Metadata

Authors
Abel, G. J., & Cohen, J. E.
Affiliations
  • Shanghai University (CN)
  • University of Chicago (US)
Corresponding author
Abel, Guy J.
Venue
Scientific Data
Published
2019-06-17
Volume
6
Issue
1
Pages
82-82
ISSN
2052-4463 (ISSN-L)
OpenAlex
W2951293227
Cited by
129
References
22
Citations by year
2026: 14 · 2025: 20 · 2024: 25 · 2023: 17 · 2022: 23 · 2021: 18 · 2020: 10 · 2019: 2
Type
data paper
Language
en
Open access
Locations
  • Scientific Data (publishedVersion, cc-by)
  • Europe PMC (PubMed Central) (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • IIASA PURE (International Institute of Applied Systems Analysis) (acceptedVersion)
  • ePubWU Institutional Repository (Wirtschaftsuniversität Wien) (submittedVersion, cc-by)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
Funders
  • China National Funds for Distinguished Young Scientists (41650110483)
  • National Science Foundation (DMS-1225529)
Topics
  • Social Sciences › Sociology and Political Science › Migration and Labor Dynamics
  • Social Sciences › Sociology and Political Science › Migration, Refugees, and Integration
  • Social Sciences › Demography › Migration, Health, Geopolitics, Historical Geography
Keywords
bilateral migration flows, international migration, origin-destination pairs, migration and development
MeSH terms
Data Analysis, Humans, Emigrants and Immigrants, Human Migration

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review