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Bilateral Migration Flow Imputation/Ushahidi
Rekodi ya ushahidi wa mbinu

Bilateral Migration Flow Imputation

Bilateral migration flow imputation fills in the complete origin-destination matrix of how many people moved between every pair of countries when the directly reported data cover only a fraction of those pairs and are defined inconsistently from one reporter to the next. The reporting problem is severe: some countries count migrants by intended duration of stay, others by change of registration, others not at all, and a flow reported by the sending country rarely matches the same flow reported by the receiving country. Abel and Cohen's 2019 work, building on Abel's 2013 stock-based estimation, treats this as a matrix-completion problem: harmonize whatever fragments exist, derive consistent row and column totals — often from migrant-stock change — and then fill the empty and unreliable cells so the finished matrix matches those totals. The cells are filled with iterative proportional fitting and a pseudo-Bayesian estimator that blends sparse counts toward a structured prior, and the resulting flows can be refined into sex- and age-specific tables. The output is a single, internally consistent, fully populated bilateral flow table for all country pairs.

Sources recorded, not reviewed

Rekodi ya chanzo

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Bilateral Migration Flow Imputation across Country Pairs
Rekodi ya mbinu ya kiajenda · process-pipeline / migration-studies
  • Abel, G. J., & Cohen, J. E. (2019). Bilateral international migration flow estimates for 200 countries. Scientific Data, 6, 82. · DOI 10.1038/s41597-019-0089-3
  • Abel, G. J. (2013). Estimating Global Migration Flow Tables Using Place of Birth Data. Demographic Research, 28, 505-546. · DOI 10.4054/DemRes.2013.28.18
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Same method familyMigration Effectiveness Indexmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketMigration Flow Estimation from Stocksmachine-suggested · Relational suggestion, not evidence.Used in the same domainPlace-to-Place Migration Modelmachine-suggested · Relational suggestion, not evidence.

Hali ya ushahidi

Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

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