Talent Migration in Algeria#

The data and methodology used in this notebook are a product World Bank research in collaboration with LinkedIn

Country Industry Size Location Quotient#

LQ = (Country Industry Size) / (Income Group Average Industry Size)

Methodology#

Step 1: Calculate Country Industry Size

Country Industry Size = (Employment in Industry i in Country c) / (Total Employment in Country c)

Step 2: Calculate Income Group Average Industry Size

Income Group Average = Σ(Country Industry Size for all countries in income group) / Number of countries in income group

Step 3: Calculate Location Quotient LQ = (Country Industry Size) / (Income Group Average Industry Size)

For country c, industry i, and income group I: LQ(c,i) = [e(c,i) / e(c,total)] / [Σ(e(k,i) / e(k,total)) / n] Where:

e(c,i) = Employment in industry i in country c e(c,total) = Total employment in country c k = Each country in the same income group as country c n = Number of countries in the income group Σ = Sum across all countries in the income group

Alternative Compact Form LQ(c,i) = (e(c,i) / e(c,total)) / (1/n × Σ[e(k,i) / e(k,total)]) Interpretation

  • LQ > 1: Country has higher concentration in this industry compared to income group peers

  • LQ = 1: Country matches the income group average

  • LQ < 1: Country has lower concentration compared to income group peers

Notes

  • Unweighted Average: Each country in the income group is treated as one observation regardless of country size

  • Income Group Benchmark: Countries are compared against peers at similar development levels, not global averages

  • Relative Measure: LQ shows relative specialization, not absolute employment levels

../../_images/56c558349e47c3b57a9eae21b68a837cb674ee4fda4438768c3cebcacabc89af.png
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Country Migration#

Warning: No data found for country_region = Uzbekistan
Warning: No data found for country_region = Vietnam
Warning: No data found for country_region = Kazakhstan
../../_images/40120f17c9c8404371cc51761946f77de71d54bdfc73ce9848228ca522b82511.png
../../_images/24956f8b1104d80558286bbc6c36b7e20e801e9fec9617cce62a220f032d0e0c.png

References#

Zhu, T. J., Orlowski, J., & Fritzler, A. (2018). World Bank Group-LinkedIn data insights: Jobs, skills and migration trends methodology and validation results. World Bank Group. https://documents1.worldbank.org/curated/en/827991542143093021/pdf/World-Bank-Group-LinkedIn-Data-Insights-Jobs-Skills-and-Migration-Trends-Methodology-and-Validation-Results.pdf