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Update Pakistan LFS with 2024 data and ICLS changes#767

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alexandraqn wants to merge 38 commits into
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PAK-24
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Update Pakistan LFS with 2024 data and ICLS changes#767
alexandraqn wants to merge 38 commits into
mainfrom
PAK-24

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@alexandraqn

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Hi Mario,

I have done some preliminary changes. let me know feedback

Best,
Alexandra

Added 2024 data and updated definitions for employment standards.
alexandraqn and others added 19 commits April 29, 2026 18:35
Added detailed documentation for the 2020 ILFS coding and conversion to the old definition, including variable definitions and coding logic.
Updated coding to convert the 2024 ILFS to the old ICLS definition, including adjustments for subsistence producers and dual employment workers.
Updated the ICLS transition section to include more information about changes in employment definitions and their implications.
Updated the explanation for converting the 2024 ILFS to the old ICLS definition, clarifying the identification of workers and the imputation of their employment status.
Updated correspondence details to reflect changes from the 13th to the 19th ICLS.
Added analysis of employment changes between 13th and 19th ICLS definitions, including statistics on occupation and industry shares.
…K/PAK_2024_LFS/PAK_2024_LFS_V01_M_V01/Programs/a.md
Updated employment data and added cross-year comparability note.
Updated text for clarity and accuracy regarding employment statistics and definitions used in the Pakistan LFS.
Added clarification on the additional filter question in the labor module for 2024, explaining its role in capturing agricultural work and its impact on labor status classification.
Updated employment and unemployment share values for 2024 ICLS.
Clarified definitions of employed and unemployed individuals aged 10 and above in the labor status section.
alexandraqn and others added 11 commits May 20, 2026 17:58
Corrected employment-to-population ratio from 44.68% to 42.65% in the analysis of agricultural employment.
Corrected the sample size for 2024 in the dataset.
Updated employment statistics and definitions under ICLS-13 and ICLS-19. Adjusted table values and added notes on cross-year comparability.
Updated the explanation of the coding approach for converting the 2024 ILFS to the 13th ICLS definition, clarifying the identification and assignment of workers engaged in subsistence agriculture.
Updated the criteria for identifying additional employment under ICLS 13, including new paths for classification. Adjusted labor status, employment status, industry category, and occupation based on the new definitions.
Updated employment share statistics and wage employment percentage under ICLS-13 in the correspondence document.
Revised the document to clarify the coding of labor status across different years and improved the structure of the text for better readability.
Updated the labor module definitions and classifications for 2024 to align with ICLS-19 standards. Added clarifications on employment and unemployment criteria, and included new visual comparisons for labor force participation rates.
Added detailed analysis of labor force participation rates from various sources, highlighting differences in age group coverage and methodological impacts on estimates.
Added additional context on labor force participation rates and potential reasons for discrepancies between GLD and BPS reports.
@alexandraqn

alexandraqn commented Jun 16, 2026

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Hi @gronert-m ,

I have updated the labour force part and the introduction please let me know if more changes are needed, I also added information on the Punjab geographic distribution in the introduction.
Best,

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