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Reproducibility package for Simulating Aggregate and Distributional Effects of Minimum Wage Increases in Romania: Evidence from Survey and Administrative Tax Data

2024
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Reference ID
RR_ROU_2024_99
DOI
https://doi.org/10.60572/4spd-gt50
Author(s)
Monica Robayo-Abril, Madalina Zamfir, Marcin Wroński
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Jun 05, 2024
Last modified
Oct 22, 2024
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Citation
  • Overview

    Abstract

    Minimum wages are an essential component of a country's social protection system, aiming to protect vulnerable workers and reduce poverty and wage inequality. Yet, there are risks associated with poor minimum wage design. Higher minimum wages may result in higher earnings for affected workers but fewer job opportunities for others, including the demographic groups they are intended to help, such as those with very low wages and skills and youth, so ex-ante evaluation of potential employment, wage, and distributional impacts is needed. Over the last decade, Romania experienced significant real growth in the minimum wage and a rising minimum-to-median wage ratio. However, when looking at minimum living standards, our analysis shows that the statutory minimum wage is higher than the minimum living wage needed to cover a consumption food basket but not enough to include non-food components. Our microsimulation results using administrative tax data show that tying minimum wage to inflation or the minimum living wage could lead to a slight short-term wage increase for some workers but may cause job loss in the long run, especially for younger workers. The minimum wage increase could have varying impacts across regions and sectors, with the accommodation and food services sector and those living in the Suceava NUTS3 region having the highest proportion of affected employees. Moreover, male employees tend to be more affected than their female counterparts.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/151/download/411/README.pdf
    Reproducibility package (code) for Simulating Aggregate and Distributional Effects of Minimum Wage Increases in Romania: Evidence from Survey and Administrative Tax Data
    Title
    Reproducibility package (code) for Simulating Aggregate and Distributional Effects of Minimum Wage Increases in Romania: Evidence from Survey and Administrative Tax Data
    Date
    2024-05
    Dependencies
    Stata: inequal7, pshare (from SSC). Dependency files for Stata are included in the folder "Code/ado".
    Instructions
    See README in reproducibility package.
    Notes
    Computational reproducibility verified by Development Impact (DIME) Analytics team, World Bank.
    Source code repository
    Repository name URI
    Reproducible Research Repository (World Bank) https://reproducibility.worldbank.org
    Software
    Stata
    Name
    Stata
    Version
    15.1 SE

    Reproducibility

    Technology environment

    Paper exhibits were produced on a computer with the following specifications:

    • Operative System: Windows 10 Education
    • Processor: Intel(R) Core(TM) i7-10750H CPU @ 2.60GHz 2.59 GHz
    • Memory available: 64 GB
    • Software version: Stata 15.1 SE
    Technology requirements

    Runtime: 6 hours

    Reproduction instructions

    The reproduction of this package was conducted remotely due to data confidentiality. The authors executed the code and generated intermediate data, code outputs, and logs, which were provided to the reviewers for verification of the results against the paper exhibits. No data is included in the reproducibility package due to access restrictions. Replicators interested in reproducing the results must obtain the datasets directly from their sources (see Data section). However, currently, there are no agreements to obtain the Romanian tax authority data utilized in this package, making it challenging for replicators to access this particular portion of the data. Without these data, not all the exhibits will be reproducible. For more information on how to reproduce specific exhibits, replicators are encouraged to consult the reproducibility report and code included in this reproducibility package. For questions, replicators should contact Monica Robayo-Abril at mrobayo@worldbank.org.

    Data

    Datasets
    Statistics on Income and Living Conditions (SILC) of the European Union
    Name
    Statistics on Income and Living Conditions (SILC) of the European Union
    Note
    EU statistics on income and living conditions (EU-SILC) for Romania. Data file: "ROU_SILC_2021.dta".
    Access policy
    The EU-SILC dataset can be requested from Eurostat under a data usage agreement. For more information on how to get access to the EU-LFS, see the data URL.
    Data URL
    https://ec.europa.eu/eurostat/web/microdata/european-union-statistics-on-income-and-living-conditions
    Romania Tax Authority Data
    Name
    Romania Tax Authority Data
    Note
    Tax administrative data is strictly confidential and provided by the Romanian Ministry of Finance, as a result of a strong collaboration. There is no standard procedure to request the data, as the data is not made publicly available. Data files: "Tax_2020_01.dta", "Tax_2020_03.dta", "Tax_2020_04.dta", "Tax_2020_05.dta", "Tax_2020_07.dta", "Tax_2020_08.dta", "Tax_2020_09.dta", "Tax_2020_10.dta", "Tax_2020_11.dta", "Tax_2020_12.dta", "Tax_2021_01.dta", "Tax_2021_02.dta", "Tax_2021_03.dta", "Tax_2021_04.dta", "Tax_2021_05.dta", "Tax_2021_06.dta", "Tax_2021_07.dta", "Tax_2021_08.dta", "Tax_2021_09.dta", "Tax_2021_10.dta", "Tax_2021_11.dta", "Tax_2021_12.dta".
    Access policy
    Data is confidential and not included in the reproducibility package. More information about this is in the README file.
    Data statement

    All datasets used are restricted and not included in the reproducibility package.

    Description

    Output
    Simulating Aggregate and Distributional Effects of Minimum Wage Increases in Romania: Evidence from Survey and Administrative Tax Data
    Type
    Working paper
    Title
    Simulating Aggregate and Distributional Effects of Minimum Wage Increases in Romania: Evidence from Survey and Administrative Tax Data
    Description
    Policy Research Working Paper (PRWP) WPS10934
    URL
    http://documents.worldbank.org/curated/en/099324309302427521/IDU1ae89ff0f167421480e1957212ba169bf9f3e
    DOI
    https://doi.org/10.1596/1813-9450-10934
    Authors
    Author Affiliation Email
    Monica Robayo-Abril World Bank mrobayo@worldbank.org
    Madalina Zamfir Romanian Ministry of Finance madalina.zamfir@mfinante.gov.ro
    Marcin Wroński World Bank and SGH Warsaw School of Economics mwronski@worldbank.org
    Date of production

    2024-05

    Scope and coverage

    Geographic locations
    Location Code
    Romania ROU
    Keywords
    labor market minimum wage administrative tax data EU-SILC Romania
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    E24 Employment • Unemployment • Wages • Intergenerational Income Distribution • Aggregate Human Capital • Aggregate Labor Productivity E2 Journal of Economic Literature (JEL)
    J31 Wage Level and Structure • Wage Differentials J3 Journal of Economic Literature (JEL)
    J38 Wages, Compensation, and Labor Costs - Public Policy J3 Journal of Economic Literature (JEL)
    J46 Informal Labor Markets J4 Journal of Economic Literature (JEL)
    J48 Particular Labor Markets - Public Policy J4 Journal of Economic Literature (JEL)

    Disclaimer

    Disclaimer

    The materials in the reproducibility packages are distributed as they were prepared by the staff of the International Bank for Reconstruction and Development/The World Bank. The findings, interpretations, and conclusions expressed in this event do not necessarily reflect the views of the World Bank, the Executive Directors of the World Bank, or the governments they represent. The World Bank does not guarantee the accuracy of the materials included in the reproducibility package.

    Access and rights

    License
    Name URI
    Modified BSD3 https://opensource.org/license/bsd-3-clause/

    Contacts

    Contacts
    Name Affiliation Email
    Monica Robayo-Abril World Bank mrobayo@worldbank.org
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Citation

    Citation
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