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PRWP

Reproducibility package for Stages of Diversification Redux

2024
Get Reproducibility Package
Reference ID
RR_WLD_2024_80-v01
DOI
https://doi.org/10.60572/dkpd-kh48
Author(s)
Hoda Assem, Roberta Gatti, Daniel Lederman
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Feb 13, 2024
Last modified
May 14, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    The existing literature on development and economic diversification finds an inverted-U function between these two variables, whereby economies diversify as they grow up to a point, after which they start specializing. This paper contributes to this literature by investigating the stages of diversification over the course of development during the past 57 years. The paper emphasizes the trajectories of resource-rich and resource-poor countries, an issue that has not been covered by the extant literature. In addition, the paper studies the stages of diversification across three dimensions, namely employment, value-added, and exports. Additionally, it examines the relationship for services. Non-parametric estimations suggest a U-shaped curve between measures of economic concentration and per capita income levels, which is in line with existing evidence. However, these patterns are mainly driven by between-country rather than within-country variation, a finding that had been ignored in the existing literature. Diversification patterns also differ across resource-rich and resource-poor countries: Employment and value added in resource-rich countries are on average more concentrated at low levels of development while in resource poor countries, they are more concentrated at high levels of development. In contrast, at all levels of development, exports are more concentrated in resource-rich countries.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/107/download/276/README.pdf
    Reproducibility package (data and code) for Stages of Diversification Redux
    Title
    Reproducibility package (data and code) for Stages of Diversification Redux
    Date
    2024-02
    Description
    The code in this folder generates the tables and figures in the paper "Stages of Diversification Redux by Hoda Assem, Roberta Gatti and Daniel Lederman
    Dependencies
    All dependencies are stored in the ado folder.
    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
    17

    Reproducibility

    Technology environment

    The code was reproduced on a computer with the following specifications:
    – OS: Windows 11 Enterprise
    – Processor: Intel(R) Core(TM) i5-1145G7 CPU @ 2.60GHz
    – Memory available: 11.7 GB
    – Software version: Stata version 17

    Technology requirements

    ~20-minutes runtime

    Reproduction instructions

    To run the script, new users only need to change the directory of the Main do file and run the code.

    Data

    Datasets
    United Nations Industrial Development Organization (UNIDO) INDSTAT
    Name
    United Nations Industrial Development Organization (UNIDO) INDSTAT
    Note
    Located at: "data/unido/". Industrial statistics data at a 2-digit, 3-digit, and 4-digit classification level, sourced from the United Nations Industrial Development Organization (UNIDO). Source: UNIDO. Available at https://stat.unido.org. accessed on 12/2021.
    Access policy
    Published with package
    Data URL
    https://stat.unido.org/database/INDSTAT%202%202023, https://stat.unido.org/database/INDSTAT%204%202023,%20ISIC%20Revision%203
    WTO-OECD Balanced Trade in Services Dataset
    Name
    WTO-OECD Balanced Trade in Services Dataset
    Note
    Located at: "data/services". Services Sector Data (BPM5 and BBM6 datasets). Contains service sector-related data, specifically BPM5 and BBM6 datasets, obtained from the WTO portal. Source:
    Access policy
    Published with package
    Data URL
    https://www.wto.org/english/res_e/statis_e/trade_datasets_e.htm
    World Development Indicators
    Name
    World Development Indicators
    Note
    Located at: "data/resources" and "data/gdp" Indicators consulted TX.VAL.FUEL.ZS.UN, TM.VAL.FUEL.ZS.UN, TX.VAL.MMTL.ZS.UN, TM.VAL.MMTL.ZS.UN, SP.POP.TOTL, SP.POP.1564 (TO and TO.ZS) and NY.GDP.PCAP.PP.KD
    Access policy
    Published with package
    Data URL
    https://databank.worldbank.org/source/world-development-indicators
    Penn World Table version 10.0
    Name
    Penn World Table version 10.0
    Note
    Located at: "data/gdp" PWT version 10.0 is a database with information on relative levels of income, output, input and productivity, covering 183 countries between 1950 and 2019.
    Access policy
    Published with package
    Data URL
    https://www.rug.nl/ggdc/productivity/pwt/pwt-releases/pwt100
    UN Comtrade Database
    Name
    UN Comtrade Database
    Note
    Located at: "data/comtrade". For those interested in accessing the data directly, it can be downloaded from the provided link. To facilitate a deeper understanding and utilization of the dataset, a comprehensive list of the variables included is detailed in the README file accompanying the reproducibility package.
    Access policy
    The data is publicly accessible but requires user registration for access. The original source prohibits the republication of this data. Consequently, it is not included in the downloadable package.
    Data URL
    https://comtradeplus.un.org/
    Data statement

    All data sources utilized in this paper are publicly available and have been detailed in the sections above. It's important to note that while the dataset from the UN Comtrade database is publicly accessible, it does not permit republication. Therefore, this specific dataset is not included in the downloadable package. However, details regarding its download and the variables used for analysis are included in the README file accompanying this package.

    Description

    Output
    Stages of Diversification Redux
    Type
    Working Paper
    Title
    Stages of Diversification Redux
    Authors
    Hoda Assem, Roberta Gatti and Daniel Lederman
    Description
    Policy Research Working Paper (PRWP) WPS10709
    URL
    http://documents.worldbank.org/curated/en/099550102222412535
    DOI
    https://doi.org/10.1596/1813-9450-10709
    Authors
    Author Affiliation Email
    Hoda Assem World Bank hassem10@worldbank.org
    Roberta Gatti World Bank rgatti@worldbank.org
    Daniel Lederman World Bank dlederman@worldbank.org
    Date of production

    2024-02

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    F1 Trade F Journal of Economic Literature (JEL)
    F43 Economic Growth of Open Economies F4 Journal of Economic Literature (JEL)
    O11 Macroeconomic Analyses of Economic Development O1 Journal of Economic Literature (JEL)
    O40 General O4 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
    Hoda Assem World Bank hassem10@worldbank.org
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

    Producers
    Name Abbreviation Affiliation Role
    Reyes Retana MRR World Bank Junior Data Scientist
    Date of Production

    2024-02-08

    Document version

    1

    Citation

    Citation
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