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GitHub - mmvvff/aamne_decompr: Implements decompr to the OECD's AAMNE datasets
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0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path> </svg> <div> <div class="color-fg-default h4">GitHub Copilot</div> Write better code with AI </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"security","context":"product","tag":"link","label":"security_link_product_navbar"}" href="https://github.com/features/security"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon 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Value-Added Decomposition of the OECD's Analytical AMNE\u003c/h1\u003e\u003ca id=\"user-content-wwz-value-added-decomposition-of-the-oecds-analytical-amne\" class=\"anchor\" aria-label=\"Permalink: WWZ Value-Added Decomposition of the OECD's Analytical AMNE\" href=\"#wwz-value-added-decomposition-of-the-oecds-analytical-amne\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis repository implements the value-added trade accounting framework of Wang et al. (2013) using data from the OECD's \u003ca href=\"https://doi.org/10.1787/d9de288d-en\" rel=\"nofollow\"\u003eAnalytical AMNE\u003c/a\u003e (Activities of Multinational Enterprises) database. The decomposition is performed using the \u003ccode\u003edecompr\u003c/code\u003e R package, and strategies are outlined to estimate value-added trade within sector-to-sector relationships.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eOverview\u003c/h2\u003e\u003ca id=\"user-content-overview\" class=\"anchor\" aria-label=\"Permalink: Overview\" href=\"#overview\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe main objectives of this project are to:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003ePrepare data from the OECD's Analytical AMNE \u003ca href=\"https://www.oecd.org/en/data/datasets/multinational-enterprises-and-global-value-chains.html\" rel=\"nofollow\"\u003edatabase\u003c/a\u003e, following the strategy delineated in Miroudot \u0026amp; Ye (2019: 14).\u003c/li\u003e\n\u003cli\u003eApply the value-added trade accounting framework developed by Wang et al. (2013), using the \u003ccode\u003edecompr\u003c/code\u003e R package to perform the decomposition.\u003c/li\u003e\n\u003cli\u003eDelineate a strategy to estimate VA-trade content for specific sector-sector relations in the context of \u003ccode\u003edecompr\u003c/code\u003e.\u003c/li\u003e\n\u003c/ol\u003e\n\u003cp dir=\"auto\"\u003eThis tool allows researchers and analysts to gain insights into global value chains and the contribution of multinational enterprises to international trade at specific sector-sector relations.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDependencies\u003c/h2\u003e\u003ca id=\"user-content-dependencies\" class=\"anchor\" aria-label=\"Permalink: Dependencies\" href=\"#dependencies\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis project requires R and the following R packages:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003ereadr\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003etidyr\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003edplyr\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003estringr\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003edecompr\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eYou can install these packages using:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-r notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"install.packages(c(\u0026quot;decompr\u0026quot;, \u0026quot;dplyr\u0026quot;, \u0026quot;readr\u0026quot;, \u0026quot;tidyr\u0026quot;, \u0026quot;stringr\u0026quot;))\"\u003e\u003cpre\u003einstall.packages(c(\u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003edecompr\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003edplyr\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003ereadr\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003etidyr\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003estringr\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e))\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eFolder structure and data\u003c/h2\u003e\u003ca id=\"user-content-folder-structure-and-data\" class=\"anchor\" aria-label=\"Permalink: Folder structure and data\" href=\"#folder-structure-and-data\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eYou need to setup in your local machine the following folder structure:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\".\n├── 1_data/ # Raw data files\n├── 2_pipeline/ # Data processing pipelines\n├── 3_output/ # Output files\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003e.\n├── 1_data/ # Raw data files\n├── 2_pipeline/ # Data processing pipelines\n├── 3_output/ # Output files\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIf you prefer not to use your local machine, you may also explore setting up an \u003ca href=\"https://github.com/mmvvff/r_ubuntu\"\u003eR-server in Linux\u003c/a\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe above folder structure draws on \u003ca href=\"https://towardsdatascience.com/how-to-keep-your-research-projects-organized-part-1-folder-structure-10bd56034d3a\" rel=\"nofollow\"\u003eTies de Kok's suggestions\u003c/a\u003e. The first lines of code in all scripts include these suggestions to facilitate the creation of subfolders.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe data used in this project comes from the OECD's Analytical AMNE \u003ca href=\"https://www.oecd.org/en/data/datasets/multinational-enterprises-and-global-value-chains.html\" rel=\"nofollow\"\u003edatabase\u003c/a\u003e. You will need to download this data separately and place it in the \u003ccode\u003e1_data/\u003c/code\u003e directory. Please refer to the OECD website for access and usage terms. For convenience, a \u003ca href=\"/mmvvff/aamne_decompr/blob/main/data_urls\"\u003eTSV file\u003c/a\u003e has been prepared with a list of static URLs for the latest aAMNE 2023 release (updated May 2024).\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe scripts in this project can handle both the 2018 and 2023 versions of aAMNE.\nThe choice between versions depends on the researcher's judgment and specific research needs.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUsage\u003c/h2\u003e\u003ca id=\"user-content-usage\" class=\"anchor\" aria-label=\"Permalink: Usage\" href=\"#usage\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eClone this repository:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"git clone https://github.com/mmvvff/aamne_decompr.git\ncd aamne_decompr\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003egit clone https://github.com/mmvvff/aamne_decompr.git\ncd aamne_decompr\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003ePlace the OECD Analytical AMNE data in the \u003ccode\u003e1_data/\u003c/code\u003e directory.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eThere are two main subsets of R scripts: single core and parallel processing. I strongly suggest to use the latter for faster processing times.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eFor single core processing:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"Rscript -e 'source(\u0026quot;src/1_prepdata_sngl.R\u0026quot;); source(\u0026quot;src/cou/2_decompr_cou_sngl.R\u0026quot;)'\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003eRscript -e 'source(\"src/1_prepdata_sngl.R\"); source(\"src/cou/2_decompr_cou_sngl.R\")'\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eFor parallel processing:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"Rscript -e 'source(\u0026quot;src/1_prepdata_prll.R\u0026quot;); source(\u0026quot;src/cou/2_decompr_cou_prll.R\u0026quot;)'\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003eRscript -e 'source(\"src/1_prepdata_prll.R\"); source(\"src/cou/2_decompr_cou_prll.R\")'\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eThere are two additional subsets of scripts addressing different analytical concerns:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eIf you are interested in revealing the VA content via backward linkages with the entire economy, choose this \u003ca href=\"https://github.com/mmvvff/aamne_decompr/tree/main/src/cou\"\u003esubset of scripts\u003c/a\u003e. These scripts help reveal the aggregate VA contributions from all sectors of origin (sources of VA) to each of the sectors of destination (users of VA) covered in the aAMNE database. This is the typical approach of \u003ccode\u003edecompr\u003c/code\u003e. Please look at the \u003ca href=\"/mmvvff/aamne_decompr/blob/main/src/0_ubuntu_example_run/example-decompr-cou-readme.md\"\u003eexample provided\u003c/a\u003e.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eAlternatively, if you are interested in revealing the VA content via backward linkages with a special focus on certain sectors (e.g., only tradable sectors), choose this \u003ca href=\"https://github.com/mmvvff/aamne_decompr/tree/main/src/cousec\"\u003esubset of scripts\u003c/a\u003e. These scripts help reveal the VA contributions from a specific sector of origin (source of VA) to each of the sectors of destination (users of VA) covered in the aAMNE database. To accomplish this, these scripts modify the inputs feeding into \u003ccode\u003edecompr\u003c/code\u003e. Please look closely at the \u003ca href=\"/mmvvff/aamne_decompr/blob/main/src/0_ubuntu_example_run/example-decompr-cousec-readme.md\"\u003eexample provided\u003c/a\u003e.\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eThe main results will be saved in the \u003ccode\u003eoutput/\u003c/code\u003e directory.\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eStructure\u003c/h2\u003e\u003ca id=\"user-content-structure\" class=\"anchor\" aria-label=\"Permalink: Structure\" href=\"#structure\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe repository is structured as follows:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\".\n├── src/ # Source code\n│ ├── cou/\n│ │ ├── 1_decompr_sngl.R # Script\n│ │ └── ... \n│ ├── 1_prepdata_sngl.R\n│ └── ... \n├── README.md # This file\n└── LICENSE # License file\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003e.\n├── src/ # Source code\n│ ├── cou/\n│ │ ├── 1_decompr_sngl.R # Script\n│ │ └── ... \n│ ├── 1_prepdata_sngl.R\n│ └── ... \n├── README.md # This file\n└── LICENSE # License file\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eContributing\u003c/h2\u003e\u003ca id=\"user-content-contributing\" class=\"anchor\" aria-label=\"Permalink: Contributing\" href=\"#contributing\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eContributions to this project are welcome, but keep in mind that this is \u003cstrong\u003ea work in progress\u003c/strong\u003e. For example, there is some data not fully explained that is used to aggregate sectors for my own research purposes.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003ePlease fork the repository and submit a pull request with your changes.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCitation\u003c/h2\u003e\u003ca id=\"user-content-citation\" class=\"anchor\" aria-label=\"Permalink: Citation\" href=\"#citation\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIf you use this tool in your research, please cite both this repository and the following references:\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eMiroudot, Sébastien \u0026amp; Ye, Ming (2019). \"Multinational production in value-added terms\". \u003ca href=\"https://doi.org/10.1080/09535314.2019.1701997\" rel=\"nofollow\"\u003eEconomic Systems Research, Online version\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eQuast, B.A. and V. Kummritz (2015). \"decompr: Global Value Chain decomposition in R\". \u003ca href=\"https://repec.graduateinstitute.ch/pdfs/cteiwp/CTEI-2015-01.pdf\" rel=\"nofollow\"\u003eCTEI Working Papers, 1\u003c/a\u003e. For the R project, \u003ca href=\"https://cran.r-project.org/web/packages/decompr/index.html\" rel=\"nofollow\"\u003efollow this link\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eWang, Z., Wei, S. J., \u0026amp; Zhu, K. (2013). \"Quantifying international production sharing at the bilateral and sector levels\" (\u003ca href=\"https://www.nber.org/papers/w19677\" rel=\"nofollow\"\u003eNo. w19677\u003c/a\u003e). National Bureau of Economic Research.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLicense\u003c/h2\u003e\u003ca id=\"user-content-license\" class=\"anchor\" aria-label=\"Permalink: License\" href=\"#license\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis project is licensed under the MIT License - see the LICENSE file for details.\u003c/p\u003e\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":1,"text":"WWZ Value-Added Decomposition of the OECD's Analytical AMNE","anchor":"wwz-value-added-decomposition-of-the-oecds-analytical-amne","htmlText":"WWZ Value-Added Decomposition of the OECD's Analytical AMNE"},{"level":2,"text":"Overview","anchor":"overview","htmlText":"Overview"},{"level":2,"text":"Dependencies","anchor":"dependencies","htmlText":"Dependencies"},{"level":2,"text":"Folder structure and data","anchor":"folder-structure-and-data","htmlText":"Folder structure and data"},{"level":2,"text":"Usage","anchor":"usage","htmlText":"Usage"},{"level":2,"text":"Structure","anchor":"structure","htmlText":"Structure"},{"level":2,"text":"Contributing","anchor":"contributing","htmlText":"Contributing"},{"level":2,"text":"Citation","anchor":"citation","htmlText":"Citation"},{"level":2,"text":"License","anchor":"license","htmlText":"License"}],"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Fmmvvff%2Faamne_decompr"}},{"displayName":"LICENSE","repoName":"aamne_decompr","refName":"main","path":"LICENSE","preferredFileType":"license","tabName":"MIT","richText":null,"loaded":false,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":null,"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Fmmvvff%2Faamne_decompr"}}],"overviewFilesProcessingTime":0}},"appPayload":{"helpUrl":"https://docs.github.com","findFileWorkerPath":"/assets-cdn/worker/find-file-worker-9f8a877aa99f.js","findInFileWorkerPath":"/assets-cdn/worker/find-in-file-worker-96e76d5fdb2c.js","githubDevUrl":null,"enabled_features":{"copilot_workspace":null,"code_nav_ui_events":false,"overview_shared_code_dropdown_button":false,"react_blob_overlay":false,"copilot_conversational_ux_embedding_update":false,"copilot_smell_icebreaker_ux":true,"accessible_code_button":true}}}}</script> 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1.5h-8.5a.75.75 0 0 1 0-1.5Zm0 5h8.5a.75.75 0 0 1 0 1.5h-8.5a.75.75 0 0 1 0-1.5ZM2 14a1 1 0 1 1 0-2 1 1 0 0 1 0 2Zm1-6a1 1 0 1 1-2 0 1 1 0 0 1 2 0ZM2 4a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z"></path></svg></button></div><div class="Box-sc-g0xbh4-0 QkQOb js-snippet-clipboard-copy-unpositioned undefined" data-hpc="true"><article class="markdown-body entry-content container-lg" itemprop="text"><div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">WWZ Value-Added Decomposition of the OECD's Analytical AMNE</h1><a id="user-content-wwz-value-added-decomposition-of-the-oecds-analytical-amne" class="anchor" aria-label="Permalink: WWZ Value-Added Decomposition of the OECD's Analytical AMNE" href="#wwz-value-added-decomposition-of-the-oecds-analytical-amne"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">This repository implements the value-added trade accounting framework of Wang et al. (2013) using data from the OECD's <a href="https://doi.org/10.1787/d9de288d-en" rel="nofollow">Analytical AMNE</a> (Activities of Multinational Enterprises) database. The decomposition is performed using the <code>decompr</code> R package, and strategies are outlined to estimate value-added trade within sector-to-sector relationships.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Overview</h2><a id="user-content-overview" class="anchor" aria-label="Permalink: Overview" href="#overview"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The main objectives of this project are to:</p> <ol dir="auto"> <li>Prepare data from the OECD's Analytical AMNE <a href="https://www.oecd.org/en/data/datasets/multinational-enterprises-and-global-value-chains.html" rel="nofollow">database</a>, following the strategy delineated in Miroudot & Ye (2019: 14).</li> <li>Apply the value-added trade accounting framework developed by Wang et al. (2013), using the <code>decompr</code> R package to perform the decomposition.</li> <li>Delineate a strategy to estimate VA-trade content for specific sector-sector relations in the context of <code>decompr</code>.</li> </ol> <p dir="auto">This tool allows researchers and analysts to gain insights into global value chains and the contribution of multinational enterprises to international trade at specific sector-sector relations.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Dependencies</h2><a id="user-content-dependencies" class="anchor" aria-label="Permalink: Dependencies" href="#dependencies"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">This project requires R and the following R packages:</p> <ul dir="auto"> <li><code>readr</code></li> <li><code>tidyr</code></li> <li><code>dplyr</code></li> <li><code>stringr</code></li> <li><code>decompr</code></li> </ul> <p dir="auto">You can install these packages using:</p> <div class="highlight highlight-source-r notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="install.packages(c("decompr", "dplyr", "readr", "tidyr", "stringr"))"><pre>install.packages(c(<span class="pl-s"><span class="pl-pds">"</span>decompr<span class="pl-pds">"</span></span>, <span class="pl-s"><span class="pl-pds">"</span>dplyr<span class="pl-pds">"</span></span>, <span class="pl-s"><span class="pl-pds">"</span>readr<span class="pl-pds">"</span></span>, <span class="pl-s"><span class="pl-pds">"</span>tidyr<span class="pl-pds">"</span></span>, <span class="pl-s"><span class="pl-pds">"</span>stringr<span class="pl-pds">"</span></span>))</pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Folder structure and data</h2><a id="user-content-folder-structure-and-data" class="anchor" aria-label="Permalink: Folder structure and data" href="#folder-structure-and-data"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">You need to setup in your local machine the following folder structure:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content=". ├── 1_data/ # Raw data files ├── 2_pipeline/ # Data processing pipelines ├── 3_output/ # Output files"><pre class="notranslate"><code>. ├── 1_data/ # Raw data files ├── 2_pipeline/ # Data processing pipelines ├── 3_output/ # Output files </code></pre></div> <p dir="auto">If you prefer not to use your local machine, you may also explore setting up an <a href="https://github.com/mmvvff/r_ubuntu">R-server in Linux</a>.</p> <p dir="auto">The above folder structure draws on <a href="https://towardsdatascience.com/how-to-keep-your-research-projects-organized-part-1-folder-structure-10bd56034d3a" rel="nofollow">Ties de Kok's suggestions</a>. The first lines of code in all scripts include these suggestions to facilitate the creation of subfolders.</p> <p dir="auto">The data used in this project comes from the OECD's Analytical AMNE <a href="https://www.oecd.org/en/data/datasets/multinational-enterprises-and-global-value-chains.html" rel="nofollow">database</a>. You will need to download this data separately and place it in the <code>1_data/</code> directory. Please refer to the OECD website for access and usage terms. For convenience, a <a href="/mmvvff/aamne_decompr/blob/main/data_urls">TSV file</a> has been prepared with a list of static URLs for the latest aAMNE 2023 release (updated May 2024).</p> <p dir="auto">The scripts in this project can handle both the 2018 and 2023 versions of aAMNE. The choice between versions depends on the researcher's judgment and specific research needs.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Usage</h2><a id="user-content-usage" class="anchor" aria-label="Permalink: Usage" href="#usage"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ol dir="auto"> <li> <p dir="auto">Clone this repository:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="git clone https://github.com/mmvvff/aamne_decompr.git cd aamne_decompr"><pre class="notranslate"><code>git clone https://github.com/mmvvff/aamne_decompr.git cd aamne_decompr </code></pre></div> </li> <li> <p dir="auto">Place the OECD Analytical AMNE data in the <code>1_data/</code> directory.</p> </li> <li> <p dir="auto">There are two main subsets of R scripts: single core and parallel processing. I strongly suggest to use the latter for faster processing times.</p> <p dir="auto">For single core processing:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="Rscript -e 'source("src/1_prepdata_sngl.R"); source("src/cou/2_decompr_cou_sngl.R")'"><pre class="notranslate"><code>Rscript -e 'source("src/1_prepdata_sngl.R"); source("src/cou/2_decompr_cou_sngl.R")' </code></pre></div> <p dir="auto">For parallel processing:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="Rscript -e 'source("src/1_prepdata_prll.R"); source("src/cou/2_decompr_cou_prll.R")'"><pre class="notranslate"><code>Rscript -e 'source("src/1_prepdata_prll.R"); source("src/cou/2_decompr_cou_prll.R")' </code></pre></div> </li> <li> <p dir="auto">There are two additional subsets of scripts addressing different analytical concerns:</p> <ul dir="auto"> <li> <p dir="auto">If you are interested in revealing the VA content via backward linkages with the entire economy, choose this <a href="https://github.com/mmvvff/aamne_decompr/tree/main/src/cou">subset of scripts</a>. These scripts help reveal the aggregate VA contributions from all sectors of origin (sources of VA) to each of the sectors of destination (users of VA) covered in the aAMNE database. This is the typical approach of <code>decompr</code>. Please look at the <a href="/mmvvff/aamne_decompr/blob/main/src/0_ubuntu_example_run/example-decompr-cou-readme.md">example provided</a>.</p> </li> <li> <p dir="auto">Alternatively, if you are interested in revealing the VA content via backward linkages with a special focus on certain sectors (e.g., only tradable sectors), choose this <a href="https://github.com/mmvvff/aamne_decompr/tree/main/src/cousec">subset of scripts</a>. These scripts help reveal the VA contributions from a specific sector of origin (source of VA) to each of the sectors of destination (users of VA) covered in the aAMNE database. To accomplish this, these scripts modify the inputs feeding into <code>decompr</code>. Please look closely at the <a href="/mmvvff/aamne_decompr/blob/main/src/0_ubuntu_example_run/example-decompr-cousec-readme.md">example provided</a>.</p> </li> </ul> </li> <li> <p dir="auto">The main results will be saved in the <code>output/</code> directory.</p> </li> </ol> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Structure</h2><a id="user-content-structure" class="anchor" aria-label="Permalink: Structure" href="#structure"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The repository is structured as follows:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content=". ├── src/ # Source code │ ├── cou/ │ │ ├── 1_decompr_sngl.R # Script │ │ └── ... │ ├── 1_prepdata_sngl.R │ └── ... ├── README.md # This file └── LICENSE # License file"><pre class="notranslate"><code>. ├── src/ # Source code │ ├── cou/ │ │ ├── 1_decompr_sngl.R # Script │ │ └── ... │ ├── 1_prepdata_sngl.R │ └── ... ├── README.md # This file └── LICENSE # License file </code></pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Contributing</h2><a id="user-content-contributing" class="anchor" aria-label="Permalink: Contributing" href="#contributing"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Contributions to this project are welcome, but keep in mind that this is <strong>a work in progress</strong>. For example, there is some data not fully explained that is used to aggregate sectors for my own research purposes.</p> <p dir="auto">Please fork the repository and submit a pull request with your changes.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Citation</h2><a id="user-content-citation" class="anchor" aria-label="Permalink: Citation" href="#citation"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">If you use this tool in your research, please cite both this repository and the following references:</p> <p dir="auto">Miroudot, Sébastien & Ye, Ming (2019). "Multinational production in value-added terms". <a href="https://doi.org/10.1080/09535314.2019.1701997" rel="nofollow">Economic Systems Research, Online version</a></p> <p dir="auto">Quast, B.A. and V. Kummritz (2015). "decompr: Global Value Chain decomposition in R". <a href="https://repec.graduateinstitute.ch/pdfs/cteiwp/CTEI-2015-01.pdf" rel="nofollow">CTEI Working Papers, 1</a>. For the R project, <a href="https://cran.r-project.org/web/packages/decompr/index.html" rel="nofollow">follow this link</a></p> <p dir="auto">Wang, Z., Wei, S. J., & Zhu, K. (2013). "Quantifying international production sharing at the bilateral and sector levels" (<a href="https://www.nber.org/papers/w19677" rel="nofollow">No. w19677</a>). National Bureau of Economic Research.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">License</h2><a id="user-content-license" class="anchor" aria-label="Permalink: License" href="#license"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">This project is licensed under the MIT License - see the LICENSE file for details.</p> </article></div></div></div></div></div> <!-- --> <!-- --> <script type="application/json" id="__PRIMER_DATA_:R0:__">{"resolvedServerColorMode":"day"}</script></div> </react-partial> <input type="hidden" data-csrf="true" value="yZWeO4fKl71XbLqq7JJTYOFqcupwaNCIsVeQfVJz2dd2WuSlOTRDbgY74K744KVlASfDxRbfNaHDvW5nAi3nnA==" /> </div> <div data-view-component="true" class="Layout-sidebar"> <div class="BorderGrid about-margin" data-pjax> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <div class="hide-sm hide-md"> <h2 class="mb-3 h4">About</h2> <p class="f4 my-3"> Implements decompr to the OECD's AAMNE datasets </p> <h3 class="sr-only">Resources</h3> <div class="mt-2"> <a class="Link--muted" data-analytics-event="{"category":"Repository Overview","action":"click","label":"location:sidebar;file:readme"}" href="#readme-ov-file"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-book mr-2"> 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