2020 Quota Data Update


Book Description

This paper presents the annual update of the quota database and extends the database by one year through 2018. The paper provides an overview of the data and of the methodology and covers the quota formula variables and calculated quota shares based on the current quota formula.




2020 Quota Data Update


Book Description

This paper presents the annual update of the quota database and extends the database by one year through 2018. The paper provides an overview of the data and of the methodology and covers the quota formula variables and calculated quota shares based on the current quota formula.




Quota Formula - Data Update


Book Description

The IMF staff has updated individual member country data for the variables used in the quota formula for the period 2001-13. The staff paper also presents updated calculated quota shares based on the current quota formula. The current quota formula includes a GDP variable, which is a blend of GDP at market rates and GDP at purchasing power parity (PPP), openness, variability, and international reserves. The International Monetary and Financial Committee has called for agreement on a new quota formula as part of the 15th General Review of Quotas. The paper presents a limited set of illustrative simulations of possible reforms of the quota formula using the updated quota data. These simulations are purely illustrative and do not represent proposals. The new data tables that can be downloaded via the below link include also the comparable value of each variable for the previous quota dataset, which was based on data covering the period 2000-2012. The information is presented in millions of SDRs (Table A1) and in percent of their respective global totals (Tables A2 and A3). A table showing calculated quota shares based on the current quota formula is also included (Table A4). Data sources and a description of the quota variables are discussed in Quota Formula – Data Update - Statistical Appendix; IMF Policy Paper; July 2015. Download Quota Data: Updated IMF Quota Formula Variables - July 2015




Quotas - Data Update and Simulations


Book Description

The quota database has been updated by one year through 2014. Overall, the results of the update continue the broad trends observed in previous updates, but the shifts between the main country groups are generally smaller. Using the current quota formula, the calculated quota share of Emerging Market and Developing Countries (EMDCs) as a group increases by 0.6 percentage points relative to the 2015 update to 49.3 percent, which is about half the increase in the last update. The paper takes stock of recent discussions on the quota formula, including the outcome of the Quota Formula Review in 2013 and subsequent discussions in the context of the annual quota data updates. It also updates the illustrative simulations of possible reforms of the quota formula presented previously, using the latest data. These simulations have sought to capture possible reforms that would be broadly in line with the conclusions of the Quota Formula Review and Directors’ guidance is sought on the relative merits of these reforms and the most productive areas for future work. Download Quota Data: Updated IMF Quota Formula Variables - September 2016







2019 Quota Data Update


Book Description

The paper presents summary results for the updated data set, with country-by-country details provided in Appendix I. In terms of broad country groups, the results of the data update are broadly consistent with trends observed in previous updates. The aggregate share of Emerging Market and Developing Countries (EMDCs) increased by 0.3 pp, to 50.0 percent, following a small decline in the EMDCs’ share recorded in the 2018 data update. The rising EMDC share reflected again foremost an increase for Asia. Most advanced economies recorded a small decrease in their calculated quota share using the current quota formula.




Fifteenth General Review of Quotas— Additional Considerations and Data Update


Book Description

This paper provides background for a further round of discussions on the Fifteenth General Review of Quotas (hereafter 15th Review). The paper builds on work presented in previous staff papers and Directors’ views expressed in three meetings of the Committee of the Whole in September 2017 and February 2018. No proposals are presented at this stage, pending further Board guidance on possible approaches to narrowing the current differences of views.




Mastering Tableau 2021


Book Description

Build, design, and improve advanced business intelligence solutions using Tableau's latest features, including Tableau Prep Builder, Tableau Hyper, and Tableau Server Key FeaturesMaster new features in Tableau 2021 to solve real-world analytics challengesPerform geo-spatial, time series, and self-service analytics using real-life examplesBuild and publish dashboards and explore storytelling using Python and R integration supportBook Description Tableau is one of the leading business intelligence (BI) tools that can help you solve data analysis challenges. With this book, you will master Tableau's features and offerings in various paradigms of the BI domain. Updated with fresh topics including Quick Level of Detail expressions, the newest Tableau Server features, Einstein Discovery, and more, this book covers essential Tableau concepts and advanced functionalities. Leveraging Tableau Hyper files and using Prep Builder, you'll be able to perform data preparation and handling easily. You'll gear up to perform complex joins, spatial joins, unions, and data blending tasks using practical examples. Next, you'll learn how to execute data densification and further explore expert-level examples to help you with calculations, mapping, and visual design using Tableau extensions. You'll also learn about improving dashboard performance, connecting to Tableau Server and understanding data visualization with examples. Finally, you'll cover advanced use cases such as self-service analysis, time series analysis, and geo-spatial analysis, and connect Tableau to Python and R to implement programming functionalities within it. By the end of this Tableau book, you'll have mastered the advanced offerings of Tableau 2021 and be able to tackle common and advanced challenges in the BI domain. What you will learnGet up to speed with various Tableau componentsMaster data preparation techniques using Tableau Prep BuilderDiscover how to use Tableau to create a PowerPoint-like presentationUnderstand different Tableau visualization techniques and dashboard designsInteract with the Tableau server to understand its architecture and functionalitiesStudy advanced visualizations and dashboard creation techniquesBrush up on powerful self-service analytics, time series analytics, and geo-spatial analyticsWho this book is for This book is designed for business analysts, business intelligence professionals and data analysts who want to master Tableau to solve a range of data science and business intelligence problems. The book is ideal if you have a good understanding of Tableau and want to take your skills to the next level.







Education Technology in the New Normal: Now and Beyond


Book Description

The proceedings of the International Symposium on Open, Distance, and E-Learning (ISODEL 2021) share ideas, either research results or literature reviews, on distance education, media, and education in the digital era. Some recent issues consist of innovative education in the digital era, new media Industry 4.0, Digital Education Transformation, Character Building, Vocational Education 4.0, and Preserving Future Children Characters and Culture. It is expected that the proceedings will provide new insights to the knowledge and practice of education and education technology research. Therefore, such parties involved in education research such as academics, practitioners, business leaders, and others will benefit from the contents of the proceedings.