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BPEA Conference Drafts, June 25, 2020 Income and poverty in the COVID-19 pandemic Jeehoon Han, University of Chicago Bruce D. Meyer, University of Chicago James X. Sullivan, University of Notre Dame Conflict of Interest Disclosure: The authors did not receive financial support from any firm or person for this paper or from any firm or person with a financial or political interest in this paper. They are currently not officers, directors, or board members of any organization with an interest in McKinsey , week of the month , population in a state , asec for the period , report on the economic , benefit for the covid , estimates for each month , income has little effect , questions about many income , percentile for each month , families at all income , reports in the monthly , poverty will help fed 31-Jan-2021 auto-generated

Equity Investment Strategy: Can shipping data predict financial performance? Maritime & Trade Data from IHS Markit Firms looking for an edge in trading strategies are turning toward the use of valuable alternative data sources. Maritime shipping data has been popular across the spectrum from live vessel tracking to bill of lading information, outlining US import and export volumes for commodity groups. In a recent research paper, the IHS Markit in-house quant team have leveraged U.S. waterborne IHS Markit , jan , equity investment strategy , consensus sales est ntm , ihs markit firms , consensus sales est , equity investment , sales , consensus sales , sales est ntm current , sales est ntm , investment strategy , sales consensus sales , import teus , sales consensus sales estimates , ihs markit , shi 31-Jan-2021 auto-generated

FINANCIAL SERVICES The future of portfolio management Ed Chidsey of IHS Markit considers the power of alternative data like I ntegrating alternative data into the investment process is the future of portfolio management, yet the practice of identifying valu- able, non-traditional datasets is age old. Some call it fundamental anal- ysis, interviewing customers about a company s product. Others call it plain smarts , like using satel- lite imagery to measure crop yields or revenue at the mall. For IHS Markit , future of portfolio management , data , alternative data , alternative , future of portfolio , portfolio management , ihs markit , chidsey ihs markit , portfolio management ed chidsey , services awards winners report , greenwich associates , practice of identifying valu , markit , financial servic 31-Jan-2021 auto-generated

Pulse of Fintech H1 2020 September 2020 home.kpmg/fintechpulse Welcome message Welcome to the H1 20 edition of Pulse of Fintech, a biannual report showcasing major activities and trends within the fintech market globally and in key regions around the world. H1 20 was unlike any time period ever seen before. The rapid emergence of COVID-19 was a major black swan event, sending ripples throughout public markets and driving changes in customer and business behaviors on an unprecedented scale. Given KPMG , investment in the blockchain , services especially in lending , firms that use technology , kong has many banks , technology with the financial , investment here in hong , singapore s new payment , investment by these banks , banks and other financial , fintechpulse about us kpmg , investment in t 31-Jan-2021 auto-generated

Sustainability at the Annual Meeting 2020 The Forum brings together stakeholders to help address the greatest ecological crisis of our time at the Annual Meeting in Davos. On key topics like climate, mobility, energy and the circular economy, our platforms aim to facilitate action-oriented communities of stakeholders from all parts of the international system. We recognize that in offering these platforms, we consume finite resources and cause emissions. We take the utmost care to mitigate our e WEF , crisis of our time , address the greatest ecological , greatest ecological crisis , annual meeting in davos , annual meeting , forum , forum brings together stakeholders , address the greatest , greatest ecological , ecological crisis , meeting in davos , forum brings , davos , annual , meeting , 1-Feb-2021 auto-generated

Community Paper In Collaboration with IEX Group Unlocking Capital Markets to Finance the SDGs September 2019 World Economic Forum 91-93 route de la Capite CH-1223 Cologny/Geneva Switzerland Tel.: +41 (0)22 869 1212 Fax: +41 (0)22 786 2744 Email: contact@weforum.org www.weforum.org 2019 World Economic Forum. All rights reserved. No part of this publication may be reproduced or transmitted in any form or by any means, including photocopying and recording, or by any information storage and retrieva WEF , information are the disclosures , investing from a risk , investing in the sdgs , investors to use responsible , information needs of capital , investment in a company , risks associated with climate , investing with a sustainability , principles and the task , project of the corporate , capital a 1-Feb-2021 auto-generated

Task Force on Low-Carbon Prosperity Recommendations October 2009 The views expressed herein represent a collation of various viewpoints emerging from a series of discussions among the participants in the Task Force on Low-Carbon Prosperity. They do not necessarily reflect the individual institutional viewpoints of any of the Companies or Institutions who took part, or of the World Economic Forum. World Economic Forum 91-93 route de la Capite CH-1223 Cologny/Geneva Switzerland Tel.: +41 (0)22 869 WEF 1-Feb-2021 auto-generated

The New Physics of Financial Services Understanding how artificial intelligence is transforming the financial ecosystem Part of the Future of Financial Services series | Prepared in collaboration with Deloitte August 2018 Introductions Foreword Consistent with the World Economic Forum s mission of applying a multistakeholder approach to address issues of global impact, creating this report involved extensive outreach and dialogue with numerous organizations and individuals. They included the For WEF , institutions with a high , cost of its investment , firms have a head , advice from different customer , shift in how institutions , sector and an introduction , capabilities that ai offers , institutions and the competitive , automates much of customers , members of the financial , partnerships a 1-Feb-2021 auto-generated

White Paper HR4.0: Shaping People Strategies in the Fourth Industrial Revolution In collaboration with Saudi Aramco, Unilever, and Willis Towers Watson December 2019 World Economic Forum 91-93 route de la Capite CH-1223 Cologny/Geneva Switzerland Tel.: +41 (0)22 869 1212 Fax: +41 (0)22 786 2744 Email: contact@weforum.org www.weforum.org World Economic Forum 2019 All rights reserved. No part of this publication may be reproduced or transmitted in any form or by any means, including photocopying a WEF , impact to our people , impact of its work , reskilling for a role , role of the chro , experience with the agile , insight on what skills , strategies and the role , metrics for the future , watson for this paper , platforms for the organization , culture and overall purpose , automation in a worl 1-Feb-2021 auto-generated

Insight Report Future of Consumption in Fast-Growth Consumer Markets: ASEAN A report by the World Economic Forum s Platform on Shaping the Future of Consumption Prepared in collaboration with Bain & Company June 2020 Contents 4 Preface 5 Executive summary 7 Introduction 7 The ASEAN macro-context 7 Four mega-forces will drive the future of consumption in ASEAN 11 Eight consumption themes to 2030, some accelerated due to COVID-19 12 Consumer spending will double, driven by ASEAN s middle-class boo WEF , online for a product , singapore is the region , technology and the future , region is the world , asean as this report , consumers will be online , companies in the world , growth in the philippines , consumption in the fast-growth , future for the region , nam and the philippines , world s next 2-Feb-2021 auto-generated

Transforming Paradigms A Global AI in Financial Services Survey January 2020 Transforming Paradigms A Global AI in Financial Services Survey Table of Contents Forewords .................................................................................................................. 6 Research Team ....................................................................................................... 9 Executive Summary ............................................................................ WEF , business in two years , implications that are transforming , significantly with the usage , analytics in various products , customers and our organisations , firms for the potential , state of ai adoption , firms believe that mass , risks on those areas , case by ai leaders , fintechs and the fint 2-Feb-2021 auto-generated

Alternative Investments 2020 The Future of Capital for Entrepreneurs and SMEs February 2016 World Economic Forum 2015 All rights reserved. No part of this publication may be reproduced or transmitted in any form or by any means, including photocopying and recording, or by any information storage and retrieval system. B Alternative Investments 2020: The Future of Capital for Entrepreneurs and SMEs Contents Executive summary 1 Executive summary 2 1. Introduction 3 1.1. Background 3 1.2. Scope 6 2. WEF , number of vc firms , funds in the credit , crowdfunding is a real , banks and pe firms , lending for uk companies , alternatives by many institutional , bank and other loans , investors in vc firms , growth of the capital , investor in such loans , report in the alternative , capital as an industr 2-Feb-2021 auto-generated

COMMITTED TO IMPROVING THE STATE OF THE WORLD China and the World: Scenarios to 2025 S E I R E S O I R A N E C S D L R O W The views expressed in this publication do not necessarily reflect the views of the World Economic Forum. World Economic Forum 91-93 route de la Capite CH-1223 Cologny/Geneva Switzerland Tel.: +41 (0)22 869 1212 Fax: +41 (0)22 786 2744 E-mail: contact@weforum.org www.weforum.org 2006 World Economic Forum All rights reserved. No part of this publication may be reproduced or t WEF , initiative within the international , systems that were part , cooperation with the chinese , council of the people , country in the world , taiwan into the people , development of its domestic , parts of the region , exports towards these countries , time as the world , share of the world , part 2-Feb-2021 auto-generated

Industry Agenda The Global Energy Architecture Performance Index Report 2013 Executive Summary Prepared in collaboration with Accenture December 2012 World Economic Forum 2012 - All rights reserved. No part of this publication may be reproduced or transmitted in any form or by any means, including photocopying and recording, or by any information storage and retrieval system. The views expressed are those of certain participants in the discussion and do not necessarily reflect the views of all p WEF , summary of its global , performance of various countries , countries have the economic , countries in the eapi , scores in the environmental , china uses most energy , performance against the environmental , eapi is a global , eapi nor any index , performance of an energy , performance on the eapi 2-Feb-2021 auto-generated

Insight ReportThe Global Information Technology Report 2016Innovating in the Digital EconomySilja Baller, Soumitra Dutta, and Bruno Lanvin, editors Insight Report The Global Information Technology Report 2016 Innovating in the Digital Economy Silja Baller, World Economic Forum Soumitra Dutta, Cornell University Bruno Lanvin, INSEAD Editors The World Economic Forum and INSEAD, their agents, officers, and employees do not endorse or in any respect warrant any third-party products or services by vi WEF , icts in the top , top seven all rank , emerging from this year , trend in mean country , access to the system , part of the innovation , baller at the world , year of each data , information on the framework , findings of this report , environment in their countries , score on the affordability , 2-Feb-2021 auto-generated

U . S . D E P A R T M E N T O F T H E T R E A S U R Y A P R I L 2 0 2 1 Executive Summary and Introduction Last week, President Biden proposed the American Jobs Plan, a comprehensive proposal aimed at increasing investment in infrastructure, the production of clean energy, the care economy, and other priorities. Combined, this plan would direct approximately 1 percent of GDP towards these aims, concentrated over eight years. This report describes President Biden s Made in America tax plan, the g IHS Markit , shifting in the united , revenue through the corporate , rate on the gilti , corporations as the irs , states and its international , multinational toward a tax , share of the corporate , states and the international , profits between the corporate , investment since the tax , profit while the uni 21-Apr-2021 auto-generated

2019 CORPORATE CITIZENSHIP & SUSTAINABILITY REPORT TABLE OF CONTENTS 04 MANAGING RISK & BUILDING TRUST 06 ABOUT CME GROUP: A GLOBAL RISK MANAGEMENT PROVIDER 13 WORKFORCE EMPOWERMENT 37 COMMUNITY COMMITMENT 08 OUR ESG COMMITMENT 25 CORPORATE STEWARDSHIP 43 SUSTAINABLE SOLUTIONS 04 | CME GROUP MANAGING RISK & BUILDING TRUST As the world s leading derivatives marketplace, CME Group proudly offers clients and market participants access to the widest range of global benchmark products across all majo IHS Markit , company keeps the board , management as a global , employees with the programs , committee of our board , information in this report , reports to the risk , reports to our risk , committee of the cme , cme group cme group , cme group esg report , cme group , cme group esg , cme group foundation cm 21-Apr-2021 auto-generated

July 2015 The Role of Gas in UK Energy Policy OIES PAPER: NG 100 Chris Le Fevre The contents of this paper are the authors sole responsibility. They do not necessarily represent the views of the Oxford Institute for Energy Studies or any of its members. Copyright 2015 Oxford Institute for Energy Studies (Registered Charity, No. 286084) This publication may be reproduced in part for educational or non-profit purposes without special permission from the copyright holder, provided acknowledgment o IHS Markit 21-Apr-2021 auto-generated

Fuelling the Future Hydrogen s role in supporting the low-carbon economy Joshua Burke and Matt Rooney Foreword by Ben Houchen, Mayor of the Tees Valley Fuelling the Future Hydrogen s role in supporting the low-carbon economy Joshua Burke and Matt Rooney Foreword by Ben Houchen Policy Exchange is the UK s leading think tank. We are an independent, non-partisan educational charity whose mission is to develop and promote new policy ideas that will deliver better public services, a stronger society IHS Markit , production such as steam , potential use of hydrogen , reductions from using hydrogen , production and those technologies , heat used in services , challenges for the power , market such as price , hubs the uk government , rtfo under three price , emissions through the european , assessment by the 22-Apr-2021 auto-generated

Schwab T h e G o b a l l The Global Competitiveness Report 2011 2012 C o m p e t i t i v e n e s s R e p o r t 2 0 1 1 2 0 1 2 Klaus Schwab, World Economic Forum The Global Competitiveness Report 2011-2012 2011 World Economic Forum World Economic Forum Geneva, Switzerland 2011 Professor Klaus Schwab World Economic Forum Editor The Global Competitiveness Report 2011 2012 Professor Xavier Sala-i-Martin Columbia University Chief Advisor of the Centre for Global Competitiveness and Performance The G WEF , weight on those areas , impact on other areas , low and the quality , company and the sector , convention on the law , result of other countries , information on these data , vietnam must also continue , debt in a number , outlook for this trend , tion q within country , association of the philipp 5-May-2021 auto-generated