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The next normal arrives: Trends that will define 2021 and beyond The COVID-19 pandemic has changed the world, and its effects will last. Here are some factors that business leaders should keep in mind as they prepare for the next normal. by Kevin Sneader and Shubham Singhal January 2021 Grant Faint / SeventyFour / Getty Images Businesses have spent much of the past nine months scrambling to adapt to extraordinary circumstances. While the fight against the COVID-19 pandemic is not yet won, with a McKinsey , travel took five years , sneader is the global , companies are three times , percent of a year , china and the united , percent of the global , united states , percent , crisis , business , travel , global , business travel , united , united kingdom , normal arrives , companies , mckinsey global i 31-Jan-2021 auto-generated

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

Reskilling China Transforming the world s largest workforce into lifelong learners January 2021 McKinsey Global Institute Since its founding in 1990, the McKinsey Global Institute (MGI) has sought to develop a deeper understanding of the evolving global economy. As the business and economics research arm of McKinsey & Company, MGI aims to help leaders in the commercial, public, and social sectors understand trends and forces shaping the global economy. MGI research combines the disciplines of ec McKinsey , workforce to be lifelong , china could have access , shift to different skills , people according to government , technology during the school , high value of social , percent of the average , students is the high , changes to these systems , companies on a national , percent of the figure , servi 31-Jan-2021 auto-generated

USCA Case #21-1021 Document #1880397 Filed: 01/15/2021 Page 1 of 47 IN UNITED STATES COURT OF APPEALS FOR THE DISTRICT OF COLUMBIA CIRCUIT CENTER FOR BIOLOGICAL DIVERSITY, FRIENDS OF THE EARTH, and SIERRA CLUB, Petitioners, v. UNITED STATES ENVIRONMENTAL PROTECTION AGENCY and ANDREW WHEELER, Administrator, U.S. Environmental Protection Agency, Respondents. ) ) ) ) ) ) ) ) ) ) ) ) ) ) 21-1021 Case No. ______ PETITION FOR REVIEW Pursuant to Clean Air Act 307(b)(1), 42 U.S.C. 7607(b)(1), Federal Ru IHS Markit , dates in their analysis , level of the standard , costs associated with certification , production and new type , docket for this action , technologies from most cost , dates for new type , engines used on covered , faa and the department , party to this action , service were the airbus , general 31-Jan-2021 auto-generated

2021 Energy & Carbon Summary 2 | 2021 Energy & Carbon Summary Table of Contents 5 11 33 39 3 EXECUTIVE SUMMARY 5 GOVERNANCE 6 Climate change risk oversight 7 Coordination and support of board committees 9 Board composition and evaluation 11 STRATEGY 12 Energy supply and demand trends 14 Considering 2oC scenarios 16 Signposts for the evolving energy landscape 17 Potential impact on proved reserves and resources 20 Positioning for a lower-carbon energy future 22 Developing and deploying scalable t IHS Markit , average of the scenarios , industry use of oil , operation in which exxonmobil , demand t t average , exxonmobil have to reduce , report and in item , emissions across its operations , percent of the world , emissions associated with production , changes to the committees , technologies such as ca 31-Jan-2021 auto-generated

Path to hydrogen competitiveness A cost perspective20 January 2020 Published in January 2020 by the Hydrogen Council. Copies of this document are available upon request or can be downloaded from our website: www.hydrogencouncil.com. This report was authored by the Hydrogen Council with analytical support from McKinsey & Company and, for selected technical areas, E4tech. The authors of this report confirm that: 1. There are no recommendations and/or any measures and/or trajectories within the rep IHS Markit , hydrogen for an ammonia , higher for the hydrogen , hydrogen than a mid-size , vehicles have a production , fuels from a carbon , bevs in the large , scale up to cost , competitiveness in many applications , costs and the scale-up , scale in the hydrogen , ammonia of about usd , ccs are the altern 31-Jan-2021 auto-generated

32520 Federal Register / Vol. 84, No. 130 / Monday, July 8, 2019 / Rules and Regulations ENVIRONMENTAL PROTECTION AGENCY 40 CFR Part 60 [EPA HQ OAR 2017 0355: FRL 9995 70 OAR] RIN 2060 AT67 Repeal of the Clean Power Plan; Emission Guidelines for Greenhouse Gas Emissions From Existing Electric Utility Generating Units; Revisions to Emission Guidelines Implementing Regulations AGENCY: Environmental Protection Agency (EPA). ACTION: Final rule. SUMMARY: The U.S. Environmental Protection Agency (EPA) IHS Markit , pollutant for that rule , emissions of any pollutants , benefits in the ria , state considers the remaining , act on the submission , facilities at a plant , facilities at different plants , electric and the sip , provide for a source , ace is any fossil , provisions under this section , considera 31-Jan-2021 auto-generated

2136 Federal Register / Vol. 86, No. 6 / Monday, January 11, 2021 / Rules and Regulations ENVIRONMENTAL PROTECTION AGENCY 40 CFR Parts 87 and 1030 [EPA HQ OAR 2018 0276; FRL 10018 45 OAR] RIN 2060 AT26 Control of Air Pollution From Airplanes and Airplane Engines: GHG Emission Standards and Test Procedures AGENCY: Environmental Protection Agency (EPA). ACTION: Final rule. SUMMARY: The Environmental Protection Agency (EPA) is adopting greenhouse gas (GHG) emission standards applicable to certain c IHS Markit , dates in their analysis , level of the standard , costs associated with certification , production and new type , technologies from most cost , dates for new type , engines used on covered , service were the airbus , standards at appropriate levels , level as the airplane , number for the public , 31-Jan-2021 auto-generated

COMMENTS OF CALIFORNIA (BY AND THROUGH THE CALIFORNIA ATTORNEY GENERAL AND CALIFORNIA AIR RESOURCES BOARD), CONNECTICUT, ILLINOIS, MARYLAND, MASSACHUSETTS, MINNESOTA, NEW JERSEY, NEW YORK, OREGON, VERMONT, WASHINGTON, AND THE DISTRICT OF COLUMBIA NOTICE OF PROPOSED RULEMAKING ON THE CONTROL OF AIR POLLUTION FROM AIRPLANES AND AIRPLANE ENGINES: GREENHOUSE GAS EMISSION STANDARDS AND TEST PROCEDURES EPA HQ-OAR-2018-0267 October 19, 2020 TABLE OF CONTENTS I. EXECUTIVE SUMMARY ...................... IHS Markit , fuel in new york , standards do not reduce , standards that would reduce , aircraft that would reduce , science and the impacts , emissions and more extreme , standards that actually reduce , emissions from the transportation , emissions to these threats , impacts in the commenting , level that al 31-Jan-2021 auto-generated

IN THE UNITED STATES COURT OF APPEALS FOR THE DISTRICT OF COLUMBIA CIRCUIT State of California, State of Connecticut, State of Illinois, State of Maryland, Commonwealth of Massachusetts, State of Minnesota, State of New Jersey, State of New York, State of Oregon, Commonwealth of Pennsylvania, State of Vermont, State of Washington, District of Columbia, Environmental Protection Agency, Respondent. Petitioners, v. PETITION FOR REVIEW Case No. 21-____ Pursuant to Federal Rule of Appellate Procedure IHS Markit , production of that design , engines having a maximum , docket for this action , airplane are not constant , improvements to the metric , constant across all airplanes , general for the district , agency of the united , costs associated with certification , date of the final , dates in their analys 31-Jan-2021 auto-generated

Agile and resilient: Alternative investments embrace the new reality 2020 KPMG/AIMA Global Hedge Fund Survey: COVID-19 special edition KPMG International home.kpmg/hedgefunds2020 Foreword The environment and implications from COVID-19 demonstrated that in times of market volatility and business uncertainty alternative investments fulfl an important role in an investor s portfolio. Throughout the pandemic, the Hedge Fund industry has shown its ability to manage risk and volatility while still pro KPMG , frms and their investors , investment into their investor , talent available from frms , talent to their frms , talent or to source , investors looking for alternatives , managers in the survey , frms of the kpmg , kpmg international cooperative , kpmg international , hedge fund manager , asset ma 31-Jan-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

Incentivizing responsible and secure innovationPrinciples and guidance for investorsCentre for CybersecurityJuly 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 2018 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 WEF , risks for the product , organization after the investment , risk that the target , assessment of the target , risk that the organization , cybersecurity is a business , target for each assessment , companies towards better security , technology from a cyber , assessment in the investment , princip 1-Feb-2021 auto-generated

The Global Competitiveness Report S PEC I A L E D I T I O N 2 0 20 How Countries are Performing on the Road to Recovery Klaus Schwab Saadia Zahidi World Economic Forum Terms of use and disclaimer The analysis presented in the Global Competitiveness Report Special Edition 2020 (herein: report ) is based on a methodology integrating the latest statistics from international organizations and a survey of executives. The methodology, developed in collaboration with leading experts and practitioners t WEF , education for the future , collaboration with other companies , firms in the system , technologies that could support , funds such as israel , technologies in all sectors , economies from the average , weight to each response , countries in this area , investments and instead incentivize , revival 1-Feb-2021 auto-generated

Industry Agenda Industry Agenda Charting the Course: From the Margins to How Mainstream Investors can the Mainstream Design Visionary and Pragmatic Assessment of the Impact Impact Investing Strategies Investment Sector and Opportunities to Engage Mainstream Investors A report by the World Economic Forum Investors Industries A report by the World Economic Forum Investors Industries Prepared in collaboration with Deloitte Touche Tohmatsu Prepared in collaboration with Deloitte Touche Tohmatsu Sept WEF , investors as a challenge , section looks at growth , strategy with the potential , risk in the forum , investors for the risks , management in the united , million for their social , market and the sector , opportunities of the business , management is a private , report is to provide , opportunit 1-Feb-2021 auto-generated

Diversity, Equity and Inclusion 4.0 A toolkit for leaders to accelerate social progress in the future of work June 2020 2 Preface The start of the decade has seen a convergence of three major trends: the accelerated use of Fourth Industrial Revolution technologies in the midst of the pandemic, job market disruptions to both remote work and work requiring physical presence, and a wide-ranging call for greater inclusivity, equity and social justice. Now more than ever, in the midst of such sweepin WEF , experiences of their employees , leaders of the organization , business and other leaders , inclusion in the workplace , forum s new economy , economy of the future , inclusion across the organization , equity and inclusion , inclusion , diversity , world economic forum , equity , accelerate socia 1-Feb-2021 auto-generated

Precision Medicine Readiness Principles Resource Guide: Care integration W H I T E P A P E R J A N U A R Y 2 0 2 1 Contents Introduction 1 Infrastructure capabilities 1.1 Electronic health record 1.2 Care accessibility and clinical utility 1.3 Reimbursement 2 Social capabilities 2.1 Patient inclusion and experience 2.2 Provider education and training 2.3 Policy and ethical considerations 3 Precision medicine programmes and implementation Contributors References 3 4 6 7 8 9 10 10 12 13 16 17 2021 WEF , data into the health , readiness for the implementation , medicine from the research , precision medicine readiness principles , medicine readiness principles resource , readiness principles resource guide , precision medicine , precision medicine readiness , medicine readiness principles , readin 1-Feb-2021 auto-generated

Industry Agenda Electric Vehicles for Smarter Cities: The Future of Energy and Mobility In collaboration with Bain & Company January 2018 World Economic Forum 2018 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. REF 020218 - case 40232 Contents 4 Preface 5 Overview 7 The vision 12 The value of the transformation 16 Recommendations for action 22 WEF , services associated with evs , fleet in the world , integration of the grid , development of the charging , transformation would instead focus , integration with other grid , evs as the cost , charging in the build , cities such as oslo , mobility such as car , services to the electricity , integr 2-Feb-2021 auto-generated

covers_UAE.qxd:GCCs_covers_Scenarios 11.12.2007 9:39 Page 1 i r a t e s a n d t h e W o r l d : S c e n a r i o s t o 2 0 2 5 The World Economic Forum is an independent international organization committed to improving the state of the world by engaging leaders in partnerships to shape global, regional and industry agendas. Incorporated as a foundation in 1971, and based in Geneva, Switzerland, the World Economic Forum is impartial and not-for-profit; it is tied to no political, partisan or nati WEF , countries in the region , trade between the emirates , years to the year , sectors such as financial , business in the country , education in the united , leaders in the uae , policy in the region , market that the country , price and other price , growth in a region , report by the dubai , reply 2-Feb-2021 auto-generated

Safe Drive Initiative: Creating safe autonomous vehicle policy C O M M U N I T Y P A P E R O C T O B E R 2 0 2 0 3 4 6 6 6 7 7 7 9 9 10 10 12 13 13 14 14 15 16 16 17 18 19 20 Contents Preface 1 Executive summary 2 Key terminology 2.1 Defining verification methods 2.2 Other reference terms 3 Motivation 3.1 State of the industry 3.2 Current state of autonomous vehicle policy initiatives Technical standards International validation initiatives 4 AV policy case studies 4.1 USA self-certification Cas WEF , approach to av testing , vehicles when the technology , safety for all road , testing in the state , approach to av policy , odd within the regulator , singapore these three case , safety of the public , vehicles on uk roads , avs within an odd , safe for the public , development of av policy , av 2-Feb-2021 auto-generated

White Paper Building Value with Blockchain Technology: How to Evaluate Blockchain s Benefits In collaboration with Accenture July 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 inform WEF , decision-makers see how blockchain , organizations can use blockchain , organizations with a blockchain , building value with blockchain , world economic forum , blockchain technology , blockchain , blockchain technology key dimension , technology , economic forum , world economic , world economic 2-Feb-2021 auto-generated

Macro indicators and sector exposures March 2021 Research Signals A year ago 16 March, US equity markets had one of the worst single-day sell-offs on record, with major indexes recording double-digit declines, as stocks headed to the 23 March pandemic low. Since that time, markets have risen dramatically, supported by near-zero interest rates and the expansion of the Federal Reserve s balance sheet coupled with two rounds of federal stimulus payments, with fresh highs continuing to be recorded a IHS Markit , exposures are to sectors , markit owns all ihs , ihs markit , select sector spdr fund , ihs markit energy technology , ihs markit energy select , ihs markit figure , energy select sector spdr , technology select sector spdr , ihs markit ishares russell , ihs markit sector exposures , ihs markit et 21-Apr-2021 auto-generated

DISCLAIMER AND COPYRIGHT This work is a product of the Coalition of Finance Ministers for Climate Action. The findings, interpretations, and conclusions expressed in this paper are entirely those of the author(s). The boundaries, colors, denominations, and other information shown on any map or infographics in this work do not imply any judgment on the part of the Coalition of Finance Ministers for Climate Action concerning the legal status of any territory or the endorsement or acceptance of su IHS Markit , resilience through better risk , challenge for all finance , partnerships and new market , crisis and to work , impact on a government , impacts of the global , ensure that all investment , support to the fossil , partnership and the global , impact of a stimulus , resilience of the recovery , ris 21-Apr-2021 auto-generated

Investment Stewardship Investment Stewardship 2020 Semiannual Report December 31, 2020 2020 Annual Report An introduction from our chairman and CEO A letter to our fund shareholders Our four principles Our program Investment Stewardship at a glance Regional roundup Engagement case studies Pandemic Climate risk Diversity Executive compensation Human rights Key votes Proxy voting history Company engagements 1 2 3 4 5 6 10 11 14 20 22 25 26 35 36 An introduction from our chairman and CEO Tim Buckle IHS Markit , united under the siemens , risks from becoming governance , management as some industries , company s new strategy , resources to our international , change placed the company , funds did not support , risks associated with duke , support and any concerns , changes to the executive , engagements w 21-Apr-2021 auto-generated

Energy Resilience Solutions for the Puerto Rico Grid Final Report June 2018 United States Department of Energy Washington, DC 20585 List of Acronyms Act 57 ADMS AIS AMI ANL ARRA BFE CAIDI CHP CILT CIP CRS DER DERMS DHS DOD DOE DSCR EMAC ESF#12 FEMA FEMP FIRM FOMB GDP GMLC GSA ICS INESI IMT IRP ISAC IT LBNL LCOE LIPA LNG MATS MSW NARUC NASEO NEMA NERC NESC NIST Act for the Transformation and Energy Relief of Puerto Rico, 2014 Advanced Distribution Management Systems Automated Information Sharing IHS Markit , recommendations for the government , critical to the commonwealth , investments that use federal , resilience of the electric , service as an economic , plan specified by section , resources of different fuel , microgrid and the customer , infrastructure available to support , review of their emer 21-Apr-2021 auto-generated

MANAGING CLIMATE RISK IN THE U.S. FINANCIAL SYSTEM Report of the Climate-Related Market Risk Subcommittee, Market Risk Advisory Committee of the U.S. Commodity Futures Trading Commission Commissioner Rostin Behnam, Sponsor Bob Litterman, Chairman To view individual subcommittee members concurring statements, if any, please see cftc.gov. Library of Congress Control Number: 2020915930 ISBN: 978-0-578-74841-2 This report is approved by the Subcommittee on Climate-Related Market Risk of the Market R IHS Markit , securities can use disclosure , data on the carbon , change while this report , sectors and across asset , insurance and other government , office of the insurance , impacts and the transition , standards as the board , data such as scope , disclosures of a scope , investments across different ass 21-Apr-2021 auto-generated

April 9, 2021 The Division of Examinations Review of ESG Investing* I. Introduction Investor demand for investment products and financial services that incorporate environmental, social, and governance ( ESG )1 factors has increased in recent years. In response to this demand, a range of investment advisers have offered several ESG investment options, including registered investment companies and pooled investment vehicles, e.g., private funds (collectively, funds ), and separately managed acco IHS Markit , staff of the division , act nor the investment , esg investing , esg , investment company act , investment , investment advisers , advisers act , global esg frameworks , risk alert , advisers , esg frameworks , global esg , esg investing approaches , staff , advisers act section , investing , inve 21-Apr-2021 auto-generated

March 2021 Update PREPA 10-YEAR INFRASTRUCTURE PLAN TABLE OF CONTENTS I. OVERVIEW OF 10-YEAR INFRASTRUCTURE PLAN UPDATE ................................................................... 6 EXECUTIVE SUMMARY ......................................................................................................................... 9 II. III. INTRODUCTION .................................................................................................................................. 24 IV. PREPA S IHS Markit , prepa for the field , work on the objective , reports provides a description , feeders from the damage , reservoir to the toro , access to the dam , juan sp the objective , unit near the san , grid as the system , plan in the near-term , water from the guajataca , program for each transmission , s 21-Apr-2021 auto-generated

We Want Sun and We Want More 75% Distributed Renewable Generation in 15 Years in Puerto Rico Is Achievable and Affordable Ingrid M Vila Biaggi, MS PE, CAMBIO Cathy Kunkel, IEEFA Energy Finance Analyst Agust n A. Irizarry Rivera, PhD, PE With support from: March 2021 We Want Sun and We Want More 75% Distributed Renewable Generation in 15 Years in Puerto Rico Is Achievable and Affordable Ingrid M Vila Biaggi, MS PE, CAMBIO; Cathy Kunkel, IEEFA Energy Finance Analyst; Agust n A. Irizarry Rivera, P IHS Markit , future of the power , generation at the distribution , resources to our energy , modeling of the puerto , prepa and the investment , costs of the scenarios , costs of each scenario , cost of the system , costs in those scenarios , rico into new natural , costs for new generation , prepa does not p 22-Apr-2021 auto-generated

Guidelines on reporting climate-related information Banking and Finance An interactive version of this publication, containing links to online content, is available in PDF format at: https: ec.europa.eu/info/files/190618-climate-related-information-reporting-guidelines_en Guidelines on reporting climate-related information scan QR code to download European Commission Directorate-General for Financial Stability, Financial Services and Capital Markets Union European Commission 1049 Bruxelles/Bruss IHS Markit , indicators in this section , recommendations of the tcfd , related to the climate , company against the indicators , strategy and to metrics , energy from the cdp , emissions against the targets , information with other financial , directive and the recommendations , disclosures and further guidan 23-Apr-2021 auto-generated

The future of financial infrastructure An ambitious look at how blockchain can reshape financial services An Industry Project of the Financial Services Community | Prepared in collaboration with Deloitte Part of the Future of Financial Services Series August 2016 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 the Financial Services Community, WEF , fis and other market , data on the ledger , country b and local , information on the ledger , implications for the cost , team the the future , information used by insurers , benefits examples of dlt , role is to provide , equity if a capital , process by which importers , network that allow finan 5-May-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

System Initiative on Environment and Natural Resource Security The New Plastics Economy Catalysing action In Collaboration with the Ellen MacArthur Foundation January 2017 World Economic Forum 2016 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. REF Contents 4 Preface 5 Foreword 6 In Support of the New Plastics Economy 12 Executive Summary 14 Gl WEF , innovations and help scale , analysis in this report , materials from different collection , initiative to help scale , plan for the global , impact of certain design , based on a global , impact on the world , action across the world , recycling over the cost , targets for their packaging , pet u 5-May-2021 auto-generated

In collaboration with Israel Innovation Authority Autonomous Vehicle Policy Framework: Selected National and Jurisdictional Policy Efforts to Guide Safe AV Development I N S I G H T R E P O R T N O V E M B E R 2 0 2 0 Contents Foreword Miri Regev, Member of the Knesset, Minister of Transport and Road Safety of Israel Preface Ami Appelbaum, Chief Scientist, Ministry of Economy and Industry of Israel, and Chairman of the Board, Israel Innovation Authority, and Murat S nmez, Managing Director, Head WEF , information in the application , risks to other road , driver the av tester , part in the trial , control to the driver , automation of the ads , avs as a service , testing without a human , includes not only safety , objects on the road , plan to the california , transportation in the office , ap 5-May-2021 auto-generated

Technology and Innovation in Financial Services: Scenarios to 2020 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 2007 World Economic Forum All rights reserved. No part of this publication may be reproduced or transmitted in WSS_ WEF , markets at the time , scenarios for the future , providers and fs players , access to the large , systems into a single , home of the internet , frontier with many local , frontier with more local , development of the scenarios , security in the digital , institutions that were world , time in eac 5-May-2021 auto-generated

Making lives easier, safer and better ISO STRATEGY 2030 Content ISO President Eddy Njoroge on our new strategy It is my pleasure to share with you the new ISO Strategy 2030, a result of a collaborative effort between our members, partners and all stakeholders. Inclusiveness and finding common agreement on products and services is the lifeblood of standardization and for 75 years, ISO has been at the heart of this process. It is therefore fitting that the vision of ISO for 2030 should be founded ISO , iso and its members , standards use the iso , iso must get standards , iso we are iso , iso standards , iso , iso standards development , standards deliver iso standards , standards , international standards , iso standards support global , iso system , iso members , priorities iso standards , iso 6-May-2021 auto-generated

Building and Auditing Fair Algorithms: A Case Study in Candidate Screening Christo Wilson Northeastern University cbw@ccs.neu.edu Alan Mislove Northeastern University amislove@ccs.neu.edu Avijit Ghosh Northeastern University avijit@ccs.neu.edu Lewis Baker pymetrics, inc. lewis@pymetrics.com Shan Jiang Northeastern University sjiang@ccs.neu.edu Janelle Szary pymetrics, inc. janelle@pymetrics.com Kelly Trindel pymetrics, inc. kelly@pymetrics.com Frida Polli pymetrics, inc. frida.polli@pymetrics.co Brookings , code for their candidate , groups being the eeoc , discrimination that may impact , group had corresponding demographic , candidates to their clients , process and no model , data from these games , data from four clients , model for given client , pymetrics than to clients , impact on the fairnes 27-Oct-2021 auto-generated

G:\CMTE\EC\17\EN\LIFT\LIFT21_01.XML ..................................................................... (Original Signature of Member) 117TH CONGRESS 1ST SESSION H. R. ll To rebuild and modernize the Nation s infrastructure to expand access to broadband and Next Generation 9 1 1, rehabilitate drinking water infra- structure, modernize the electric grid and energy supply infrastructure, redevelop brownfields, strengthen health care infrastructure, create jobs, and protect public health and the Brookings , office means the office , section if the entity , awarded under this sec , programs and the universal , entity under this section , funds that the entity , entity means an entity , funds under this section , general of the united , individuals in that state , grant under the pro , awarded through 27-Oct-2021 auto-generated

D N A L A C I G O L O H C Y S P S E C N E I C S E V I T I N G O C Estimating the deep replicability of scienti c ndings using human and arti cial intelligence Yang Yanga,b,1, Wu Youyoua,b,1, and Brian Uzzia,b,2 aNorthwestern University Institute on Complex Systems, Evanston, IL 60208; and bKellogg School of Management, Northwestern University, Evanston, IL 60208 Edited by Kenneth W. Wachter, University of California, Berkeley, CA, and approved March 26, 2020 (received for review May 31, 2019) Re Brookings , metrics into one model , predictions of a study , word in a paper , studies in the rpp , accuracy of different methods , accuracy of the machine , papers for the reviewer , model s overall accuracy , tests of our machine , tests are the papers , scores of the model , model on a paper , machine lea 27-Oct-2021 auto-generated