The Work Ahead Machines, Skills, and U.S
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Artificial Intelligence, Automation, and Work
Artificial Intelligence, Automation, and Work The Economics of Artifi cial Intelligence National Bureau of Economic Research Conference Report The Economics of Artifi cial Intelligence: An Agenda Edited by Ajay Agrawal, Joshua Gans, and Avi Goldfarb The University of Chicago Press Chicago and London The University of Chicago Press, Chicago 60637 The University of Chicago Press, Ltd., London © 2019 by the National Bureau of Economic Research, Inc. All rights reserved. No part of this book may be used or reproduced in any manner whatsoever without written permission, except in the case of brief quotations in critical articles and reviews. For more information, contact the University of Chicago Press, 1427 E. 60th St., Chicago, IL 60637. Published 2019 Printed in the United States of America 28 27 26 25 24 23 22 21 20 19 1 2 3 4 5 ISBN-13: 978-0-226-61333-8 (cloth) ISBN-13: 978-0-226-61347-5 (e-book) DOI: https:// doi .org / 10 .7208 / chicago / 9780226613475 .001 .0001 Library of Congress Cataloging-in-Publication Data Names: Agrawal, Ajay, editor. | Gans, Joshua, 1968– editor. | Goldfarb, Avi, editor. Title: The economics of artifi cial intelligence : an agenda / Ajay Agrawal, Joshua Gans, and Avi Goldfarb, editors. Other titles: National Bureau of Economic Research conference report. Description: Chicago ; London : The University of Chicago Press, 2019. | Series: National Bureau of Economic Research conference report | Includes bibliographical references and index. Identifi ers: LCCN 2018037552 | ISBN 9780226613338 (cloth : alk. paper) | ISBN 9780226613475 (ebook) Subjects: LCSH: Artifi cial intelligence—Economic aspects. Classifi cation: LCC TA347.A78 E365 2019 | DDC 338.4/ 70063—dc23 LC record available at https:// lccn .loc .gov / 2018037552 ♾ This paper meets the requirements of ANSI/ NISO Z39.48-1992 (Permanence of Paper). -
EPA Administrator Lisa P. Jackson Schedule
Release 4 - HQ-FOI-01268-12 All emails sent by "Richard Windsor" were sent by EPA Administrator Lisa Jackson 01268-EPA-5928 Noah Dubin/DC/USEPA/US To 01/26/2012 06:15 PM cc bcc Richard Windsor Subject 01/30/2012 thru 02/12/2012 Schedule for Lisa P. Jackson *** Do not copy or forward this information *** EPA Administrator Lisa P. Jackson Schedule 01/26/2012 06:11:57 PM Monday, 1/30/2012 08:45 AM-09:15 AM Daily Briefing Location: Administrator's Office ------------------------------- 09:30 AM-10:30 AM HOLD: WH POST-SOTU Ct: Ryan Robison - 202-564-2856 Location: Administrator's Office ------------------------------- 10:30 AM-11:00 AM Personnel Discussion Ct:Ryan Robison - 202-564-2856 Staff: Diane Thompson, Jose Lozano (OA) Paul Anastas (ORD) Optional: Bob Perciasepe (OA) Location: Administrator's Office ------------------------------- 11:00 AM-09:00 PM Out of Office See EA or Jose Location: NYC ------------------------------- 01:00 PM-02:00 PM FYI: Senior Staff Location: Bullet Room ------------------------------- Tuesday, 1/31/2012 09:30 AM-10:30 AM HOLD: WH POST-SOTU Ct: Ryan Robison - 202-564-2856 Location: Administrator's Office ------------------------------- 10:30 AM-10:45 AM Depart for White House Location: Ariel Rios ------------------------------- 10:45 AM-12:15 PM Cabinet Meeting Ct: Liz Ashwell 564.1008 Full Cabinet Meeting w/ POTUS and VPOTUS Location: Cabinet Room, White House ------------------------------- 12:15 PM-12:30 PM Depart for Ariel Rios Release 4 - HQ-FOI-01268-12 All emails sent by "Richard Windsor" were sent by EPA Administrator Lisa Jackson Location: White House ------------------------------- 12:45 PM-12:50 PM Drop-By Meeting with Alaska Eskimo Whaling Commission Ct: Earl Comstock - 202-255-0273 **AA DePass will be lead on this meeting, the Administrator will drop by if her schedule permits **This meeting will last from 12:45 to 1:15 -Mr. -
Econstor Wirtschaft Leibniz Information Centre Make Your Publications Visible
A Service of Leibniz-Informationszentrum econstor Wirtschaft Leibniz Information Centre Make Your Publications Visible. zbw for Economics National Bureau of Economic Research (NBER) (Ed.) Periodical Part NBER Reporter Online, Volume 2011 NBER Reporter Online Provided in Cooperation with: National Bureau of Economic Research (NBER), Cambridge, Mass. Suggested Citation: National Bureau of Economic Research (NBER) (Ed.) (2011) : NBER Reporter Online, Volume 2011, NBER Reporter Online, National Bureau of Economic Research (NBER), Cambridge, MA This Version is available at: http://hdl.handle.net/10419/61994 Standard-Nutzungsbedingungen: Terms of use: Die Dokumente auf EconStor dürfen zu eigenen wissenschaftlichen Documents in EconStor may be saved and copied for your Zwecken und zum Privatgebrauch gespeichert und kopiert werden. personal and scholarly purposes. Sie dürfen die Dokumente nicht für öffentliche oder kommerzielle You are not to copy documents for public or commercial Zwecke vervielfältigen, öffentlich ausstellen, öffentlich zugänglich purposes, to exhibit the documents publicly, to make them machen, vertreiben oder anderweitig nutzen. publicly available on the internet, or to distribute or otherwise use the documents in public. Sofern die Verfasser die Dokumente unter Open-Content-Lizenzen (insbesondere CC-Lizenzen) zur Verfügung gestellt haben sollten, If the documents have been made available under an Open gelten abweichend von diesen Nutzungsbedingungen die in der dort Content Licence (especially Creative Commons Licences), -
Cross-Border Spillovers of Balance Sheet Normalization
For release on delivery 12:30 p.m. EDT July 11, 2017 Cross-Border Spillovers of Balance Sheet Normalization Remarks by Lael Brainard Member Board of Governors of the Federal Reserve System at “Normalizing Central Banks’ Balance Sheets: What Is the New Normal?” a conference sponsored by Columbia University’s School of International and Public Affairs and the Federal Reserve Bank of New York New York, New York July 11, 2017 When the central banks in many advanced economies embarked on unconventional monetary policy, it raised concerns that there might be differences in the cross-border transmission of unconventional relative to conventional monetary policy.1 These concerns were sufficient to warrant a special Group of Seven (G-7) statement in 2013 establishing ground rules to address possible exchange rate effects of the changing composition of monetary policy.2 Today the world confronts similar questions in reverse. In the United States, in my assessment, normalization of the federal funds rate is now well under way, and the Federal Reserve is advancing plans to allow the balance sheet to run off at a gradual and predictable pace. And for the first time in many years, the global economy is experiencing synchronous growth, and authorities in the euro area and the United Kingdom are beginning to discuss the time when the need for monetary accommodation will diminish. Unlike in previous tightening cycles, many central banks currently have two tools for removing accommodation. They can therefore pursue alternative normalization strategies--first seeking to guide policy rates higher before initiating balance sheet runoff, as in the United States, or instead starting to shrink the balance sheet before initiating a 1 I am grateful to John Ammer, Bastian von Beschwitz, Christopher Erceg, Matteo Iacoviello, and John Roberts for their assistance in preparing this text. -
Jelena Mcwilliams-FDIC
www-scannedretina.com Jelena McWilliams-FDIC Jelena McWilliams-FDIC Voice of the American Sovereign (VOAS) The lawless Municipal Government operated by the "US CONGRESS" Washington, D.C., The smoking gun; do you get it? John Murtha – Impostor committed Treason – Time to sue his estate… Trust through Transparency - Jelena McWilliams - FDIC Chair Theft through Deception - Arnie Rosner - American sovereign, a Californian — and not a US Citizen via the fraudulent 14th Amendment. Sovereignty! TRUMP – THE AMERICAN SOVEREIGNS RULE AMERICA! All rights reserved - Without recourse - 1 of 120 - [email protected] - 714-964-4056 www-scannedretina.com Jelena McWilliams-FDIC 1.1. The FDIC responds - the bank you referenced is under the direct supervision of the Consumer Financial Protection Bureau. From: FDIC NoReply <[email protected]> Subject: FDIC Reply - 01003075 Date: April 29, 2019 at 6:36:46 AM PDT To: "[email protected]" <[email protected]> Reply-To: [email protected] April 29, 2019 Ref. No.: 01003075 Re: MUFG Union Bank, National Association, San Francisco, CA Dear Arnold Beryl Rosner: Thank you for your correspondence, which was received by the Federal Deposit Insurance Corporation (FDIC). The FDIC's mission is to ensure the stability of and public confidence in the nation's financial system. To achieve this goal, the FDIC has insured deposits and promoted safe and sound banking practices since 1933. We are responsible for supervising state- chartered, FDIC-insured institutions that are not members of the Federal Reserve System. Based on our review of your correspondence, the bank you referenced is under the direct supervision of the Consumer Financial Protection Bureau. -
U.S. Department of Education Guidance Letter on Job-Driven Training to Tribal Leaders. (PDF)
UNITED STATES DEPARTMENT OF EDUCATION Dear Tribal Leader: As you are aware, President Obama is committed to strengthening the nation to nation relationship with Indian tribes as well as strengthening tribal communities in general. In 2009, President Obama issued a Memorandum on Consultation (Memorandum) to agency heads regarding consultation with Indian tribes. Since the President’s memo in 2009, the Administration has worked to ensure regular and meaningful consultation, collaboration, and communication between Indian tribes and the federal government. We believe that the Presidential Memorandum on Job-Driven Training represents an important opportunity for a nation-to-nation consultation and discussion. We would appreciate an opportunity to discuss with you how we can best structure such discussion in late summer or fall and explore how best to pursue the job-driven training theme in pertinent education and training programs in Indian country. As background, we have enclosed an important correspondence that Secretary of Labor Tom Perez, Secretary of Commerce Penny Pritzker, Secretary of Education Arne Duncan, and Secretary of Health and Human Services Sylvia M. Burwell have sent to Governors across the country. In the 2014 State of the Union Address, President Barack Obama prioritized the need to ensure that job seekers and workers are equipped with the skills to help them advance and that businesses are enabled to hire more skilled workers. Following the Address, the President issued a memorandum on January 30, 2014 and charged Vice President Joe Biden, together with our Departments, to carry out a Government-wide review of Federal job training and education programs to ensure that Federal workforce and training system resources are effectively aligned. -
The Work Ahead Machines, Skills, and U.S
Independent Task Force Report No. 76 The Work Ahead Machines, Skills, and U.S. Leadership in the Twenty-First Century John Engler and Penny Pritzker, Chairs Edward Alden, Project Director Laura Taylor-Kale, Deputy Project Director ENDNOTES 1. Bureau of Labor Statistics, “Labor Force Statistics From Current Population Survey: Databases, Tables and Calculators by Subject,” February 16, 2018, http://data.bls.gov /timeseries/LNS11300000. See also Arne L. Kalleberg and Till M. von Wachter, “The U.S. Labor Market During and After the Great Recession: Continuities and Transformations,” RSF: The Russell Sage Foundation Journal of the Social Sciences 3, no. 3 (April 2017): 1–19, http://rsfjournal.org/doi/full/10.7758/RSF.2017.3.3.01; Sandra E. Black, Diane Whitmore Schanzenbach, and Audrey Breitwieser, “The Recent Decline in Women’s Labor Force Participation,” Hamilton Project, October 2017, http:// hamiltonproject.org/assets/files/decline_womens_labor_force_participation_ BlackSchanzenbach.pdf. While labor force participation did fall more steeply during the recession, there has been a reasonably steady decline since 2000 driven by rising retirements and declining work among prime-age men. See Alan B. Krueger, “Where Have All the Workers Gone? An Inquiry Into the Decline in the U.S. Labor Force Participation Rate,” Brookings Papers on Economic Activity, September 2017, http:// brookings.edu/bpea-articles/where-have-all-the-workers-gone-an-inquiry-into-the -decline-of-the-u-s-labor-force-participation-rate. 2. Annie Lowrey, “The Great Recession Is Still With Us,” Atlantic, December 1, 2017, http://theatlantic.com/business/archive/2017/12/great-recession-still-with-us/547268. 3. -
U.S. Trade and Investment Policy
U.S. Trade and Investment Policy and Investment U.S. Trade The Council on Foreign Relations sponsors Independent Task Forces to assess issues of current and critical importance to U.S. foreign policy and provide policymakers with con- crete judgments and recommendations. Diverse in backgrounds and perspectives, Task Force members aim to reach a meaningful consensus on policy through private and non- partisan deliberations. Once launched, Task Forces are independent of CFR and solely re- sponsible for the content of their reports. Task Force members are asked to join a consensus signifying that they endorse “the general policy thrust and judgments reached by the group, WKRXJKQRWQHFHVVDULO\HYHU\ÀQGLQJDQGUHFRPPHQGDWLRQµ(DFK7DVN)RUFHPHPEHUDOVR KDVWKHRSWLRQRISXWWLQJIRUZDUGDQDGGLWLRQDORUDGLVVHQWLQJYLHZ0HPEHUV·DIÀOLDWLRQV DUHOLVWHGIRULGHQWLÀFDWLRQSXUSRVHVRQO\DQGGRQRWLPSO\LQVWLWXWLRQDOHQGRUVHPHQW7DVN Force observers participate in discussions, but are not asked to join the consensus. Task Force Members Edward Alden James W. Owens Council on Foreign Relations Caterpillar, Inc. Nancy Birdsall William F. Owens Center for Global Development University of Denver James J. Blanchard Pamela S. Passman DLA Piper LLP Microsoft Corporation Andrew H. Card Matthew J. Slaughter Texas A&M University, Fleischman-Hillard Council on Foreign Relations; Thomas A. Daschle Dartmouth University DLA Piper LLP Andrew L. Stern I.M. (Mac) Destler Georgetown University University of Maryland William M. Thomas Harold E. Ford, Jr. American Enterprise Institute for Public Morgan Stanley Policy Research Leo Gerard* Laura D’Andrea Tyson United Steelworkers University of California Berkeley Independent Task Force Report No. 67 Daniel R. Glickman John K. Veroneau Aspen Institute Congressional Program; Covington and Burling LLP Independent Task Force Report No. 67 Report Force Task Independent Andrew H. -
Shareholder Activism BBLJ Symposium – April 4, 2014 Resources
Shareholder Activism BBLJ Symposium – April 4, 2014 Resources RESOURCES Pills and Partisans: Understanding Takeover Defenses Jordan M. Barry, John William Hatfield What Matters in Corporate Governance? Lucian Bebchuck, Alma Cohen, Allen Ferrell Shareholder Activism: An Overview Jaspreet Mann, J.D. Candidate ’16, Berkeley Business Law Journal Editor Articles included in this paper are: Shareholder Activism, European Corporate Governance Institute (ECGI) Ten Rules for Dealing with Activist Shareholders, Thomas W. Christopher, Yi Claire Sheng The M&A Journal, Kirkland & Ellis. When Shareholder Activism Goes Too Far, James Surowiecki, The New Yorker. Activism is Going Global Citi Warns Clients, David Gelles, The New York Times. Full Contact Investing: Activist Shareholder Get Engaged, William Donovan, About.com. Corporate Upgraders, The Economist. Boardrooms Rethink Tactics to Defang Activist Investors, David Gelles, The New York Times. A Quick and Dirty History of Shareholder Activism Tony Huynh, J.D. Candidate ’16, Berkeley Business Law Journal Editor Articles included in this paper are: The History of Shareholder Activism, Lucian Bebchuk, Beth Young. The Evolution of Shareholder Activism in the United States, Stuart Gillian, Laura Starks. Shareholder Activism and the Increase of Shareholder Value Tony Huynh, J.D. Candidate ’16, Berkeley Business Law Journal Editor Articles included in this paper are: A Label for Activist Investors That No Longer Fits, Steven M. Davidoff, The New York Times. Hedge Funds versus Private Equity Funds as Shareholder Activists in Germany – Shareholder Activism BBLJ Symposium – April 4, 2014 Resources Differences in Value Creation, Denis Schweizer, Mark Mietzner. How Activist Shareholders Turn from Villains Into Heroes, The Economist. Debunking Myths About Activist Investors, Chuck Nathan, RLM Finsbury Commentaries on Corporate Governance. -
A Policy Agenda to Develop Human Capital for the Modern Economy
16 Part I: Developing Human Capital for the Modern, Global Economy A Policy Agenda to Develop Human Capital for the Modern Economy AUTHORS Austan Goolsbee, Booth School of Business, The University of Chicago Glenn Hubbard, Columbia Business School, Columbia University Amy Ganz, Aspen Economic Strategy Group Melissa S. Kearney, The University of Maryland WORKING GROUP MEMBERS Sylvia M. Burwell, American University Mitchell E. Daniels, Jr., Purdue University Ruth Porat, Google Penny Pritzker, PSP Partners Margaret Spellings, The University of North Carolina System ACKNOWLEDGEMENTS We are grateful to the members of our working group: Sylvia M. Burwell, Mitch Daniels, Ruth Porat, Penny Pritzker, and Margaret Spellings. We are also grateful to the following individuals who provided helpful insights into our working group: Juan Salgado, Courtney Brown, Josh Wyner, Leslie Miller. The authors Joshua Goodman, Ann Huff Stevens, and Robert Lerman contributed background research and policy proposals that served as valuable inputs into our working group’s discussions. We are also grateful to John Soriano for excellent research assistance. The views expressed herein are those of the authors and do not necessarily represent the views of the working group members. A Policy Agenda to Develop Human Capital for the Modern Economy 17 ABSTRACT Globalization and technological innovation have intensified the demand for college- educated workers. In 2017, college graduates earned 65% more than non-college- educated workers and were twice as likely to be employed. This proposal recognizes the simultaneous need for more college educated workers and also for a higher level of labor market skill among non-college educated individuals. We propose to invest in the upskilling of the American workplace by better leveraging the potential of the community college sector. -
Will Stronger Borders Weaken Innovation?
LARRY SMARR COLLABORATES • BIAS AT WORK • ELEVATE YOUR TAX FUNCTION THE Best Business The Global Innovation 1000 Books Will Stronger 2017 OF Borders Weaken Innovation? Winter 2017 $12.95 Display until February 27, 2018 www.strategy-business.com BUSINESS MEETS PASSION. PASSION MEETS PURPOSE. For more than 40 years, the Owner/President Management program has OWNER/ helped the world’s top executives and entrepreneurs take control of their enterprise, grow their skill sets, and fuel the passion that drives their business PRESIDENT endeavors. The intensive three-unit format expands your entrepreneurial mindset, business acumen, and industry insights over 24 months. You will MANAGEMENT emerge as a lifetime member of OPM’s global alumni network—equipped with the strategic vision to transform your company and your career. OWNER/PRESIDENT MANAGEMENT 09–27 SEP 2018 (UNIT 1 ONLY) LEARN MORE AT WWW.EXED.HBS.EDU/SB-OPM comment editor’s letter editor’s editor’s letter editor’s 1 Innovators within Borders We’ve been publishing the Global Innovation 1000, an annual report on corpo- rate R&D spending conducted by Strategy&, PwC’s strategy consulting busi- ness, since 2005. Every year, the innovation landscape has grown more and more open, with talent, information, and technical skill flowing across national borders. Until now. In this year’s report, “Will Stronger Borders Weaken Innovation?” (page 54), the tension between national interests (which can be characterized by suspicion of outsiders and protective of their home enterprises) and innovation (which has always been a boundary-crossing phenomenon) takes center stage. As authors Barry Jaruzelski, Volker Staack, and Robert Chwalik put it, “Companies are likely to lose efficiency, create redundancies, and take on higher costs,” espe- cially if they divide their research and development footprints into more autono- mous regional hubs. -
The Obama Administration's Political Appointees
The Obama Administration's Political Appointees Agency Name Sub-Agency/Office Position Title Currently Filled By: Executive Departments (Sub-Agencies in Italics) Department of Agriculture Secretary Thomas J. Vilsack Department of Agriculture Deputy Secretary (Acting) Michael Scuse Department of Agriculture Office of Tribal Relations Director Leslie Wheelock Department of Commerce Secretary Penny Pritzker Department of Commerce Deputy Secretary Bruce H. Andrews Department of Commerce Native American Affairs Senior Adviser Dee Alexander Department of Commerce Bureau of the Census Director (five-year term of office) John H. Thompson Department of Defense Secretary Ashton Carter Department of Defense Deputy Secretary Robert O. Work Department of Education Secretary John King Department of Education Deputy Secretary Vacant Department of Education White House Initiative on American Indian and Alaska Native Education Executive Director William Mendoza Department of Education White House Initiative on American Indian and Alaska Native Education Policy Advisor Mia Long Department of Energy Secretary Ernest Moniz Department of Energy Deputy Secretary Elizabeth Sherwood-Randall Department of Health and Human Services Secretary Sylvia Mathews Burwell Department of Health and Human Services Deputy Secretary (Acting) Mary K. Wakefield Department of Health and Human Services Substance Abuse and Mental Health Services Administration Administrator Vacant Department of Health and Human Services Administration for Children and Families Assistant Secretary