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Did Spillovers from Europe Indeed Contribute to the 2010 U.S. Flash Crash?
No. 622 / January 2019 Did Spillovers From Europe Indeed Contribute to the 2010 U.S. Flash Crash? David-Jan Jansen Did Spillovers From Europe Indeed Contribute to the 2010 U.S. Flash Crash? David-Jan Jansen * * Views expressed are those of the authors and do not necessarily reflect official positions of De Nederlandsche Bank. De Nederlandsche Bank NV Working Paper No. 622 P.O. Box 98 1000 AB AMSTERDAM January 2019 The Netherlands Did Spillovers From Europe Indeed Contribute to the 2010 U.S. Flash Crash?* David-Jan Jansen a a De Nederlandsche Bank, Amsterdam, The Netherlands This version: January 2019 Abstract Using intraday data, we study spillovers from European stock markets to the U.S. in the hours before the flash crash on 6 May 2010. Many commentators have pointed to negative market sentiment and high volatility during the European trading session before the Flash Crash. However, based on a range of vector autoregressive models, we find no robust evidence that spillovers increased at that time. On the contrary, spillovers on 6 May were mostly smaller than in the preceding days, during which there was great uncertainty surrounding the Greek sovereign debt crisis. The absence of evidence for spillovers underscores the difficulties in understanding the nature of flash events in financial markets. Keywords: flash crash, spillovers, financial stability, connectedness. JEL classifications: G15, N22, N24. * This paper benefitted from discussions with Sweder van Wijnbergen as well as from research assistance by Jack Bekooij. Any errors and omissions remain my responsibility. Views expressed in the paper do not necessarily coincide with those of de Nederlandsche Bank or the Eurosystem. -
Cracks in the Pipeline 2
MEDIA CONTACT: Lauren Strayer | [email protected] 212-389-1413 FINANCIAL PIPELINE .o rg Series CRACKS IN THE PIPELINE 2 HIGH FREQUENCY TRADING by: Wallace C. Turbeville his is the second of a series of articles, that increase the inefficiency of Capital Intermediation and entitled “The Financial Pipeline Series”, its cost. The increased volumes in the traded markets are examining the underlying validity of the largely a result of high-speed, computer driven trading assertion that regulation of the financial by large banks and smaller specialized firms. This article markets reduces their efficiency. These illustrates how this type of trading (along with other activ- articles assert that the value of the finan- ities discussed in subsequent articles) extracts value from cial markets is often mis-measured. The the Capital Intermediation process rendering it less efficient. efficiency of the market in intermediat- It also describes how the value extracted is a driver of even ing flows between capital investors and more increased volume creating a dangerous and powerful capital users (like manufacturing and service businesses, feedback loop. individuals and governments) is the proper measure. Unreg- Tying increased trading volume to inefficiencies runs ulated markets are found to be chronically inefficient using counter to a fundamental tenet of industry opponents to Tthis standard. This costs the economy enormous amounts financial reform. They assert that burdens on trading will each year. In addition, the inefficiencies create stresses to the reduce volumes and thereby impair the efficient functioning system that make systemic crises inevitable. Only prudent of the markets. regulation that moderates trading behavior can reduce these The industry’s position that increased volume reduces inefficiencies. -
The Future of Computer Trading in Financial Markets an International Perspective
The Future of Computer Trading in Financial Markets An International Perspective FINAL PROJECT REPORT This Report should be cited as: Foresight: The Future of Computer Trading in Financial Markets (2012) Final Project Report The Government Office for Science, London The Future of Computer Trading in Financial Markets An International Perspective This Report is intended for: Policy makers, legislators, regulators and a wide range of professionals and researchers whose interest relate to computer trading within financial markets. This Report focuses on computer trading from an international perspective, and is not limited to one particular market. Foreword Well functioning financial markets are vital for everyone. They support businesses and growth across the world. They provide important services for investors, from large pension funds to the smallest investors. And they can even affect the long-term security of entire countries. Financial markets are evolving ever faster through interacting forces such as globalisation, changes in geopolitics, competition, evolving regulation and demographic shifts. However, the development of new technology is arguably driving the fastest changes. Technological developments are undoubtedly fuelling many new products and services, and are contributing to the dynamism of financial markets. In particular, high frequency computer-based trading (HFT) has grown in recent years to represent about 30% of equity trading in the UK and possible over 60% in the USA. HFT has many proponents. Its roll-out is contributing to fundamental shifts in market structures being seen across the world and, in turn, these are significantly affecting the fortunes of many market participants. But the relentless rise of HFT and algorithmic trading (AT) has also attracted considerable controversy and opposition. -
Certain Issues Affecting Customers in the Current Equity Market Structure
MEMORANDUM TO: Equity Market Structure Advisory Committee FROM: Securities and Exchange Commission, Division of Trading and Markets1 DATE: January 26, 2016 SUBJECT: Certain Issues Affecting Customers in the Current Equity Market Structure I. INTRODUCTION This memorandum is intended to facilitate consideration by the Committee of certain issues affecting customers—particularly retail customers—in the current equity market structure, namely: (1) the risks of using certain order types, (2) the potential conflicts presented by payment-for-order-flow arrangements, and (3) the development of more meaningful execution- quality reports. The memorandum first discusses the use of certain order types (market orders and stop orders) by retail investors, risks that have been identified with the use of those order types, and potential ways to address them. The memorandum then discusses payment for order flow, laying out the history and current status of payment-for-order-flow arrangements, the potential conflicts of interest and market-structure issues they can create, and possible solutions. Finally, the memorandum discusses execution-quality reports currently available to customers, laying out the current disclosures required by Rules 605 and 606 of Regulation NMS under the Securities Exchange Act of 1934 (“Exchange Act”), the significant ways in which the equity markets have changed since those requirements were adopted, and enhancements to these disclosures that have been suggested by market participants. II. RISKS OF MARKET ORDERS AND STOP ORDERS Although exchanges and other trading centers today offer market participants a wide variety of complex order types, retail investors generally tend to rely upon a small set of relatively straightforward order types: market orders, limit orders, stop orders, and time-in-force orders. -
Ai: Understanding and Harnessing the Potential Wireless & Digital Services Ai: Understanding and Harnessing the Potential White Paper
AI: UNDERSTANDING AND HARNESSING THE POTENTIAL WIRELESS & DIGITAL SERVICES AI: UNDERSTANDING AND HARNESSING THE POTENTIAL WHITE PAPER CONTENTS INTRODUCTION ..............................................................................................................................................................................02 1. THE PRODUCTIVITY CONUNDRUM: WILL AI HELP US BREAK INTO A NEW CYCLE? ...........................................................05 1.1 Global productivity growth is faltering ...................................................................................................... 05 1.2 AI has the potential to drive productivity improvements and hence economic growth .................................... 06 2. AI FUTURES ........................................................................................................................................................................11 2.1 Replacing the smartphone with a ubiquitous voice assistant ....................................................................... 11 2.2 Your AI powered personal digital assistant ............................................................................................... 12 2.3 Is AI the missing piece for a truly smart city? ........................................................................................... 14 2.4 City of the future ................................................................................................................................... 16 2.5 Giving medics more time to care ............................................................................................................ -
Capital Markets
U.S. DEPARTMENT OF THE TREASURY A Financial System That Creates Economic Opportunities Capital Markets OCTOBER 2017 U.S. DEPARTMENT OF THE TREASURY A Financial System That Creates Economic Opportunities Capital Markets Report to President Donald J. Trump Executive Order 13772 on Core Principles for Regulating the United States Financial System Steven T. Mnuchin Secretary Craig S. Phillips Counselor to the Secretary Staff Acknowledgments Secretary Mnuchin and Counselor Phillips would like to thank Treasury staff members for their contributions to this report. The staff’s work on the report was led by Brian Smith and Amyn Moolji, and included contributions from Chloe Cabot, John Dolan, Rebekah Goshorn, Alexander Jackson, W. Moses Kim, John McGrail, Mark Nelson, Peter Nickoloff, Bill Pelton, Fred Pietrangeli, Frank Ragusa, Jessica Renier, Lori Santamorena, Christopher Siderys, James Sonne, Nicholas Steele, Mark Uyeda, and Darren Vieira. iii A Financial System That Creates Economic Opportunities • Capital Markets Table of Contents Executive Summary 1 Introduction 3 Scope of This Report 3 Review of the Process for This Report 4 The U.S. Capital Markets 4 Summary of Issues and Recommendations 6 Capital Markets Overview 11 Introduction 13 Key Asset Classes 13 Key Regulators 18 Access to Capital 19 Overview and Regulatory Landscape 21 Issues and Recommendations 25 Equity Market Structure 47 Overview and Regulatory Landscape 49 Issues and Recommendations 59 The Treasury Market 69 Overview and Regulatory Landscape 71 Issues and Recommendations 79 -
California Department of Corporations
FINAL STATEMENT OF REASONS FOR THE AMENDMENT OF RULES UNDER THE CORPORATE SECURITIES LAW OF 1968 As required by Section 11346.2 of the Government Code, the California Corporations Commissioner (Commissioner) sets forth below the reasons for the amendment of Sections 260.101.2, 260.103.4, 260.105.7, 260.105.17, 260.105.33, 260.105.34, 260.211.1, 260.217, 260.230, 260.241.4, and 260.242; and repeal of Sections 260.105.37 and 260.204.11 of Title 10 of the California Code of Regulations (10 C.C.R. Sections 260.101.2, 260.103.4, 260.105.7, 260.105.17, 260.105.33, 260.105.34, 260.105.37, 260.204.11, 260.211.1, 260.217, 260.230, 260.241.4, and 260.242). The Department of Corporations (Department) regulates the offer and sale of securities under the Corporate Securities Law of 1968, as amended (commencing with Corporations Code Section 25000). This rulemaking action is based on a request by the Corporations Committee of the Business Law Section of the State Bar of California (“Committee”). By letter dated June 5, 2008, the Committee notified the Commissioner of the need to make various amendments to several sections of the Code of Regulations administered by the Commissioner. The Committee explained the need for the changes and provided sample language to implement the changes, which the Commissioner has incorporated into this rulemaking action. These amendments are reasonably necessary to reflect changes in the names and function of certain national security exchanges, stock exchanges, markets and related entities. -
Circuit Breakers and New Market Structure Realities
Circuit Breakers and New Market Structure Realities China’s dramatic and short-lived But there are questions about whether regulators have been able to keep up with today’s high-speed markets, with one experience with market circuit trader likening them to police on bicycles trying to catch breakers at the start of the New Year Ferraris.1 Regulators themselves have admitted as much. Testifying before the US Senate Committee on Banking after has revived debate about whether the Flash Crash of 2010, former SEC Chairwoman Mary such market interventions do more Schapiro said: “One of the challenges that we face in recreating the events of May 6 is the reality that the technologies used for harm than good, as regulators and market oversight and surveillance have not kept pace with the market participants around the world technology and trading patterns of the rapidly evolving and expanding securities markets.”2 continue to grapple with new market In response, a growing number of equity and equity-related structure realities and the law of markets (e.g., futures and listed options) around the world have introduced circuit breakers in the form of stock-specific and unintended consequences. market-wide trading halts as well as price limit bands in order to stabilize markets when, as the SEC has said, “severe market While many developments in modern equity markets have price declines reach levels that may exhaust market liquidity.”3 benefited investors in the form of greater efficiency and lower The 10 largest (by value traded) equity markets around the costs, they have also led to highly complex and fragmented world have already implemented or are planning to introduce markets. -
The Flash Crash: a New Deconstruction∗
The Flash Crash: A New Deconstruction∗ Eric M. Aldrichy Joseph A. Grundfestz Department of Economics School of Law University of California, Santa Cruz Stanford University Gregory Laughlinx Department of Astronomy and Astrophysics University of California, Santa Cruz January 25, 2016 Abstract On May 6, 2010, in the span of a mere four and half minutes, the Dow Jones Industrial Average lost approximately 1,000 points. In the following fifteen minutes it recovered essentially all of its losses. This \Flash Crash" occurred in the absence of fundamental news that could explain the observed price pattern and is generally viewed as the result of endogenous factors related to the complexity of modern equity market trading. We present the first analysis of the entire order book at millisecond granularity, and not just of executed transactions, in an effort to ex- plore the causes of the Flash Crash. We also examine information flows as reflected in a variety of data feeds provided to market participants during the Flash Crash. While assertions relating to causation of the Flash Crash must be accompanied by significant disclaimers, we suggest that it is highly unlikely that, as alleged by the United States Government, Navinder Sarao's spoofing orders, even if illegal, could have caused the Flash Crash, or that the crash was a fore- seeable consequence of his spoofing activity. Instead, we find that the explanation offered by the joint CFTC-SEC Staff Report, which relies on prevailing market conditions combined with the introduction of a large equity sell order implemented in a particularly dislocating manner, is consistent with the data. -
High-Frequency Trading and the Flash Crash: Structural Weaknesses in the Securities Markets and Proposed Regulatory Responses Ian Poirier
Hastings Business Law Journal Volume 8 Article 5 Number 2 Summer 2012 Summer 1-1-2012 High-Frequency Trading and the Flash Crash: Structural Weaknesses in the Securities Markets and Proposed Regulatory Responses Ian Poirier Follow this and additional works at: https://repository.uchastings.edu/ hastings_business_law_journal Part of the Business Organizations Law Commons Recommended Citation Ian Poirier, High-Frequency Trading and the Flash Crash: Structural Weaknesses in the Securities Markets and Proposed Regulatory Responses, 8 Hastings Bus. L.J. 445 (2012). Available at: https://repository.uchastings.edu/hastings_business_law_journal/vol8/iss2/5 This Note is brought to you for free and open access by the Law Journals at UC Hastings Scholarship Repository. It has been accepted for inclusion in Hastings Business Law Journal by an authorized editor of UC Hastings Scholarship Repository. For more information, please contact [email protected]. High-Frequency Trading and the Flash Crash: Structural Weaknesses in the Securities Markets and Proposed Regulatory Responses Ian Poirier* I. INTRODUCTION On May 6th, 2010, a single trader in Kansas City was either lazy or sloppy in executing a large trade on the E-Mini futures market.1 Twenty minutes later, the broad U.S. securities markets were down almost a trillion dollars, losing at their lowest point more than nine percent of their value.2 Certain stocks lost nearly all of their value from just minutes before.3 Faced with the blistering pace of the decline, many market participants opted to cease trading entirely, including both human traders and High Frequency Trading (“HFT”) programs.4 This withdrawal of liquidity5 accelerated the crash, as fewer buyers were able to absorb the rapid-fire selling pressure of the HFT programs.6 Within two hours, prices were back * J.D. -
Regulating the Sale of Stock Exchange Market Data to High- Frequency Traders
Florida Law Review Volume 71 Issue 5 Article 3 November 2020 Regulating the Sale of Stock Exchange Market Data to High- Frequency Traders Jerry W. Markham Follow this and additional works at: https://scholarship.law.ufl.edu/flr Part of the Securities Law Commons Recommended Citation Jerry W. Markham, Regulating the Sale of Stock Exchange Market Data to High-Frequency Traders, 71 Fla. L. Rev. 1209 (2020). Available at: https://scholarship.law.ufl.edu/flr/vol71/iss5/3 This Article is brought to you for free and open access by UF Law Scholarship Repository. It has been accepted for inclusion in Florida Law Review by an authorized editor of UF Law Scholarship Repository. For more information, please contact [email protected]. Markham: Regulating the Sale of Stock Exchange Market Data to High-Frequen REGULATING THE SALE OF STOCK EXCHANGE MARKET DATA TO HIGH-FREQUENCY TRADERS Jerry W. Markham* Abstract In 2014, author Michael Lewis published a bestselling book titled Flash Boys: A Wall Street Revolt, in which he argued that “high- frequency traders” have been able to gain an unfair advantage in the stock market, in part because stock exchanges and “dark pools”—alternative venues for trading stocks—have enabled those traders to obtain and trade on market data faster than other investors. A litany of lawsuits followed in short succession, asserting various theories of liability.1 INTRODUCTION .................................................................................. 1210 I. EXCHANGE DATA AS A PROPRIETARY ASSET—SOME HISTORY .............................................................................. 1215 A. Stock Markets Become Data Centers .......................... 1215 B. Exchange Market Data Is Deemed Proprietary .......... 1218 C. Stock Exchange Floor Traders and “Specialists” .............................................................. -
THE ABRAHAM L. POMERANTZ LECTURE: Don't Blink: Snap Decisions and Securities Regulation, 77 Brook
Brooklyn Law Review Volume 77 | Issue 1 Article 4 2011 THE ABRAHAM L. POMERANTZ EL CTURE: Don't Blink: Snap Decisions and Securities Regulation Frank Partnoy Follow this and additional works at: https://brooklynworks.brooklaw.edu/blr Recommended Citation Frank Partnoy, THE ABRAHAM L. POMERANTZ LECTURE: Don't Blink: Snap Decisions and Securities Regulation, 77 Brook. L. Rev. (2011). Available at: https://brooklynworks.brooklaw.edu/blr/vol77/iss1/4 This Article is brought to you for free and open access by the Law Journals at BrooklynWorks. It has been accepted for inclusion in Brooklyn Law Review by an authorized editor of BrooklynWorks. THE ABRAHAM L. POMERANTZ LECTURE Don’t Blink SNAP DECISIONS AND SECURITIES REGULATION Frank Partnoy† Modern securities markets move at record speed. Trading decisions are faster than ever. Average investors can immediately acquire information. Rapid technologies have benefits, particularly reduced costs. But fast-moving markets can also be dangerous. Few people had time to think carefully during the financial crisis of 2008 or the “flash crash” of May 6, 2010, when stocks plunged 5-6 percent in minutes and then rebounded almost as quickly. This article explores the consequences of this speed for securities markets. It addresses the extent to which securities regulation should take into account the pace of decision making. It discusses recent scholarly research on snap decisions and suggests legal reforms, some designed to harness the power of quick decisions and others directed at their dangers. It proposes that regulators slow down the markets with proposals ranging from the improbably difficult (steps to respond more deliberately to crises) to the improbably simple (adding a lunch break to the trading day).