A Material Sociology of High-Frequency Trading

Lead Research Organisation: University of Edinburgh
Department Name: Sch of Social and Political Science

Abstract

Thirty years ago, nearly all financial trading took place directly among human beings, over the telephone or face-to-face. In the late 1980s and 1990s, electronic trading gained momentum, but initially nearly all of it was still by human beings, using computer screens and keyboards. Since 2000, however, trading has increasingly become entirely automated. Particularly prominent has been ultra-fast, algorithmic high-frequency trading or HFT. In several important markets, HFT now makes up between around a quarter and just over a half of all trading (see, e.g., Baron et al. 2012, Bouveret et al. 2014, Brogaard et al. 2014).

Our research, which links economic sociology and science and technology studies (STS), will investigate: 1) how HFT is conducted; 2) how and why it has become firmly established in some markets while failing to gain entry to others.

HFT is a theoretically pivotal topic from the viewpoint of the intersection of economic sociology and STS. Economic sociologists have productively analysed markets as contested, historically situated 'fields', focusing on topics such as the cultures of markets, their social ordering and governance, and the conflicts surrounding these. STS scholars who study markets have in contrast typically focused on the materiality of markets: the role in them of technological devices; of material procedures; of embodied human beings (rather than disembodied cognition, whether rational or not); of mathematical models not as abstractions but as material computational routines. Proponents of each approach have often seen the other approach as incomplete, even inadequate, and the theoretical objective of this research is to develop an integrated analysis that we call a 'material sociology'.

HFT is a suitable empirical topic for the development of a material sociology for two reasons:

First, HFT's material aspects are crucial. For example, even the speed of light is a constraint. The salient time unit in HFT is a microsecond - a millionth of a second - and in a microsecond even light in a fibre-optic cable travels only around 200 metres. So, e.g., the exact locations of computer systems and precise routes of communications links matter hugely.

Second, the rise of HFT has triggered conflicts about the structures of markets, the rules of trading, and so on: conflicts of the kind that interest economic sociologists. Nearly all HFT firms are small, recent entrants. They confront established players such as big banks (whose technical systems are typically slow by HFT standards). The outcomes so far of the resultant conflicts vary considerably. At one extreme (e.g., US share trading), the traditional institutional structure has eroded almost completely, to be replaced by an institutional/technical structure that - with some interesting exceptions - facilitates HFT. At the other extreme (e.g. the markets for UK and Eurozone government bonds), HFT firms have simply failed to gain any access.

Our empirical research will be informed by our 'material sociology' theoretical objective. E.g. when we examine how HFT algorithms predict price changes, we will investigate the extent to which the technical procedures by which they do so actually depend on historically-situated, contested features of markets. When we examine the interaction between HFT and the structure of markets, we will investigate not simply social roles and rules, but also material infrastructure.

We will employ semi-structured interviewing (of high-frequency traders, those who supply them with technical services, and others such as exchange staff, regulators and members of incumbent firms), supplemented by documentary sources and observational research (e.g. at HFT industry meetings). Extensive preparatory research has given us the necessary contacts, allowed us to discover how deeply we can probe interviewees without intruding on 'trade secrets', and informed our initial data-analysis framework.

Planned Impact

Four groups will benefit from this research.

First, policy makers and financial-market regulators (faced with markets in which HFT is playing an increasing role, often improving liquidity and lowering the cost of trading, but with potential drawbacks such as socially wasteful expenditure on 'arms races' in speed) will benefit from the broad, balanced, concrete understanding that this project will generate of the material practices of HFT and their interaction with market structure. MacKenzie has already been invited to give a talk at the Bank of England on this research in March 2017.

Second, practitioners of HFT (especially new recruits) will also benefit from our analyses of HFT practices and their interaction with market structure. Existing 'how to' guides to HFT are hopelessly inadequate in these respects, and the deliberately compartmentalised nature of many HFT firms restricts the capacity of novice practitioners to learn from more experienced staff.

Third, other financial-market practitioners, who often (in our experience) have poor understanding of HFT practices and strongly negative stereotypes of the sector will, similarly, benefit from the balanced and concrete perspective we will provide.

Fourth, interested members of the general public, journalists, creative artists and relevant NGOs (such as Finance Watch) will also benefit from our analyses. Unusually for what can appear to be an esoteric aspect of finance, HFT arouses substantial public interest. For example, Michael Lewis's 2014 journalistic treatment of HFT, Flash Boys, is reported to have sold 130,000 copies in the week following its publication. Unfortunately, however, Lewis's book (along with much of the mass-media treatment of HFT) is simplistic and tends towards negative stereotyping of HFT. Our goal in this respect is to write vividly about HFT (its exotic material features lend itself to this), while remaining fair and balanced. Writing vividly can reach audiences, including, e.g., creative artists, that 'drier' treatments of finance do not, but without the stereotyping of those involved.

We will reach these four groups by six pathways:

1. Vivid, attractively written, articles in the London Review of Books, which has a subscriber base of over 60,000 and a prominent website (with over half a million visitors a month). The LRB is, e.g., widely read by journalists and creative artists.

2. Articles in the Tabb Forum, the world's leading site for discussion among practitioners of 'market structure' issues.

3. A project website and Facebook page, and - especially in the last two years of the project - blogging (especially on the 'socializing finance' blog) and use of Twitter. We are requesting modest 'boosting' (in effect, digital advertising) costs to increase the reach of publicity of our outputs and of our final dissemination meeting.

4. Circulation of draft articles direct to interviewees (who will, in many cases, be the practitioners to whom our research is most immediately relevant).

5. Collaborations with artists and appropriate NGOs. Our two earlier ESRC projects on finance (RES-051-27-0062 and RES-062-23-1958) attracted the attention of artists, leading e.g. to what has become a multi-year collaboration with the Swedish conceptual artists, Goldin+Senneby. Finance Watch, Europe's most prominent relevant NGO (and a significant influence on EU policy-making), has already invited us to its Brussels headquarters to discuss this research.

6. A final dissemination meeting, aimed largely at regulators and financial practitioners, with, e.g., a keynote speaker well-known to them as well as presentations of the research findings.

The record in achieving impact of our two earlier ESRC projects on finance is strong: e.g. Prospect magazine named MacKenzie in January 2010 as among the 25 public intellectuals with the most impact on the 'public conversation' about the global financial crisis.
 
Title Feedback on script for Vermeir & Heiremans video, 'A Modest Proposal (in a Black Box)' 
Description In May 2018, MacKenzie gave feedback to the artists Vermeir & Heiremans on the script for their video and exhibition 'A Modest Proposal (in a Black Box)'. The exhibition took place in London's Pump House Gallery (3 October - 16 December 2018), and the video was separately shown, e.g., at the Futures of Finance and Society conference in Edinburgh, 6-7 December 2018. 
Type Of Art Film/Video/Animation 
Year Produced 2018 
Impact The showing of the video in Edinburgh prompted an interesting discussion of the financialisation of art and how creative artists could benefit from income from that financialisation. 
URL https://pumphousegallery.org.uk/programme/a-modest-proposal-in-a-black-box
 
Description High-frequency trading or HFT is proprietary trading (i.e. the direct pursuit of profit, rather than e.g. earning fees from executing others' purchases or sales) that is automated, algorithmic and ultra-fast. HFT makes up around half of all trading in many of the world's most important financial markets (MacKenzie 2018). The research has five objectives, which in brief are:
1. To contribute to the development of a theoretical perspective that integrates two currently largely separate ways of understanding markets: as institutions and as material technical systems.
2. To increase knowledge of HFT firms and of HFT algorithms (including, eg, how these algorithms have changed through time).
3. To understand how HFT practices have interacted and are interacting with the structures of the main US and European markets in which HFT is active or has sought unsuccessfully to enter.
4. To achieve impact beyond academia by engaging closely with market practitioners, regulators and other policymakers, and the general public.
5. To achieve academic impact, eg via presentations at seminars and workshops, articles in high-profile academic journals and a book published by an internationally prominent publisher.

Strong progress, detailed below, has been made on all five objectives. Inevitably, the coronavirus crisis interrupted fieldwork, although interviewing by videolink remained possible. Fortunately, we had done a considerable amount of research in 2016 to prepare the proposal, and were able to continue it during 2017 (between submitting the proposal and the start date of the ESRC project). Together with the fieldwork in the first two years of the project (2018 and 2019) going very well, this has meant that it was possible to work on publications throughout the project.

That in turn has enabled faster progress than planned in respect to both academic impact and impact beyond academia, with seven articles in prominent refereed journals and, e.g., five articles in the widely read London Review of Books. When the coronavirus hit and lockdown began, it was therefore decided to prioritise pressing ahead as fast as possible with the most demanding planned writing task, a book pulling together the theoretical work under objective 1 (developing a perspective we call 'material political economy') and presenting the main findings in relation to objectives 2 and 3: D. MacKenzie, 'Trading at the Speed of Light: How Ultrafast Algorithms are Transforming Financial Markets'. Intensive work on the book during the months of lockdown led to its publication by Princeton University Press in May 2021.

The project's main findings, reported in the journal articles listed in Research Fish, and pulled together in 'Trading at the Speed of Light', concern HFT's materiality, its political aspects (including the influence on it of developments in the formal political system), and its economic aspects. (The emphasis on economic aspects is intended as a corrective to the frequent lack of attention to finance's mundane money-making in the academic specialism to which our research on HFT belongs, the 'social studies of finance': in other words, the application to financial markets not of economics, or simply of individualistic 'behavioural finance', but of wider social-science disciplines such as anthropology, politics, sociology and science and technology studies). For example, 'Trading at the Speed of Light' argues that the rise of HFT, and its current algorithmic practices, can be understood only if HFT's physicality is fully incorporated into the analysis and - simultaneously - close attention is given to the way in which HFT challenges the way in which pre-existing markets are organised, along with associated money-making/rent-seeking. The resultant conflicts, which sometimes involve not just direct market participants, but also regulators and sometimes even politicians, have left a deep imprint on HFT. For instance, as 'Trading at the Speed of Light' shows, three of the main classes of 'signal' in HFT have their origins in conflicts of this kind. (In HFT, a 'signal' is a pattern of data that informs an algorithm's trading, eg prompting it to bid to buy shares, offer to sell them, or to cancel an existing bid or offer.)

HFT's speed is extraordinary. Interviewees report that today's state-of-the-art HFT algorithms are able to respond to price changes in under 100 nanoseconds (2021 data from the futures exchange Eurex suggests reports response times as short as 15 nanoseconds), and single-digit nanoseconds are crucial to success in the activity. A nanosecond is a billionth of a second, and in a nanosecond even the fastest possible signal, light in free space, can travel only around 30cm, or roughly a foot. That makes HFT exquisitely sensitive to the precise spatial location of equipment such as microwave towers, and therefore makes it possible for those who own or control such locations to extract rent by charging heavily for access to them. There are influential proposals being canvassed with regulators and debated within the financial sector to reduce the need for extreme speed and lower the necessary expenditure on technology, but such proposals are fiercely contested.

The empirical chapters of 'Trading at the Speed of Light' flesh out the material political economy analysis via detailed examination of the trading of futures, shares, sovereign bonds and foreign exchange in the US and Europe, along with an in-depth investigation of the material infrastructure of HFT, and discussion of what we have found to be the central divide in HFT: between 'market-making' algorithms that post prices in electronic order books for others to execute against, and 'liquidity-taking' algorithms that make much of their profits at the expense of these market-making algorithms. Interest in the topic of the book is indicated by the purchase of the audio rights by Gildan Media (audiobook version, narrated by Jonathan Cowley: Gildan Media/Audible, 2021), of the translation rights for Chinese complex script (Hong Kong, Macau, Taiwan) by Briefing Press, Taipei, and of the rights for Chinese simplified script (mainland China) by Shanghai University of Finance & Economics Press.

An important part of the 'political' aspect of material political economy is the regulation of financial markets, which, as already noted, at crucial moments interacts with the formal political system. Regulation has been examined in particular depth by Pardo-Guerra, who has applied a network-orientated variant of quantitative topic modelling to document changing thinking about technology (but lack of detailed attention to specific 'market devices') by the leaders of the world's most important single regulator, the US Securities and Exchange Commission: see his journal article listed in Research Fish.

Among the areas of research we have been pursuing since the publication of the main project output, 'Trading at the Speed of Light', have been the changing moral status of 'spoofing' (making bids or offers, not with the intention of trading, but of changing the content of electronic order books in a way that misleads human participants or algorithms). In the epoch of face-to-face trading (e.g. in Chicago's famous open-outcry trading pits) analogues of today's spoofing were regarded as a necessary, valuable skill for a broker to possess, while spoofing has now become a criminal offence. In an article in Economy and Society, we have tracked in detail how and why this transition has happened. A broader issue we have been investigating is the similarities and differences between high-frequency trading and other high-tech economic activities such as cryptocurrency mining and online advertising. The latter turns out to be a particularly productive site for research analogous to that conducted for this project, and a new team led by MacKenzie (along with Charlotte Rommerskirchen and Koray Caliskan) has successfully applied to ESRC for a new four-year £513,000 project to investigate online advertising.

Among the most interesting issues thrown up by the comparison between high-frequency trading, cryptocurrencies and online advertising concerns the relationship between time, space and trading. In HFT, extremely low electronic delays are achieved by having crucial computations always performed on the same physical machines in a very specific spatial location, with ultrafast communications between the different machines (e.g. using microwaves if those machines are in different datacentres). The trading of cryptocurrencies and online advertising opportunities does not usually involve similar time-space configurations. E.g. most cryptocurrency exchanges are 'located' in 'clouds' managed by commercial providers of datacentre services, which means that their crucial computational systems can 'spin up' on different machines and sometimes even in different datacentres. The trading of advertising opportunities, although very fast by normal human standards, is slow by the standards of HFT, and the importance of precise spatial location is therefore significantly smaller than in HFT.
Exploitation Route The high costs of the speed race are an issue of concern to financial regulators, while the presence or absence of HFT in sovereign debt markets is an important matter from the viewpoint of governments' debt management offices. More generally, the results of the project are of interest to members of the general public who wish an up-to-date understanding of today's financial markets.

A very major change in the technological foundations of financial trading, not anticipated when we began this research, is now beginning, with exchanges (notably the Chicago Mercantile Exchange and NASDAQ) teaming up with 'cloud' providers such as Google and Amazon Web Services gradually to move their technological systems from data centres in fixed locations into the cloud over the coming ten years. As our research has shown, market participants have considerable experience in dealing with the existing material infrastructure of data centres in fixed locations and microwave, et cetera, links between those data centres, and exchanges make less-than-complete but still important efforts to maintain 'fairness' among competing market participants within this infrastructure, using 'physical' mechanisms such as coiling fibre-optic cables inside data centres so as to ensure equal lengths of connection to the exchange's matching engines, the heart of its computer system. While the 'cloud' is just as material as this existing infrastructure, exactly where crucial computations take place may eventually become far less obvious, which will raise major questions for market participants, exchanges and regulators as they deal with this coming transition. We would hope that our in-depth investigation of the existing infrastructure of ultrafast financial trading (and of how participants navigate it) will be helpful to them as they begin to tackle these new questions over the coming decade.
Sectors Digital/Communication/Information Technologies (including Software),Financial Services, and Management Consultancy,Government, Democracy and Justice

URL http://www.sociology.ed.ac.uk/research/grants_and_projects/current_projects/a_material_sociology_of_high-frequency_trading/project_working_papers
 
Description Highlights include MacKenzie's HFT research being the focus of an article by the leading financial journalist, Gillian Tett, in the Financial Times magazine (23-24 February 2019, p. 46), and MacKenzie being interviewed on high-frequency trading by BBC Radio 4 for the widely-trailed series, The New Age of Capitalism (first broadcast 17 September 2018). Practitioner/policymaker meetings and events include meetings at the UK Financial Conduct Authority and US Commodity Futures Trading Commission', a 'continuing professional development' session for the Institute and Faculty of Actuaries (24 January 2019), and a presentation at the September 2019 Public Debt Management Conference, bringing together representatives from many of the world's government data management offices and held at the OECD's headquarters in Paris (co-organised by the OECD, Italian Treasury and World Bank). In November 2022, MacKenzie was invited by one of Continental Europe's main high-frequency trading firms to give a talk on the project research, which was attended by around 50 of its traders and other employees. The publication in 2021 of the main project output (D. MacKenzie, Trading at the Speed of Light: How Ultrafast Algorithms Are Transforming Financial Markets, Princeton University Press) gave rise to multiple invitations to describe the project's findings. Most prominent was an invitation to MacKenzie to write for Dow Jones MarketWatch, which attracts around 40 million readers each month and is the third-highest ranked finance website in the US in Similarweb's reach/engagement rankings: D. MacKenzie, "High-Frequency Trading Brings Real Benefits But Still Could Wind Up Hurting the Stock Market. Here's Why," Market Watch (June 2021): https://www.marketwatch.com/story/high-frequency-trading-brings-real- benefits-but-still-could-wind-up-hurting-the-stock-market-heres-why-11622729169. Another prominent form of dissemination was an article by the journalist Katherine Heires about the project's findings ("High-Frequency Trading: A Sociologist's Take") for the website of the Global Association of Risk Professionals, which has around 250,000 members: https://www.garp.org/risk-intelligence/market/high-frequency-trading-a-sociologists-take. Trading at the Speed of Light is being read by practitioners of high-frequency trading: one of our interviewees told us that he had persuaded his trading firm to buy 50 copies for distribution to new recruits and others in the firm. The widely-read London Review of Books (with its print readership of over 70,000 and website with over 400,000 visitors monthly) has been a very valuable channel for dissemination to the wider public, via five articles: 1. D. MacKenzie, 'Short Cuts [VIX],' London Review of Books [LRB] 40/2 (25 January 2018): 24. This article, on trading of the VIX (the Volatility Index, Wall Street's 'fear gauge'), based on our research immediately prior to the start of the project, turned out to be timely: the processes it described went dramatically into reverse in serious stock market turmoil on 5 & 6 February 2018. 2. D. MacKenzie, 'How to Solve the Puzzle,' LRB 40/7 (5 April 2018): 11-12. 3. D. MacKenzie, 'Just How Fast?' LRB 41/5 (7 March 2019): 23-24. 4. D. MacKenzie, 'Pick a Nonce and Try a Hash,' LRB 41/8 (18 April 2019): 35-38. 5. D. MacKenzie, "Cookies, Pixels and Fingerprints," LRB 43/7 (1 April 2021): 31-34. Evidence of use of these outputs includes the second, third and fourth of these LRB articles being audiolicensed by Audm, a US company that specialises in turning the world's leading English-language longform journalism into audio content (using professional actors, not automated speech synthesis). The third LRB article was translated into Arabic by Yazan Ashqar for his blog, Amman Review: https://ammanreview.home.blog. Use of these articles by journalists includes: Nessim Aït-Kacimi, 'La féroce compétition du monde des traders haute fréquence', Les Echos, 14 Feb 2019: 30; Riccardo Staglianò, 'Sulle torri la finanza va veloce (quasi) come la luce', La Repubblica, 25 Oct 2019: 57-61. Practitioner-oriented publications: D. MacKenzie, 'Can Trading's Playing Field be Leveled?' TabbForum, 4 February 2019: https://tabbforum.com/opinions/can-tradings-playing-field-be-levelled/ D. MacKenzie, 'How Fragile is Competition in High-Frequency Trading?' TabbForum, 26 March 2019: https://tabbforum.com/opinions/how-fragile-is-competition-in-high-frequency-trading/ The first of these was drawn on by Gillian Tett for the Financial Times article referred to above. Podcast/video interviews: of Pardo-Guerra for New Books Network (May 2019) and Financial Sense Newshour (April 2020), and of MacKenzie for New Money Review (May 2019), MaxCamthropod (March 2020), WBEZ (National Public Radio, Chicago, May 2021), John Lothian News (Chicago traders' news service, May 2021), and WTFinance (YouTube video series, May 2021). Recognition of the longer-term impact of MacKenzie's broader research on financial markets includes: 1. Award by the Society for Progress of a Progress Medal to MacKenzie, in a ceremony in the Palais de Fontainebleau in 2018, "For exposing how fundamental financial theories and models don't just explain but also, by rationalising and legitimating practices and regulations, cause financial products, markets, and outcomes." 2. MacKenzie listed by "Academic Influence" in 2021 as among the 25 most influential sociologists worldwide: https://academicinfluence.com/rankings/people/most-influential-sociologists-today 3. MacKenzie awarded Leonardo Da Vinci Medal of the Society for the History of Technology at its Annual Meeting in November 2022 in New Orleans.
First Year Of Impact 2018
Sector Financial Services, and Management Consultancy
Impact Types Cultural,Societal

 
Description Online Advertising: Data, Materiality, Systematicity and Power
Amount £513,281 (GBP)
Funding ID ES/V015362/1 
Organisation Economic and Social Research Council 
Sector Public
Country United Kingdom
Start 01/2022 
End 12/2025
 
Description Advice on preparation of VPRO Television programme on high-frequency trading (Planet Finance) 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Media (as a channel to the public)
Results and Impact Advice on preparation of VPRO Television programme on high-frequency trading (Planet Finance documentary series).
Year(s) Of Engagement Activity 2019
 
Description Article for London Review of Books on data gathering for automated bidding, etc, in online advertising 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact D. MacKenzie, "Cookies, Pixels and Fingerprints," London Review of Books 43/7 (1 April 2021): 31-34. The London Review of Books has a print readership of over 70,000. Its website, on which its articles are also available, has over 400,000 visitors monthly.
Year(s) Of Engagement Activity 2021
URL https://www.lrb.co.uk
 
Description Article for Princeton University Press "Ideas" series on project findings 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact Invited contribution to Princeton University Press "Ideas" series on the project's findings on high-frequency trading.
Year(s) Of Engagement Activity 2021
URL https://press.princeton.edu/ideas/how-to-make-money-in-nanoseconds
 
Description Article for Tabb Forum on millimetre wave links in high-frequency trading 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Research we conducted late in 2018, including a fieldwork visit to Paris in December, revealed that physical constraints on the millimetre wave links used to transmit financial data between the main share-trading computer datacentres in New Jersey can give a speed advantage to those trading firms which own their own links or lease bandwidth on providers' links. (Most likely, the same holds true for the triangle of datacentres in Greater London.) This advantage is being challenged by a new service, using a different part of the frequency spectrum, via which full quasi-public price and order-book data can be transmitted as fast as private 'signals', but issues in the material implementation of this service raise questions of public policy. On 4 February 2019, we published a brief article outlining these issues on the Tabb Forum, a high-profile news service/discussion forum for professional practitioners of finance. Among immediate responses to the article was the following comment from a leading financial journalist: 'Yay!! Congrats! ... definitely want to write something!'
Year(s) Of Engagement Activity 2019
URL https://tabbforum.com/opinions/can-tradings-playing-field-be-levelled
 
Description Article for literary magazine, Berfrois, on project findings 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact D. MacKenzie, "The War Among Algorithms," Berfrois (April 2021). Reprinted in American Sociological Association Work in Progress series: http://www.wipsociology.org/author/donald-mackenzie/
Year(s) Of Engagement Activity 2021
URL https://www.berfrois.com/2021/04/donald-mackenzie-trading-faster/
 
Description Article in Financial Times Magazine based on project 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact MacKenzie held a meeting with the financial journalist Gillian Tett in Edinburgh in December 2018, and provided her with advance copies of project publications. This led to her writing an article in the Financial Times Magazine, February 23/24 2019: 'Even Masters of the Universe Can't Beat the Speed of Light'.
Year(s) Of Engagement Activity 2019
URL https://www.ft.com/content/c529809a-349f-11e9-bd3a-8b2a211d90d5
 
Description Article in Les Echos (the leading French-language business newspaper on project findings) 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Nessim Aït-Kacimi, 'La féroce compétition du monde des traders haute fréquence', Les Echos, 14 February 2019, p.30.
Year(s) Of Engagement Activity 2019
URL https://www.lesechos.fr/finance-marches/marches-financiers/la-feroce-competition-du-monde-des-trader...
 
Description Article in London Review of Books applying the project's 'material sociology' perspective to cryptocurrencies 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact "Pick a Nonce and Try a Hash," London Review of Books 41/8 (18 April 2019): 35-38. Audio licensed by US-based audio app, Audm.
Year(s) Of Engagement Activity 2019
URL https://www.lrb.co.uk/the-paper/v41/n08/donald-mackenzie/pick-a-nonce-and-try-a-hash
 
Description Article in London Review of Books on communication technologies for HFT 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact "Just How Fast?" London Review of Books 41/5 (7 March 2019): 23-24. Translated into Arabic by Yazan Ashqar for his blog, Amman Review: https://ammanreview.home.blog. Audio licensed by US-based audio app, Audm.
Year(s) Of Engagement Activity 2019
URL https://www.lrb.co.uk/the-paper/v41/n05/donald-mackenzie/just-how-fast
 
Description Article in TABB Forum (widely read practitioner website) 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact "How Fragile is Competition in High-Frequency Trading?" TabbForum, 26 March 2019.
Year(s) Of Engagement Activity 2019
URL https://tabbforum.com/opinions/how-fragile-is-competition-in-high-frequency-trading/
 
Description Article on VIX (Volatility Index) in London Review of Books 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact During the preparatory research for this project, the PI became aware of disturbing patterns of trading around the US VIX (Volatility Index), which had remained at some time at anomalously low levels. His article on this, 'Short Cuts', appeared in the London Review of Books 40/2 (25 January 2018): 24. At the end of the following week, the processes discussed in the article began to go into reverse. Then, on 5 and 6 February 2018, the reversal became dramatic, with a huge rise in the VIX, accompanied by big overall fluctuations in international stock markets. The 'short VIX' trade described in the article incurred huge losses. In particular, by the close of trading on 6 February, the XIV (an 'inverse' fund that facilitated betting that the VIX would continue to fall) had incurred losses of 92%. In response, Credit Suisse - whose product the XIV was - announced its termination. Investors in the XIV could redeem their units, but only at prices that for most of them imply almost complete loss of their capital.
Year(s) Of Engagement Activity 2018
URL https://www.lrb.co.uk
 
Description Article on project findings for financial practitioners website, Advisor Perspectives. 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact Michael Edesess, "Is High-Speed Trading Just a Game for Finance Elites with No Social Value?" Advisor Perspectives, 7 June 2021.
Year(s) Of Engagement Activity 2021
URL https://www.advisorperspectives.com/articles/2021/06/07/is-high-speed-trading-just-a-game-for-financ...
 
Description Article on project findings for prominent US financial-market website, Dow Jones MarketWatch 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact D.MacKenzie, "High-Frequency Trading Brings Real Benefits But Still Could Wind Up Hurting the Stock Market. Here's Why," Market Watch (June 2021). Dow Jones MarketWatch attracts c. 40 million readers each month and is the third-highest ranked finance website in the US in Similarweb's reach/engagement rankings.
Year(s) Of Engagement Activity 2021
URL https://www.marketwatch.com/story/high-frequency-trading-brings-real-benefits-but-still-could-wind-u...
 
Description Article on project findings on website of Global Association of Risk Professionals 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Article by journalist Katherine Heires on project findings: "High-Frequency Trading: A Sociologist's Take. Professor Donald MacKenzie weighs the risks of models, algorithms, market concentration and jitter."
Year(s) Of Engagement Activity 2021
URL https://www.garp.org/risk-intelligence/market/high-frequency-trading-a-sociologists-take
 
Description Article on short selling in London Review of Books 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact D. MacKenzie, 'How to Solve the Puzzle', London Review of Books 40/7 (5 April 2018): 11-12. This 'general interest' article directed at the general public explained the nature of 'short selling', which is a form of trading that has a variety of purposes that include profiting from an expected decline in the price of a stock. The article described the mechanics of short selling, the research work on corporations that short sellers engage in (which has some resemblances to investigative journalism) and why the activity is valuable despite its controversial reputation.
Year(s) Of Engagement Activity 2018
URL https://www.lrb.co.uk
 
Description BBC Radio 4 interview on high-frequency trading 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Public/other audiences
Results and Impact MacKenzie was one of two interviewees for the programme on 'High Frequency Trading' in Daniel Grossman's series, The New Age of Capitalism. The programme was broadcast on BBC Radio 4 at 13:45 on 17 Sept 2018.
Year(s) Of Engagement Activity 2018
 
Description Briefing of Bloomberg journalist 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Media (as a channel to the public)
Results and Impact Briefed Bloomberg journalist Justina Lee on use of shortwave radio in high-frequency trading, 2 June 2020
Year(s) Of Engagement Activity 2020
 
Description Briefing of Le Monde journalist 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Media (as a channel to the public)
Results and Impact Briefing of Le Monde journalist Fabio Benedetti Valentini, 18 December 2020
Year(s) Of Engagement Activity 2020
 
Description Donald MacKenzie interviewed by Chicago traders' news service, John Lothian News 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Extended interview of MacKenzie by the Chicago-based daily traders' news service, John Lothian News, on project findings and project book (Trading at the Speed of Light: How Ultrafast Algorithms Are Transforming Financial Markets).
Year(s) Of Engagement Activity 2021
URL https://johnlothiannews.com/donald-mackenzie-takes-a-long-look-at-high-frequency-trading-and-its-his...
 
Description Input to article in La Repubblica on high-frequency trading 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact Riccardo Staglianò, 'Sulle torri la finanza va veloce (quasi) come la luce', La Repubblica 25 October 2019: 56-61.
Year(s) Of Engagement Activity 2019
URL https://rep.repubblica.it/pwa/venerdi/2019/10/28/news/sulle_torri_la_finanza_va_veloce_come_la_luce-...
 
Description Interview of MacKenzie for YouTube series, WTFinance 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Public/other audiences
Results and Impact Extended YouTube interview on project findings and project book (Trading at the Speed of Light: How Ultrafast Algorithms Are Transforming Financial Markets).
Year(s) Of Engagement Activity 2021
URL https://www.youtube.com/watch?v=YNCbg6rggD0
 
Description Interview with journalist re: high-frequency trading 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Media (as a channel to the public)
Results and Impact On 16 July 2018, the journalist Robert Mackenzie Smith of the leading finance-sector magazine, Risk, interviewed MacKenzie about the current situation in high-frequency trading in the US, especially in the trading of Treasurys.
Year(s) Of Engagement Activity 2018
 
Description MacKenzie interviewed on high-frequency trading and closure of open-outcry trading pits for WBEZ (National Public Radio, Chicago) 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact MacKenzie interviewed by WBEZ (National Public Radio, Chicago) on the occasion of Chicago Mercantile Exchange announcing closures of historic open-outcry trading pits. Programme has average 25,000 listeners, and also wide availability on other platforms.
Year(s) Of Engagement Activity 2021
URL https://www.wbez.org/stories/chicago-mercantile-exchange-board-of-trade-permanently-close-most-in-pe...
 
Description Meetings with regulators 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact At the start of the project, the PI held a series of meetings with financial regulators and associated research staff at the Financial Conduct Authority (30 January 2018 and 21 May 2018), Bank of England (31 January 2018) and the US Commodity Futures Trading Commission (Washington, DC, 25 June 2018). The last of these included a talk by the PI to around 25 CFTC staff. He also met twice in 2018 (28 June and 15 October) with a specialist member of staff of the CFTC (not based in Washington) with particular expertise in the detection of 'spoofing' and other forms of financial misconduct.
Year(s) Of Engagement Activity 2018
 
Description Podcast interview by Meyrick Chapman 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Donald MacKenzie was interviewed by senior financial practitioner, Meyrick Chapman, for his podcast series, Exorbitant Privilege.
Year(s) Of Engagement Activity 2023
URL https://exorbitantprivilege.substack.com/p/exorbitant-chat-episode-2-donald#details
 
Description Podcast on application of the project's approach to research on cryptocurrencies 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact The hidden politics of cryptocurrencies, interview by Paul Amery on May 20, 2019.
Year(s) Of Engagement Activity 2019
URL https://blubrry.com/newmoneyreview/44105160/the-hidden-politics-of-cryptocurrencies
 
Description Presentation to OECD-Italian Treasury-World Bank Public Debt Management Network meeting 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact Presentation (jointly with Charlotte Rommerskirchen) to policy makers at the OECD-Italian Treasury-World Bank Public Debt Management Network meeting in the OECD Headquarters in Paris, 5 September 2019. The meeting was attended by senior staff from the debt management offices of many governments, and we presented on the high-frequency trading of governments' sovereign debt securities.
Year(s) Of Engagement Activity 2019
 
Description Talk for Institute and Faculty of Actuaries Knowledge Sharing Session 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Professional Practitioners
Results and Impact The Institute and Faculty of Actuaries requested that MacKenzie give a talk to its continuous professional development programme, Knowledge Sharing Sessions, on the research being conducted for this project. The talk took place on 24 Jan 2019 in the Edinburgh offices of KPMG.
Year(s) Of Engagement Activity 2019
 
Description Talk to Catalan Society for the History of Science and Technology 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Talk sparked questions and discussion online.
Year(s) Of Engagement Activity 2022
URL https://www.youtube.com/watch?v=xcz3H5sKLrY
 
Description Talk to Forum hosted by School of Journalism and Communication, Peking University 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Presentation of main results from the ESRC project, A Material Sociology of High-Frequency Trading.
Year(s) Of Engagement Activity 2022
URL https://media.ed.ac.uk/media/MacKenziePekingUnivTalk/1_4tgqwwvs
 
Description Talk to New York University Institute for Public Knowledge series, Co-Opting AI 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Donald MacKenzie presented some salient findings from the research in a joint session hosted by New York University's Co-Opting AI series.
Year(s) Of Engagement Activity 2022
URL https://ipk.nyu.edu/events/co-opting-ai-trade/
 
Description Talk to members of high-frequency trading firm about project results 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact MacKenzie invited to give talk at one of Europe's leading high-frequency trading firms on project results.
Year(s) Of Engagement Activity 2022