Research
Market microstructure, FinTech, and the economics of market design. Each current paper has a short plain-language note; open it for the idea in one paragraph.
Working papers
Dethroning the Dollar? Optimal Multi-Asset Market Making
with Andreas Park · New draft, September 2026 · Presented at SAFE (Frankfurt) and the Women in Microstructure Meeting; forthcoming at the Warwick Gillmore Centre DeFi & Digital Currencies Conference (London, September 2026) and the Sydney Market Microstructure and Digital Finance Meeting (December 2026)
SSRN
What the paper does
Most foreign-exchange transactions route through the U.S. dollar even when neither party wants dollars: a trade between two other currencies is executed as two dollar legs. That concentrates volume in dollar markets and keeps their spreads tight, but every cross-currency order pays twice. We ask whether a single pool that makes markets in many currencies at once can do better, and derive the condition under which it does. The answer turns on how correlated the currencies' returns are and how much of the order flow is cross-currency. The framework applies beyond FX to any market in which one asset serves as the common settlement asset, for instance tokenized stocks trading against cash.
Abstract
Most foreign exchange transactions route through the U.S. dollar, even when the parties want to exchange two other currencies. Vehicle routing concentrates volume in dollar markets and lowers their trading costs, but a cross-currency trade pays fees and price impact on two dollar legs. We ask whether a single liquidity pool that makes markets in several currencies can lower aggregate trading costs. The designer chooses the capital weights across currencies and the fee on each pair. With competitive liquidity provision and aggregate fee revenue set optimally, the weights determine aggregate trading costs and each pair's price impact; the division of fees across pairs determines how those costs are shared by traders. We characterize the optimal weights and derive a closed-form condition under which some choice of weights yields lower aggregate costs than vehicle routing: the volume-weighted sum of pairwise return correlations and cross-currency flow intensities must be positive. The routing cost is a boundary value of the pool's cost function as its dollar share approaches one. We also characterize the fee schedules that deter entry by a dedicated dollar market and show that aggregate dominance does not guarantee robustness to entry. Foreign exchange is our main application, but the results apply to any set of assets traded against a common settlement asset.
The Data Toll
with Andreas Park · Paper coming soon · To be presented at the 10th SAFE Market Microstructure Conference, LMU Munich, 18 September 2026
What the paper does
Trading venues sell two things: execution and the market data their trading produces. Because a venue's data is only worth buying if enough other traders also subscribe, data fees gate access to a network externality. We model competition between an incumbent and an entrant venue and find three things. First, an entrant faces a coordination failure: nobody subscribing to its data is an equilibrium at any non-negative fee, and only a subsidy removes it. Second, the incumbent can deter entry by overpricing its own data above the revenue-maximizing level, which squeezes the fee the entrant can sustain and raises the critical mass it needs. Third, brokers who pass only part of the data cost to clients behave as if fees were even higher, and past a sharp threshold that agency friction alone forecloses the entrant. Paper coming soon; a version will be presented at the 10th SAFE Market Microstructure Conference in Munich on 18 September 2026.
Rebate as Bait: Maker-Taker Fees and Access Rents
with Michael Brolley · Paper coming soon
Learning from DeFi: Would Automated Market Makers Improve Equity Trading?
with Andreas Park · Under review
SSRN
Abstract
We study whether automated market makers (AMMs), trading mechanisms prominent in crypto markets, can improve liquidity provision in equities, a question made salient by the SEC's Project Crypto and exchanges exploring tokenized trading. We develop an equilibrium model of AMM liquidity, derive the stock-specific fee that minimizes trading cost in closed form, and show it reflects the stock's adverse selection. The optimal fee scales with return volatility and the square root of order size relative to volume, consistent with the price-impact law. Calibrated to U.S. equities, AMM trading costs are 38–55 percent below half-spreads, implying billions in annual savings.
Recent publications
Tokenized Stocks for Trading and Capital Raising
with Andreas Park · Research Policy, 2026, 55(7), 105497 (open access)
JournalSSRN
The idea in one paragraph
Putting shares on a blockchain sounds like a technology story, but the economics turn on what tokenization changes for issuers and traders: near-instant settlement, programmable ownership, and the ability to raise capital and provide liquidity in an automated market maker at the same time. We work through the design and regulatory choices this creates and where the gains for firms and investors actually come from. The paper builds on a policy report we wrote for the Plato Partnership and Market Innovator (MI3) academic program.
Tokenomics: When Tokens Beat Equity
with Andreas Park · Management Science, 2023, 69(11), 6568–6583
The idea in one paragraph
A firm can fund itself by selling shares or by pre-selling "utility tokens" that customers will later spend on its product. We show when the second option raises more money and creates more value: tokens commit the firm to serving future customers and let it charge those customers up front, which can be worth more than the flexibility that equity keeps. The result explains when a token sale is a real financing tool and when it is simply equity in disguise. A practitioner version appears as a chapter in The Blockchain Scholars Book (Palgrave Macmillan, 2025).
Publications
- Malinova, Katya, and Andreas Park. "Tokenized Stocks for Trading and Capital Raising." Research Policy, 2026, 55(7), 105497. Open access.
- Malinova, Katya, and Andreas Park. "Tokenomics: When Tokens Beat Equity." Management Science, 2023, 69(11), 6568–6583.
- Brolley, Michael, and Katya Malinova. "Informed Liquidity Provision in a Limit Order Market." Journal of Financial Markets, 2021, 52, 100566.
- Comerton-Forde, Carole, Katya Malinova, and Andreas Park. "Regulating Dark Trading: Order Flow Segmentation and Market Quality." Journal of Financial Economics, 2018, 130(2), 347–366.
- Malinova, Katya, and Andreas Park. "Subsidizing Liquidity: The Impact of Make/Take Fees on Market Quality." Journal of Finance, 2015, 70(2), 509–536.
- Malinova, Katya, and Andreas Park. "The Impact of Competition and Information on Intraday Trading." Journal of Banking and Finance, 2014, 44, 55–71.
- Malinova, Katya, and Andreas Park. "Liquidity, Volume, and Price Efficiency: The Impact of Order vs. Quote Driven Trading." Journal of Financial Markets, 2013, 16(1), 104–126.
- Malinova, Katya, and Andreas Park. "Trading Volume in Dealer Markets." Journal of Financial and Quantitative Analysis, 2010, 45(6), 1447–1484.
Book chapters and reports
- Malinova, Katya, and Andreas Park. "When Do Tokens Beat Equity? The Economics of Utility Tokens." Chapter 5 in The Blockchain Scholars Book: Current Academic Insights Condensed for Busy Practitioners. Palgrave Macmillan, 2025.
- Canadian Securities Administrators, Data Fees Methodology Industry Committee. "Data Fees Methodology Committee Report." 2025. Co-author and committee co-chair.
- Malinova, Katya, and Andreas Park. "Tokenized Stocks for Trading and Capital Raising." Plato Partnership and MI3 Innovator Academic Research Report, 2023.
- Malinova, Katya. "Economics of Technology, Securities and Capital Markets." Columbia Law School, New Special Study of the Securities Markets, 2019.
Other working papers
- Malinova, Katya, Andreas Park, and Ryan Riordan. "Do Retail Traders Suffer from High Frequency Traders?"
- Foley, Sean, Anqi Liu, Katya Malinova, Andreas Park, and Andriy Shkilko. "Cross-subsidizing Liquidity."
- Malinova, Katya, and Andreas Park. "Sniping in Fragmented Markets."
- Malinova, Katya, and Andreas Park. "Market Design with Blockchain Technology."
- Malinova, Katya, Andreas Park, and Ryan Riordan. "Do Retail Traders Benefit from Improvements in Liquidity?"
- Foley, Sean, Katya Malinova, and Andreas Park. "Dark Trading on Public Exchanges."
Funding
- 2026–29 SSHRC Insight Grant, "Reimagining Equity Market Design: Data Fees, Platform Competition, and Asset Tokenization" (PI), $120,201.
- 2020–26 SSHRC Insight Grant, "Economics of Decentralized Finance and Open Platforms" (PI), $118,942.
- 2016–19 SSHRC Insight Grant, "The Role of High Frequency Trading, Market Making, and Arbitrage in Modern Markets" (PI), $115,238.
- 2018–20 Connaught Global Challenge, UTLedgerHub (co-applicant), $250,000.
- 2017–20 Global Risk Institute, Settlement Incentives and Liquidity for Blockchain Securities (with Peter Christoffersen, Mariana Khapko, and Andreas Park).
- 2012–15 SSHRC Insight Grant, "Market Fragmentation: Trading in the Dark and Market Quality" (PI), $88,872.