This paper proposes a consistent estimator for the realized covariance of high frequency and asynchronous assets' returns that are contaminated by microstructure noise. The main contribution is the introduction of the pseudoaggregation which transforms the observations into series with the same...

Reference rate markets are a central feature in capital markets around the world that enable lenders to expand financing possibilities for the business sector and reduce exposure to risks of unexpected changes in the interest rate. However, due to the many manipulations of reference rates...

Ethereum is an important blockchain, being the first and most popular public platform for the smart contracts underpinning financial transactions, time-stamping of supply chains, decentralized applications and initial coin offerings. Ethereum's cryptocurrency, ether, is actively traded on...

By adverse-selecting liquidity providers, toxic order flow harms liquidity. We empirically examine which components of modern markets' net flow of orders convey information and signal toxicity. We find that the net flow of non-marketable orders is more informative than the trade-initiator-based...

We study Bitcoin (BTC) trading at the CME and four settlement spot exchanges that transact $146 million per day in the BTC/USD pair. Spot market median trade sizes are under $1,300 but exceed $18,000 on the CME. Bid-ask spreads average 0.0298%.Trade sizes of over $1 million move markets by less...

This paper provides a guide to high frequency option trade and quote data disseminated by theOptions Price Reporting Authority (OPRA). We present a comprehensive overview of the U.S. option market, including details on market regulation and the trading processes for all 16 constituent option...

Using trader-resolved data, we document lead-lag relationships between groups of investors in the foreign exchange market. Because these relationships are systematic and persistent, order flow is predictable from trader-resolved order flow. We thus propose a generic method to exploit trader...

This paper investigates how order flows drive dynamic co-movements of exchange rates. We allow for asymmetric correlation responses to positive/negative shocks, control for structural breaks, bid-ask spreads and volatility effect of order flows, employ alternative order flow measures, and...