Portfolio Trading Insights on H1 2023: Volumes and Execution Quality Take Center Stage

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The first half of 2023 offered a volatile macro backdrop for U.S. credit markets, as elevated inflation, rates uncertainty and an ongoing banking crisis continued to weigh on our markets. Despite these hurdles, one constant theme in credit markets has been the use of portfolio trading to move large baskets of risk. Tradeweb has been the market leader in electronifying this protocol and our growth has continued through 2023, with combined U.S. Investment Grade (IG) and U.S. High Yield (HY) volumes in portfolio trading up 22% in the first half of 2023 compared with prior year period. This momentum continued into July; we estimate portfolio trading made up 6%[1] share of total TRACE in July 2023, which is the highest weve seen since November 2021.

In this piece we highlight some of the trends weve seen in portfolio trading over the first six months of 2023 and what this could mean for the next wave of portfolio trading innovation. For example, in response to growing client engagement and interest in using the protocol in different ways, we recently introduced Bulk Crossing functionality within portfolio trading to allow clients and dealers to trade more efficiently by trading hundreds (or thousands) of corporate bonds with Treasury hedges, while consolidating the numerous Treasury trades into one ticket per benchmark. This feature allows both clients and dealers to trade more efficiently by reducing their number of tickets, and has grown in popularity for both Net Proceeds and Trade-at-Close (or Ref+) portfolio trades.

Measuring the Size of the U.S. Portfolio Trading Market An Update

On May 15, 2023, the FINRA TRACE reporting rules took effect which require dealers to start reporting their portfolio trade transactions to TRACE. This change signifies how far portfolio trading has come over the past five years; it is a testament to the increased electronification of this protocol and of credit markets more broadly. The new requirements allow market participants to achieve a better understanding of the size of the market and therefore adjust their pricing models to consume these trades in a more informed way. This new reporting metric has also allowed us to validate our model for estimating portfolio trading market size on TRACE (discussed in more detail here). We will continue to monitor the performance of our portfolio trading estimation model as more portfolio trades are tagged on TRACE over the coming months.

[1] Based on TRACE

Portfolio Trading Execution Volumes Vary Throughout the Month

Portfolio trading is utilized by clients for a multitude of reasons. This can range from very specific sector level views to huge monthly or quarterly rebalances. Month-end tends to be a popular time for portfolio trades for a variety of reasons. Below we illustrate the average days volume given its position in the month during the first half of 2023 vs the first half of 2022. Looking at the chart below, the final week of the month averaged 42% more volume as compared to the previous weeks during the month. This trend helped drive the overall increase in portfolio trading over the last year.

One reason that month-end is a popular time for portfolio trades is that the protocol provides an easy way for clients to rebalance their portfolio to maintain their monthly mandates and exposures. These types of rebalancing trades are typically slightly larger in size and have more line items than other portfolio trades. We can see this activity in the data: in H1 2023, portfolio trade baskets traded on Tradeweb during the last three days of the month averaged 17% more volume and 47% more line items as compared to portfolios traded during the previous days of the month. Portfolio trades near month-end also tend to include more distinct sectors in their make up as compared to portfolio trades happening at other times of the month. Although this is not a direct measure of diversity in bond portfolios, this larger sector range is also indicative of these rebalancing type trades.

Portfolio Trading Execution Quality

As discussed in earlier blog posts, there are several ways of measuring execution quality for trading in credit markets. One metric we use in our transaction cost analyses is the percentage bid/offer spread captured (%BOS). This is simply the percentage of Tradeweb Ai-Price bid/offer spread that the traded level captured. In H1 2023, we saw improvements in portfolio trade execution quality compared to H1 2022. The median %BOS captured is now very close to mid and has almost returned back to 2021 levels. HY portfolio trade execution quality has also significantly improved since the beginning of the year, despite HY TRACE having fallen around 4% from H1 2022 to H1 2023.

We also previously discussed the factors that drive portfolio execution quality at the portfolio level. One interesting trend we wanted to explore further was execution quality at the line level in a portfolio trade and how it varies by size. Intuitively, we would expect higher execution costs on chunkier lines in the portfolio due to a size premium, but also potentially higher costs on those with very small size. This is because a client may be willing to incur slightly higher costs on small trades in order to obtain the certainty of execution on these items.

Using H1 2023 Tradeweb portfolio trading data, we looked at how the %BOS captured varied by line size. We can clearly see both in IG and HY that execution quality falls as line size increases, which is expected due to the extra cost associated with trading large sizes. The chart also implies that the optimal size for execution quality is around 50k-500k for IG and 50k-100k in HY, which corresponds with what we tend to see on average for portfolio trades on our platform. The inverted U shape is also indicative of the small trade effect where trade costs may be slightly higher for very small line sizes. This implies that clients are willing to accept comparatively worse levels on those bonds since they know they are able to trade them with certainty as part of the broader basket. This effect, however, seems to be much smaller than the higher costs associated with larger line sizes and is still well inside the bid/offer.

Looking Forward

Even as TRACE volumes declined in Q2 2023 as compared with strong comps in Q1 2023, weve seen portfolio trading continue to maintain its significant share of the overall market, and we believe it is here to stay. As the protocol evolves, such as we have seen with the use of Bulk Crossing, we are confident that clients will continue to leverage portfolio trading in innovative ways, and in every market condition.

About Tradeweb Markets

Tradeweb Markets Inc. (Nasdaq: TW) is a leading, global operator of electronic marketplaces for rates, credit, equities and money markets. Founded in 1996, Tradeweb provides access to markets, data and analytics, electronic trading, straight-through-processing and reporting for more than 40 products to clients in the institutional, wholesale and retail markets. Advanced technologies developed by Tradeweb enhance price discovery, order execution and trade workflows while allowing for greater scale and helping to reduce risks in client trading operations. Tradeweb serves approximately 2,500 clients in more than 65 countries. On average, Tradeweb facilitated more than $1.2 trillion in notional value traded per day over the past four quarters. For more information, please go to www.tradeweb.com.

Forward-Looking Statements

This release contains forward-looking statements within the meaning of the federal securities laws. Statements related to, among other things, our outlook and future performance, the industry and markets in which we operate, our expectations, beliefs, plans, strategies, objectives, prospects and assumptions and future events are forward-looking statements. We have based these forward-looking statements on our current expectations, assumptions, estimates and projections. While we believe these expectations, assumptions, estimates and projections are reasonable, such forward-looking statements are only predictions and involve known and unknown risks and uncertainties, many of which are beyond our control. These and other important factors, including those discussed under the heading Risk Factors in documents of Tradeweb Markets Inc. on file with or furnished to the SEC, may cause our actual results, performance or achievements to differ materially from those expressed or implied by these forward-looking statements. Given these risks and uncertainties, you are cautioned not to place undue reliance on such forward-looking statements. The forward-looking statements contained in this release are not guarantees of future performance and our actual results of operations, financial condition or liquidity, and the development of the industry and markets in which we operate, may differ materially from the forward-looking statements contained in this release. In addition, even if our results of operations, financial condition or liquidity, and events in the industry and markets in which we operate, are consistent with the forward-looking statements contained in this release, they may not be predictive of results or developments in future periods. Any forward-looking statement that we make in this release speaks only as of the date of such statement. Except as required by law, we do not undertake any obligation to update or revise, or to publicly announce any update or revision to, any of the forward-looking statements, whether as a result of new information, future events or otherwise, after the date of this release.

Contact Details

Tradeweb Media Contact

Daniel Noonan

+1 646-767-4677


Company Website


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