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Bond Markets Should Be
Different in the Future
Larry Harris
Fred V. Keenan Chair in Finance
USC Marshall School of Business
AQR Asset Management Institute, London Business School
Insight Summit - November 2, 2016
SECTION TITLE | 2
Disclaimer
• I only speak for me.
– Not Interactive Brokers or USC
But I hope that lots of
people are listening!
A Telling Observation
• Exchange-listed bond trading in the US was
quite liquid in corporate bonds before the mid
1940s and in municipal bonds before the late
1920s.
• Transaction costs then were substantially
lower than they are now.
– See Biais and Green (2007).
3
The Issues
SECTION TITLE | 5
When Are Broker-Dealers Brokers?
• Most broker-dealers trade net and profit from
their markups.
– Few broker-dealers act as pure agency brokers
who profit from commissions.
• Markups on riskless principal trades (RPTs) are
identical to adding on commissions.
• Broker-dealers who arrange RPTs while filling
customer orders effectively act as brokers.
Pre-trade Transparency Issues
• Unlike commissions, customers do not see dealer
markups before they trade.
– They can see them after the fact by examining trade
data (such as TRACE in the US), but doing so is time-
intensive.
• Customers generally do not see best bid and best
offer prices before they trade.
– They must query multiple dealers which is prohibitive
for small traders.
6
Who Can Offer Liquidity?
• Most investors cannot effectively offer
liquidity in these dealer markets.
– Even through electronic new order-driven venues.
– No trade-through rules protect standing orders.
– Few brokers let customers use these venues.
• Payments for order flow effectively prevent
most retail customers from benefiting from
innovative trading technologies.
7
The Net Result
• Small traders and many institutional traders
trade at a disadvantage because they do not
know market prices as well as dealers do.
• Transaction costs are high in bond markets in
comparison to transaction costs in equities.
– Risk considerations suggest the opposite.
• Buy-side traders can not easily offer liquidity
to other buy-side traders.
8
My Study
What I Did
I compared 3M TRACE trades to about 464M
contemporaneous NBBO records aggregated by
Interactive Brokers from quotes reported to it by
various electronic trading venues to
• Measure transaction costs,
• Identify trade throughs, and
• Determine which trade throughs are RPTs.
10
What I Learned:
The Main Empirical Results
Electronic Trading
• US markets are increasing electronic.
– The median bond had a bid (offer) present for 98.9%
(77.4%) of the trading day.
– 10% of all bonds had a two-sided market during more
than 98.9% of the trading day.
• Many bonds look like small and mid-cap NASDAQ
stocks from the 1980’s.
– 1% (229) of all bonds traded more than 22 times per
trading day, on average.
12
Transaction Costs
• The average customer roundtrip transaction cost
was 125 bp, or about 4 months interest for a 4%
bond.
– Equivalent to 50¢/share for a $40 stock!
• Costs are smaller for bigger trades.
• Recent results from the NY Fed using cruder (but
still reliable) methods show that these costs have
been declining.
– See its Liberty Street Blog.
13
Trade Through Frequencies
• 47% of all trades trade through a standing quote
when a two-sided quote was standing 2 seconds
or more.
– The 2-second restriction ensures that the quote was
available to the trader.
• Many trade-throughs are due to net pricing.
– But the price dis-improvement is much greater than
normal commissions.
– 77 bp dis-improvement for the 31% of all trades with
dis-improvement > 10 bp.
14
Riskless Principal Trades
• 42% of all reported trades appear to be RPT
pairs for which the time between trades is less
than 1 minute.
– Less than 2 seconds separate the trades in 73% of
these pairs.
15
RPTs Markups
• 46% of all RPT pairs have no markup.
– Agency trades by Interactive Brokers and others.
• The average markup for non-zero RPTs is
54 bp.
– Total transaction costs are higher.
• The total markup value is $667M for the year
ended March 31, 2015.
16
Trade Throughs by RPT status
• 32% of all trade throughs are also non-zero-
markup riskless principal trades.
– The correlation between the markup and the price
(dis-)improvement is -86%!
The dealers often act as brokers.
17
Full Year Projections
For the year ended March 31, 2015,
• Total customer corporate bond transaction
costs were $26B in the US.
– Investors paid these costs for bond liquidity.
• Total trade-through value is about $700M
based on reported quotation sizes.
18
Policy
Recommendations
Greater Pre-Trade Transparency
• At a minimum, FINRA and European regulators
should require that brokers disclose their RPT
markup rates on a pre-trade basis, and certainly
always post-trade.
– FINRA and MSRB currently propose post-trade
disclosure.
• Bond markets would benefit greatly from having
a NBBO (National Best Bid or Offer) facility.
20
Better Market Structure
• The SEC and other regulators should consider
– enacting a trade through rule for bonds.
– Requiring brokers to post limit orders of willing
customers to order display facilities (ODFs) that
widely disseminate these prices.
• Before US class action attorneys create a
Manning Ruling for bonds.
21
More about ODFs
• Competition improves prices.
– Any investor could effectively offer liquidity in an
ODF.
– National exposure of customer orders would allow
any dealer or buy-side trader to fill these orders.
• Similar order handling rules in the equity
markets vastly improved those markets.
– Consider the evolution of NASDAQ.
22
The Dealer Response to ODFs
Western Civilization as
we know it will end!
23
The Dealer Argument
• Dealer profits will fall.
• Dealers will withdraw.
• Liquidity and markets will dry up.
• Issuer funding costs will skyrocket.
24
The Truth About ODFs
• The existence of one or more ODFs whose prices
constrain trades will indeed decrease dealer
profits, and they will withdraw.
• But only because buy-side traders will be able to
effectively offer liquidity to each other.
• Cutting out the middleman saves costs.
• Volumes will increase as liquidity increases.
• Funding costs will decline.
25
Can We Live with Fewer Dealers?
• Yes, if they are displaced because other traders
provide their services at lower costs.
• What about during market crises?
– Markets always exist at some price.
– In extremis, most dealers disappear anyway.
• Electronic dealers who provide better service at
lower cost will replace traditional dealers.
– The large number of issues ensures that dealers
always will be important in bond markets.
26
Poster
Found in a
Dinosaur
Dealer’s
Office
27
Larry Harris
Conclusion
28
The Long-View Perspective
• Bond markets are increasingly electronic.
– Spreads are narrowing
– But markups remain high.
• Small changes by regulators such as FINRA,
MSRB, and SEC and their European
counterparts can substantially increase
liquidity provision by buy-side traders.
29
What If We Don’t Regulate?
• Sophisticated institutions will demand more and
better access to ATSs.
• Interactive Brokers will continue to vacuum up
sophisticated retail and institutional clients.
• Publishing a private NBBO will be difficult; Most
brokers would not provide it to most clients.
• Most retail clients will continue to trade as they
now do.
30
Why Regulate?
• Dealers won’t support pre-trade transparency.
– They make more money in opaque markets.
• Brokers won’t support ODFs unless required.
– They get too much payment for order flow.
• But investors will benefit, and they will pay more
for their bonds when first issued.
• Cheap buy-side liquidity will reduce systemic risks.
31
Another Telling Observation
• Bonds embody rate risk plus some credit risk.
• Both risks trade separately in highly liquid and
transparent markets.
– Pure interest risk trades in sovereign credit markets
(Treasure, Gilds, …) and futures markets.
– Pure corporate credit risk trades in stock markets.
• But the combination trades in opaque markets!
32
A Final Observation
• Greater pre-trade transparency makes trading
bonds in Europe cheaper than in the US.
– International Index Company disseminates
indicative quote indices from many dealers on an
intraday basis every minute for every bond in the
iBoxx universe.
– See Biais and Declerck (2013).
• But they also have long way to go.
33
Q and A
or time-permitting
(it probably won’t),
a discussion about rhetoric
34
Rhetoric
35
Arguments against Change
• Since bond markets work well, we shouldn’t
make radical changes that could destroy them.
– Do they?
– Why would order handling rules and more
transparent information harm bond markets?
• Bonds are different from stocks.
– But only in how their values accrue and who is
interested in investing in them.
– The economics of the bilateral search for liquidity are
the same for bonds and stocks.
36
How Lobbyists Delay the Inevitable
• Unbalanced type I and II errors cause loss-averse
regulators to poorly estimate probabilities.
• Concerns about high implementation costs
cause regulators to protect the status quo.
– “If it ain’t broke don’t fix it.”
Regulators often favor incremental changes.
– Requests for low-value pilot studies and lengthy
cost-benefit studies.
37
The Counter Argument
• Outcomes are highly predictable when similar
precedents are well known.
– Trading interest, instrument risk, and hedging costs are the
primary relevant issues for deciding market structure.
– Securities are securities: “If it looks like a duck and quacks
like a duck, it must be a duck.”
• Examples
– Active bonds and small- to mid-cap stocks
– U.S. bonds and European bonds
– U.S. bonds now and U.S. bonds 100 years ago.
38
Common Law Is Well Understood
• Rules that codify obvious fiduciary
responsibilities can only be beneficial.
– For example, trade-through regulations serve to
lower enforcement costs when participants ignore
their fiduciary responsibilities.
• Rules that prohibit obvious conflicts of
interest can only be beneficial.
– For example, payments for order flow.
39
Alternative Incremental Continua
1. Order handling rules (“Bonds are different”)
a.  Trade price transparency (TRACE and EMMA)
b. Post-trade markup transparency (Now proposed)
c. Pre-trade markup transparency
d. Pre-trade National Best Bid or Offer
e. Order display requirements
f. Trade through rules
2. Bond activity (“Bonds are securities”)
a. Move active bonds to appropriate systems first
b. Move less active bonds later
40
My Expectations
• The adoption of trade-through and order-
handling rules will likely lower corporate bond
transaction costs by about 20%, or about $5B on
a base of $26B.
• But trading volumes will probably expand by at
least as much so that total industry revenues will
likely stay the same.
• Bonds will be more valuable because they will be
more liquid, and issuers will benefit.
41
Q and A
Hedging Costs:
Another Important Issue
43
SECTION TITLE | 44
Capital Costs of Hedging
• Hedging is essential for moving liquidity among
similar instruments.
– For example, between a newly issued 15-year on-the-
run bond versus a 14-year seasoned issue, both from
the same issuer.
• Capital requirements are based on
– gross positions for dealers in commercial banks.
– net risk positions for hedge funds and others.
Traditional dealers have been withdrawing.
– (They also exit due to low volatility.)

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Bond Markets Should Be Different in the Future

  • 1. Bond Markets Should Be Different in the Future Larry Harris Fred V. Keenan Chair in Finance USC Marshall School of Business AQR Asset Management Institute, London Business School Insight Summit - November 2, 2016
  • 2. SECTION TITLE | 2 Disclaimer • I only speak for me. – Not Interactive Brokers or USC But I hope that lots of people are listening!
  • 3. A Telling Observation • Exchange-listed bond trading in the US was quite liquid in corporate bonds before the mid 1940s and in municipal bonds before the late 1920s. • Transaction costs then were substantially lower than they are now. – See Biais and Green (2007). 3
  • 5. SECTION TITLE | 5 When Are Broker-Dealers Brokers? • Most broker-dealers trade net and profit from their markups. – Few broker-dealers act as pure agency brokers who profit from commissions. • Markups on riskless principal trades (RPTs) are identical to adding on commissions. • Broker-dealers who arrange RPTs while filling customer orders effectively act as brokers.
  • 6. Pre-trade Transparency Issues • Unlike commissions, customers do not see dealer markups before they trade. – They can see them after the fact by examining trade data (such as TRACE in the US), but doing so is time- intensive. • Customers generally do not see best bid and best offer prices before they trade. – They must query multiple dealers which is prohibitive for small traders. 6
  • 7. Who Can Offer Liquidity? • Most investors cannot effectively offer liquidity in these dealer markets. – Even through electronic new order-driven venues. – No trade-through rules protect standing orders. – Few brokers let customers use these venues. • Payments for order flow effectively prevent most retail customers from benefiting from innovative trading technologies. 7
  • 8. The Net Result • Small traders and many institutional traders trade at a disadvantage because they do not know market prices as well as dealers do. • Transaction costs are high in bond markets in comparison to transaction costs in equities. – Risk considerations suggest the opposite. • Buy-side traders can not easily offer liquidity to other buy-side traders. 8
  • 10. What I Did I compared 3M TRACE trades to about 464M contemporaneous NBBO records aggregated by Interactive Brokers from quotes reported to it by various electronic trading venues to • Measure transaction costs, • Identify trade throughs, and • Determine which trade throughs are RPTs. 10
  • 11. What I Learned: The Main Empirical Results
  • 12. Electronic Trading • US markets are increasing electronic. – The median bond had a bid (offer) present for 98.9% (77.4%) of the trading day. – 10% of all bonds had a two-sided market during more than 98.9% of the trading day. • Many bonds look like small and mid-cap NASDAQ stocks from the 1980’s. – 1% (229) of all bonds traded more than 22 times per trading day, on average. 12
  • 13. Transaction Costs • The average customer roundtrip transaction cost was 125 bp, or about 4 months interest for a 4% bond. – Equivalent to 50¢/share for a $40 stock! • Costs are smaller for bigger trades. • Recent results from the NY Fed using cruder (but still reliable) methods show that these costs have been declining. – See its Liberty Street Blog. 13
  • 14. Trade Through Frequencies • 47% of all trades trade through a standing quote when a two-sided quote was standing 2 seconds or more. – The 2-second restriction ensures that the quote was available to the trader. • Many trade-throughs are due to net pricing. – But the price dis-improvement is much greater than normal commissions. – 77 bp dis-improvement for the 31% of all trades with dis-improvement > 10 bp. 14
  • 15. Riskless Principal Trades • 42% of all reported trades appear to be RPT pairs for which the time between trades is less than 1 minute. – Less than 2 seconds separate the trades in 73% of these pairs. 15
  • 16. RPTs Markups • 46% of all RPT pairs have no markup. – Agency trades by Interactive Brokers and others. • The average markup for non-zero RPTs is 54 bp. – Total transaction costs are higher. • The total markup value is $667M for the year ended March 31, 2015. 16
  • 17. Trade Throughs by RPT status • 32% of all trade throughs are also non-zero- markup riskless principal trades. – The correlation between the markup and the price (dis-)improvement is -86%! The dealers often act as brokers. 17
  • 18. Full Year Projections For the year ended March 31, 2015, • Total customer corporate bond transaction costs were $26B in the US. – Investors paid these costs for bond liquidity. • Total trade-through value is about $700M based on reported quotation sizes. 18
  • 20. Greater Pre-Trade Transparency • At a minimum, FINRA and European regulators should require that brokers disclose their RPT markup rates on a pre-trade basis, and certainly always post-trade. – FINRA and MSRB currently propose post-trade disclosure. • Bond markets would benefit greatly from having a NBBO (National Best Bid or Offer) facility. 20
  • 21. Better Market Structure • The SEC and other regulators should consider – enacting a trade through rule for bonds. – Requiring brokers to post limit orders of willing customers to order display facilities (ODFs) that widely disseminate these prices. • Before US class action attorneys create a Manning Ruling for bonds. 21
  • 22. More about ODFs • Competition improves prices. – Any investor could effectively offer liquidity in an ODF. – National exposure of customer orders would allow any dealer or buy-side trader to fill these orders. • Similar order handling rules in the equity markets vastly improved those markets. – Consider the evolution of NASDAQ. 22
  • 23. The Dealer Response to ODFs Western Civilization as we know it will end! 23
  • 24. The Dealer Argument • Dealer profits will fall. • Dealers will withdraw. • Liquidity and markets will dry up. • Issuer funding costs will skyrocket. 24
  • 25. The Truth About ODFs • The existence of one or more ODFs whose prices constrain trades will indeed decrease dealer profits, and they will withdraw. • But only because buy-side traders will be able to effectively offer liquidity to each other. • Cutting out the middleman saves costs. • Volumes will increase as liquidity increases. • Funding costs will decline. 25
  • 26. Can We Live with Fewer Dealers? • Yes, if they are displaced because other traders provide their services at lower costs. • What about during market crises? – Markets always exist at some price. – In extremis, most dealers disappear anyway. • Electronic dealers who provide better service at lower cost will replace traditional dealers. – The large number of issues ensures that dealers always will be important in bond markets. 26
  • 29. The Long-View Perspective • Bond markets are increasingly electronic. – Spreads are narrowing – But markups remain high. • Small changes by regulators such as FINRA, MSRB, and SEC and their European counterparts can substantially increase liquidity provision by buy-side traders. 29
  • 30. What If We Don’t Regulate? • Sophisticated institutions will demand more and better access to ATSs. • Interactive Brokers will continue to vacuum up sophisticated retail and institutional clients. • Publishing a private NBBO will be difficult; Most brokers would not provide it to most clients. • Most retail clients will continue to trade as they now do. 30
  • 31. Why Regulate? • Dealers won’t support pre-trade transparency. – They make more money in opaque markets. • Brokers won’t support ODFs unless required. – They get too much payment for order flow. • But investors will benefit, and they will pay more for their bonds when first issued. • Cheap buy-side liquidity will reduce systemic risks. 31
  • 32. Another Telling Observation • Bonds embody rate risk plus some credit risk. • Both risks trade separately in highly liquid and transparent markets. – Pure interest risk trades in sovereign credit markets (Treasure, Gilds, …) and futures markets. – Pure corporate credit risk trades in stock markets. • But the combination trades in opaque markets! 32
  • 33. A Final Observation • Greater pre-trade transparency makes trading bonds in Europe cheaper than in the US. – International Index Company disseminates indicative quote indices from many dealers on an intraday basis every minute for every bond in the iBoxx universe. – See Biais and Declerck (2013). • But they also have long way to go. 33
  • 34. Q and A or time-permitting (it probably won’t), a discussion about rhetoric 34
  • 36. Arguments against Change • Since bond markets work well, we shouldn’t make radical changes that could destroy them. – Do they? – Why would order handling rules and more transparent information harm bond markets? • Bonds are different from stocks. – But only in how their values accrue and who is interested in investing in them. – The economics of the bilateral search for liquidity are the same for bonds and stocks. 36
  • 37. How Lobbyists Delay the Inevitable • Unbalanced type I and II errors cause loss-averse regulators to poorly estimate probabilities. • Concerns about high implementation costs cause regulators to protect the status quo. – “If it ain’t broke don’t fix it.” Regulators often favor incremental changes. – Requests for low-value pilot studies and lengthy cost-benefit studies. 37
  • 38. The Counter Argument • Outcomes are highly predictable when similar precedents are well known. – Trading interest, instrument risk, and hedging costs are the primary relevant issues for deciding market structure. – Securities are securities: “If it looks like a duck and quacks like a duck, it must be a duck.” • Examples – Active bonds and small- to mid-cap stocks – U.S. bonds and European bonds – U.S. bonds now and U.S. bonds 100 years ago. 38
  • 39. Common Law Is Well Understood • Rules that codify obvious fiduciary responsibilities can only be beneficial. – For example, trade-through regulations serve to lower enforcement costs when participants ignore their fiduciary responsibilities. • Rules that prohibit obvious conflicts of interest can only be beneficial. – For example, payments for order flow. 39
  • 40. Alternative Incremental Continua 1. Order handling rules (“Bonds are different”) a.  Trade price transparency (TRACE and EMMA) b. Post-trade markup transparency (Now proposed) c. Pre-trade markup transparency d. Pre-trade National Best Bid or Offer e. Order display requirements f. Trade through rules 2. Bond activity (“Bonds are securities”) a. Move active bonds to appropriate systems first b. Move less active bonds later 40
  • 41. My Expectations • The adoption of trade-through and order- handling rules will likely lower corporate bond transaction costs by about 20%, or about $5B on a base of $26B. • But trading volumes will probably expand by at least as much so that total industry revenues will likely stay the same. • Bonds will be more valuable because they will be more liquid, and issuers will benefit. 41
  • 44. SECTION TITLE | 44 Capital Costs of Hedging • Hedging is essential for moving liquidity among similar instruments. – For example, between a newly issued 15-year on-the- run bond versus a 14-year seasoned issue, both from the same issuer. • Capital requirements are based on – gross positions for dealers in commercial banks. – net risk positions for hedge funds and others. Traditional dealers have been withdrawing. – (They also exit due to low volatility.)