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Ashish Shah19 April 2024

Goldman Sachs Ashish Shah on Reading the Market With AI and Technology

4Frameworks
12Insights

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Frameworks in this episode

Insights & moments

The myth-busts, hot takes, explainers, and tools worth keeping.

Hot Take· 1

Hot Take51:39

Waiting for a Clear Bond Signal May Mean Missing the Rally

Shah argues that bond investors can miss much of the opportunity if they wait until inflation's decline is obvious to everyone. Temporary reversals should leave room for adding exposure because a decisive inflation turn can trigger a rapid collective move into yield.

  • Late-2023 yields fell rapidly once investors anticipated easier conditions
  • Inflation can normalize unevenly
  • Investors should preserve room to add during retracements
  • Consensus confirmation may arrive after prices have already moved

“It's a reminder of when the coast is clear, everyone's going to go for yield and it's going to be too late.”

Ashish Shah · 52:22

“you know when inflation turns, it's going to turn quickly and everyone is going to jump in.”

Ashish Shah · 53:10
#bonds#inflation#market timing#yields

Explainer· 3

Explainer08:28

How Technology Lets Small Investment Teams Operate at Scale

Shah argues that investment organizations need small, agile teams to adapt quickly, but clients increasingly demand large-scale customization. Technology bridges that tension by amplifying investors' work while allowing decision-making teams to remain focused and responsive.

  • Small teams preserve agility
  • Technology scales portfolio delivery without enlarging every decision group
  • Data and systems can free investors to focus on markets
  • Mass customization depends on institutional-scale infrastructure

“how do you bring technology as a force multiplier for your investors so that your investors can focus, they can be and operate in smaller…”

Ashish Shah · 09:05

“Everyone wants mass customization but delivered with the quality of institutional asset management”

Ashish Shah · 12:40
#technology#scaling#asset management#customization
Explainer19:00

Why Fixed-Income Analysis Must Start With Capturable Income

Shah says fixed income should first be assessed by its income and the probability that investors can retain it. Credit losses can erase that income, while curve shape and real yields determine where value sits and whether bonds can diversify equities during a slowdown.

  • Income is the starting return source
  • Credit losses can surrender the yield collected
  • Curve shape changes relative value across maturities
  • Bonds may appreciate and diversify equities if growth and inflation slow

“this seems trite to say, but fixed income is about income, right”

Ashish Shah · 19:00

“the starting point is evaluating income, evaluating the likelihood that you actually can capture and hang on to the income”

Ashish Shah · 19:08
#fixed income#bonds#credit#yield curve
Explainer55:22

Why Large Deficits Can Make Treasury Auctions Tail

Shah explains that structural deficits require substantial Treasury issuance, and auctions can struggle when the yield curve does not offer enough value. He views current real duration as relatively attractive but says debt sustainability will demand continued investor attention and eventual political choices.

  • Structural deficits increase required Treasury issuance
  • Auctions may tail when yields do not compensate buyers
  • Demographics are raising long-anticipated fiscal costs
  • Nominal economic growth helps manage the debt burden
  • Debt investors must monitor sustainability risks

“the deficit is quite large and structural, and so to the extent the curve doesn't represent value, it is going to cause auctions to tail…”

Ashish Shah · 55:30

“To grow nominally actually is a fantastic thing for debt load.”

Ashish Shah · 56:57
#treasuries#deficits#duration#debt

Story· 5

Story03:08

A Weak Trading Run Revealed Shah's Best Working Environment

Shah says his performance at a small hedge fund was not his best, but the experience clarified an important career fit. Working largely alone taught him that he performs better as a team player inside mid-sized or larger organizations.

  • Poor performance can still produce valuable self-knowledge
  • Work environment affects professional effectiveness
  • Shah discovered that collaborative organizations suited him better than isolated trading

“My performance wasn't the best. But I learned a lot from that experience and knowing that I'm very much a team player and I work…”

Ashish Shah · 03:48
#career fit#trading#teamwork
Story22:56

The Rare Skill Overlap That Opened Shah's Lehman Opportunity

When Shah returned to Wall Street, credit derivatives and hedge funds were reshaping fixed-income markets. He found a niche because credit specialists often lacked derivatives knowledge, while derivatives specialists often lacked credit expertise; his experience connected both domains with hedge-fund trading needs.

  • Market change creates opportunities at the boundaries between specialties
  • Shah combined credit, derivatives, and hedge-fund perspectives
  • Trade-idea work expanded into responsibility for credit strategy

“the people that understood derivatives didn't understand credit. The people that understood credit didn't understand derivatives.”

Ashish Shah · 23:38

“I happened to be one of the rare individuals that had grown up understanding credit, understanding derivatives, and understanding what a hedge fund types of…”

Ashish Shah · 23:50
#lehman brothers#credit#derivatives#career
Story27:14

Why Shah Held Lehman's Credit Call After the Firm Failed

After Lehman filed for bankruptcy, Shah and his team still prepared their regular Tuesday credit call despite uncertainty about their jobs, salaries, and healthcare. Hundreds of clients listened, and the act became a defining demonstration of professional duty under extreme pressure.

  • The team returned to work immediately after bankruptcy
  • They prepared until midnight despite having no assured future at the firm
  • Hundreds of clients joined the call
  • Clients remembered the team's commitment to service

“I want to go out with everyone knowing that the last thing we did in our jobs was we tried to serve them right.”

Ashish Shah · 29:30

“you had a group of people here that really did care about clients and went out of their way even when the chips were down,…”

Ashish Shah · 31:11
#lehman brothers#crisis#client service#professionalism
Story40:23

How Market Expertise Helped Shape Crisis-Era Lending Policy

Shah worked with the New York Fed's markets team as a technical market expert rather than a policy specialist. He says some of that work fed into programs including TALF, which helped preserve financing for student loans while banks were constrained.

  • Policymakers sought technical input from market practitioners
  • Shah contributed ideas after Lehman's bankruptcy
  • Some work could be traced into Federal Reserve programs
  • TALF supported lending when conventional bank finance was impaired

“I was a technical individual, right, like I'm a market expert, I'm not a policy expert”

Ashish Shah · 40:30

“some of the work that I did ended up turning into some of the programs that the FED actually launched, including the TALF”

Ashish Shah · 40:39
#federal reserve#talf#financial crisis#policy
Story59:09

Minds Matter Helps Students Reach College—and Believe They Belong

Shah became involved with Minds Matter after following the woman he would later marry to her Saturday volunteer work. He describes an organization that helps low-income students enter college, develop a sense of belonging, succeed academically, and build post-college networks.

  • Shah's wife introduced him to the organization
  • Minds Matter serves more than one thousand students across fourteen cities
  • Support continues from college preparation through post-college networking
  • Belonging is treated as part of student success

“I've always cared about education as a path for people to be able to better themselves.”

Ashish Shah · 59:26

“It helps those students get into college, it helps them believe that they belong in college and succeed in college”

Ashish Shah · 59:43
#education#nonprofit#college access#mentoring

Takeaway· 3

Takeaway34:16

How Surviving Lehman Changed Shah's Response to Later Crises

Shah says managing through Lehman's collapse made later emergencies feel more manageable, including the pandemic. Experienced crisis leaders can zoom out, slow the situation down, unite people, communicate clearly, and convert chaos into solvable problems.

  • Severe crises create reusable leadership experience
  • Managers learn to regulate the pace of response
  • Communication and team cohesion are central during disruption
  • Problems become more tractable when leaders zoom out

“once you've been through an environment like that, everything else kind of pales by comparison.”

Ashish Shah · 35:02

“I'm able to zoom out and understand how to deal with the crisis, kind of slow things down, get people to pull people together, to…”

Ashish Shah · 35:48
#crisis leadership#resilience#communication
Takeaway42:13

Why Two CIOs Can Cover More Ground Than One

Shah rejects the assumption that a co-CIO structure is inherently problematic. Two leaders can combine different geographic coverage, investment backgrounds, and perspectives, but the partnership requires deliberate relationship investment and continuous communication.

  • A co-leader provides complementary perspective and capacity
  • Geographic separation can extend market and team coverage
  • Different backgrounds reduce blind spots
  • Weekend calls and overcommunication sustain alignment

“When you have a partner, you have to invest in a relationship, you have to communicate and over communicate.”

Ashish Shah · 42:17

“it can be quite powerful and it prevents you from missing.”

Ashish Shah · 43:17
#co-leadership#cio#partnership#communication
Takeaway1:04:42

Three Investing Lessons Shah Wishes He Learned Earlier

Shah closes with three accumulated lessons: discipline beats raw intelligence, investors should favor methods that work over time rather than trying to time markets, and individual decisions must be judged through an after-tax lens. He frames tax efficiency as an unusually reliable and low-cost source of improved net outcomes.

  • Disciplined investors can outperform smarter but less consistent peers
  • Humility favors durable methods over market timing
  • After-tax return matters more than the headline return
  • Tax efficiency should shape portfolio implementation

“The first is discipline works over smarts, So the smartest people loose the most money. You know, the most disciplined people actually generate strong returns…”

Ashish Shah · 1:04:54

“if you don't think about after tax returns when you're making investment decisions, you're missing the whole game.”

Ashish Shah · 1:05:30
#discipline#tax efficiency#long-term investing#returns