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Daniel C. Chung03 June 2022

Daniel C. Chung on Probability Theories for Investors

4Frameworks
11Insights

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Insights & moments

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

Hot Take· 1

Hot Take40:58

High Fossil-Fuel Prices Make Renewable Growth More Durable

Chung argues that energy security and persistently higher oil and gas prices strengthen the economic case for solar, wind, hydro, grid equipment, batteries, and storage. Short-term tariff disputes or commodity reversals should not obscure the larger transition, although investors may need to use component and infrastructure suppliers rather than obvious panel manufacturers.

  • Solar electronics and inverters may offer cleaner exposure than panel makers
  • European movement away from Russian gas supports higher global energy prices
  • Renewable growth becomes more durable as fossil-fuel costs rise
  • Grid equipment, transmission, batteries, and storage also benefit
  • Industrial suppliers can provide indirect exposure when pure plays are scarce

“The big picture trend shouldn't be forgotten.”

Dan Chung · 42:01

“the longer term growth there is only more likely to be durable solar, wind, hydro, many things will be UM beneficiaries.”

Dan Chung · 42:56
#renewables#energy#solar#storage#grid

Explainer· 4

Explainer20:12

Why the Post-COVID Market Was More Than a Normal Growth Selloff

Chung describes the period as a linked regime shift spanning the pandemic, logistics disruption, remote work, inflation, war, and China's delayed COVID crisis. He argues that the larger structural change is globalization unwinding toward localization, onshoring, and persistent trade conflict.

  • COVID forced global experiments in logistics, healthcare, commerce, and work
  • Supply chains had not recovered before the Russia-Ukraine war added pressure
  • China's slowdown threatened a major source of global GDP growth
  • Globalization was beginning to reverse toward localization and onshoring

“this is probably one of the most dynamic periods. Uh you know, we have really ever seen in thirty years.”

Dan Chung · 20:12

“a twenty thirty year process of globalization is actually unwinding into more localization, more on shoring, and even of course trade war conflict”

Dan Chung · 23:07
#macro#covid#inflation#globalization#supply chains
Explainer30:08

Why AWS Changes the Investment Case for Amazon

Chung cautions against evaluating Amazon only as a pandemic-era retailer. AWS makes Amazon a leader in the migration of computing, storage, and networking from company premises to public clouds, while contributing faster growth and much higher margins than retail.

  • Amazon combines retail with a leading cloud platform
  • Cloud adoption is a re-platforming of core business processes
  • AWS has higher margins than Amazon's retail operation
  • The cloud business remained fast-growing and strategically important

“But Amazon is much more than just a store.”

Dan Chung · 30:12

“The transition to the cloud is a major uh RE platforming of business processes”

Dan Chung · 30:21
#amazon#aws#cloud#technology
Explainer34:02

Healthcare's Dual Opportunity: Undervalued Cash Flow and Innovation

Healthcare offered both mature, cash-generative companies at modest valuations and high-growth opportunities in biotechnology, medical devices, software, and service delivery. Aging demographics, inefficient systems, minimally invasive surgery, and validated mRNA technology supplied several independent growth drivers.

  • Healthcare is relatively insensitive to ordinary economic cycles
  • Some major pharmaceutical companies appeared undervalued against profitability
  • Digital records and healthcare software remained inefficient but promising
  • Robotic and minimally invasive procedures improved outcomes and reduced costs
  • COVID vaccines validated mRNA technology for broader disease applications

“healthcare is one of our favorite spaces”

Dan Chung · 34:04

“Obviously massively improved results and lowered cost.”

Dan Chung · 39:28
#healthcare#biotech#medtech#mrna#robotics
Explainer1:03:15

How Training and Measured Results Built Alger's Diverse Leadership

Chung attributes Alger's high representation of women and minorities among portfolio managers to a long-standing meritocratic culture, a robust internal training program, and team-oriented investing. As a specialist boutique competing against trillion-dollar firms, Alger sought to promote the people delivering the strongest results rather than relying on conventional backgrounds.

  • The firm emphasized measurable performance and adherence to process
  • A decades-old training program developed many senior portfolio managers
  • Team performance was valued over star individuals
  • Recruitment, mentoring, and promotion became more consciously inclusive
  • Nontraditional entrants often brought unusual passion and drive

“The firm has always had UM, a meritacratic um culture”

Dan Chung · 1:03:58

“We always believe in the team more than say a single individual.”

Dan Chung · 1:04:25
#diversity#meritocracy#training#asset management

Story· 4

Story02:19

Why Dan Chung Left a Storybook Legal Career for Investing

Chung moved from Harvard Law, a Supreme Court clerkship, and Simpson Thatcher into finance because he preferred making investment decisions to observing clients make them. His ability to understand the mathematics behind derivatives produced an immediate standing offer from Merrill Lynch and validated the career change.

  • He entered corporate law partly to learn about business
  • Deal-making and financial analysis interested him more than legal observation
  • A client recognized his unusual comfort with derivatives mathematics
  • The Merrill Lynch offer gave him confidence to pursue finance

“But I was just I was, as a lawyer, just an observer on the You're not making any decisions really”

Dan Chung · 05:22

“you're one of the few lawyers who seemed to actually understand and like the math that we're doing here that's around the options and derivatives”

Dan Chung · 06:35
#career change#law#wall street#derivatives
Story09:47

How Fred Alger Quietly Engineered Dan Chung's Recruitment

Chung approached his new father-in-law for objective advice about competing Wall Street offers. Fred Alger criticized both opportunities, waited for the doubts to settle, and then invited Chung to join Alger, pursuing the family successor he had long wanted.

  • Chung initially wanted independent career advice
  • Fred Alger disparaged both outside offers
  • He waited before presenting Alger as the alternative
  • The family later viewed the conversation as a deliberate recruitment campaign

“he basically begins to tell me how bad both of the offers I have are and how neither of the firms that I'm talking about…”

Dan Chung · 11:32

“It was a campaign to get me on board”

Dan Chung · 13:15
#mentorship#recruiting#succession#alger
Story47:44

The Alger 35 Fund Carries a September 11 Memorial

Alger named its concentrated best-ideas strategy for the 35 colleagues the firm lost on September 11, including CEO David Alger. A portion of management fees supports charities connected with their memory, linking an investment product to the firm's rebuilding and continuing remembrance.

  • Alger lost 35 colleagues on September 11
  • The fund holds approximately 35 best ideas across market caps and regions
  • Part of its management fees supports charities
  • The name joins portfolio concentration with institutional remembrance

“It's named actually in memory and honor of the thirty five colleagues we lost on September eleven”

Dan Chung · 48:21

“we are donating a part of amagement fees to charities UH either in their memory or that we or the firm support today in their…”

Dan Chung · 48:28
#september 11#philanthropy#alger 35#memorial
Story59:38

Rebuilding Alger by Supporting the Families First

After losing 35 employees, Chung took over and helped rebuild the firm while prioritizing the families of those killed. He recalls that many grieving families created charities almost immediately, shaping Alger's continuing commitment to local, participatory philanthropy.

  • Chung assumed leadership after the firm's devastating loss
  • Supporting affected families became the immediate mission
  • Families often turned grief into charities honoring loved ones
  • Alger later formalized employee participation through the Candlelight Committee

“I took over the firm um and led the rebuilding of the firm after nine eleven.”

Dan Chung · 59:58

“our mission has to be support these families”

Dan Chung · 1:00:59
#leadership#september 11#resilience#philanthropy

Takeaway· 2

Takeaway27:45

The Post-Pandemic Consumer Rotation from Goods Back to Experiences

Walmart and Target benefited when lockdowns redirected spending toward goods and away from closed competitors. Chung argues that this temporarily interrupted a longer demographic preference for experiences, leaving travel, restaurants, hotels, and live entertainment with more recovery potential than many goods categories.

  • Mass retailers enjoyed unusual pandemic demand and reduced competition
  • Inflation and labor costs later squeezed retailers with price-sensitive customers
  • The pre-pandemic trend favored experiences over possessions
  • Travel, hospitality, dining, and live entertainment had not fully recovered

“over time, the demographics of the U S consumer particular, it's a trend towards experiences over things”

Dan Chung · 29:09

“The pandemic seem to have temporarily reversed it when everybody's stuck at home getting deliveries”

Dan Chung · 29:18
#consumer#retail#travel#experiences
Takeaway1:01:25

Why Alger Favors Local, Hands-On Giving

Alger's Candlelight Committee prioritizes local organizations where employees can contribute time and talent as well as money. Chung believes direct participation increases community impact while helping volunteers recognize their own good fortune, and that smaller organizations often make each contribution more consequential.

  • Employees help run the firm's charitable activity
  • Local giving makes the impact more visible
  • Time and professional talent matter alongside funding
  • Direct service builds gratitude among volunteers
  • Smaller community organizations can benefit more from each contribution

“we're trying to recognize and support charities where we're not just giving money, we're giving of our time or our talent”

Dan Chung · 1:01:49

“the person who give gets the most from giving is often the person who's supposed to be the is you know, is the giver.”

Dan Chung · 1:02:42
#philanthropy#community#volunteering#employee engagement