Have been lucky to meet with or study hundreds of companies in 2021.

Here's an ongoing list of company attributes that I find interesting...

1. Operations Focus

“Amateurs talk strategy, professionals talk logistics.” A grand vision is great, but the best companies are often focused on challenging but tangible near term goals. If a founder can’t move from vision to on the ground details quickly...bad sign
2. Life’s work

To borrow a concept from @nikiscevak, it is thrilling to find someone doing their “life’s work.” When someone's personal path lines and formative experiences line up with the problem a company is solving, I get excited. "Life's work" is a source of perseverance
3. Synchronized team

Well managed internal communication is a huge advantage.

This is often evident

1) in internal routines, words and phrases with unique meaning

and

2) consistent answers to questions about the company’s plans from a variety of different insiders
4. Jobs as a product

I like when management teams view jobs inside their business as a product to be built, designed, and sold like any other product.

Everyone is struggling to hire great talent, so a differentiated strategy in hiring matters as much as anything.
5. Static to streaming

Companies that turn useful information from occasionally measured to constantly measured.

This could be software security compliance (@trustvanta) or pantry inventory levels (@bottomless)

Streaming data unlocks new product possibilities
6. Busted but booming

@gabrielleydon told me his favorite investing scenario is when a product is constantly breaking, but demand STILL grows like crazy. This tells you that there’s some real potential innovation happening.
@gabrielleydon 7. Accident to asset

I love when a company repurposes internal tools to serve external customers. Often this applies only to older companies or those in a “second act.” But the path required to have built a useful internal tool is often what allows for a unique product.
@gabrielleydon 8. Not best, only

The easiest way to be the best in a category is to create it. We love when we observe outsiders trying to compare a company to others via analogy, but hearing lots of different, unrelated companies used in those analogies. This is often a sign of a new category
9. Simple task, complex guts

A company like @stripe offers to complete a simple job (accept a payment), but hides and solves the insane complexity behind that simple task.

This usually manifests as API-first companies in software, which are among my favorite.
10. Lazy, Vain, & Selfish

I love @scottbelsky observation that in the "first mile" of a product experience, customers are lazy, vain, and selfish.

Bob Pittman taught me that quality is great, but increased customer convenience is more often the story behind successful products
@scottbelsky 11. Design partners

A concept learned from @chetanp and Dave Duffield. Companies which carefully pick a small batch of early customers (usually in B2B) and work with them for an insanely long time (1-3 years) to mature a product before opening to more new customers.
@scottbelsky @chetanp 12. Regulatory unlock

Whether a company is actively fighting to change some ruleset or regulation, or taking advantage of a recent change, companies operating near a regulatory unlock typically face less competition.
@scottbelsky @chetanp 13. One thing

This is the @costco principle. In every company--especially one that is working--it is tempting to do more. Companies that stick to one major thing (like constantly improving Costco warehouses and membership value) can become among the most enduring franchises.
14. World building

I love @photomatt description of companies like Salesforce that build whole worlds:

https://t.co/YFUanigHsk
@photomatt 15. Unique distribution

I deeply respect leaders who focus on unique ways to reach their customers.

So many problems are ultimately marketing and messaging problems, yet we tend to look down on sales and marketing relative to product.

GTM should be developed like product.
@photomatt 16. Float financing

Any time a company is paid early or up front, I'm interested. It signals clear demand from customers, and indicates that a company may be very capital efficient.

This can be dangerous, too, but its a feature that I find rarely despite much searching.
@photomatt 17. Culture of service

My favorite element of culture is a focus on service.

This shows up as fast response times, lack of defensive behavior or blaming, and constant learning via productive feedback.

Leaders tend to be tough + fair, hardworking, and humble, not flashy

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"I lied about my basic beliefs in order to keep a prestigious job. Now that it will be zero-cost to me, I have a few things to say."


We know that elite institutions like the one Flier was in (partial) charge of rely on irrelevant status markers like private school education, whiteness, legacy, and ability to charm an old white guy at an interview.

Harvard's discriminatory policies are becoming increasingly well known, across the political spectrum (see, e.g., the recent lawsuit on discrimination against East Asian applications.)

It's refreshing to hear a senior administrator admits to personally opposing policies that attempt to remedy these basic flaws. These are flaws that harm his institution's ability to do cutting-edge research and to serve the public.

Harvard is being eclipsed by institutions that have different ideas about how to run a 21st Century institution. Stanford, for one; the UC system; the "public Ivys".
Department List of UCAS-China PROFESSORs for ANSO, CSC and UCAS (fully or partial) Scholarship Acceptance
1) UCAS School of physical sciences Professor
https://t.co/9X8OheIvRw
2) UCAS School of mathematical sciences Professor

3) UCAS School of nuclear sciences and technology
https://t.co/nQH8JnewcJ
4) UCAS School of astronomy and space sciences
https://t.co/7Ikc6CuKHZ
5) UCAS School of engineering

6) Geotechnical Engineering Teaching and Research Office
https://t.co/jBCJW7UKlQ
7) Multi-scale Mechanics Teaching and Research Section
https://t.co/eqfQnX1LEQ
😎 Microgravity Science Teaching and Research

9) High temperature gas dynamics teaching and research section
https://t.co/tVIdKgTPl3
10) Department of Biomechanics and Medical Engineering
https://t.co/ubW4xhZY2R
11) Ocean Engineering Teaching and Research

12) Department of Dynamics and Advanced Manufacturing
https://t.co/42BKXEugGv
13) Refrigeration and Cryogenic Engineering Teaching and Research Office
https://t.co/pZdUXFTvw3
14) Power Machinery and Engineering Teaching and Research