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Stansberry Investor Hour

The Right Data Makes All the Difference

Stansberry Investor Hour

Stansberry Research

Business, Investing

4.3680 Ratings

🗓️ 22 December 2025

⏱️ 70 minutes

🧾️ Download transcript

Summary

In this week's Stansberry Investor Hour, Dan and Corey welcome David Trainer back to the show. David is the CEO and founder of New Constructs, a research-technology firm that uses human expertise and machine learning to analyze companies and get superior financial data.

 

David kicks things off by providing the key to what he believes makes AI as good as it can be. Then he discusses how he and his team use machines to scale analytics. He follows that up with how his data led to a partnership with Google. And he notes how the data his team uses has been shown to be better in studies. (0:00)

 

Next, David points out that machines can't read through company filings until humans show them how to do it. He then shares the process he has gone through with AI and how it's at the stage where it can teach itself and learn from its mistakes. David notes how now is the time for the private sectors to fix the problems that the government has failed to do so. (23:25)

 

Finally, David bemoans how Wall Street has shifted from being a "steward of capital markets" to becoming an "exploiter of capital markets." He also gives an example of how his clients can use his system to navigate market complexity. Ultimately, David wants folks to do their own research so they can be on guard against useless and deceptive information. (43:50)

Transcript

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0:00.0

Hello and welcome to the Stansberry Investor Hour. I'm Dan Ferris. I'm the editor of Extreme

0:18.7

Value and the Ferris Report, both published by

0:21.2

Stansberry Research. And I'm Corey McLaughlin, editor of the Stansberry Daily Digest.

0:26.8

Today we talk with David Traynor, the founder and CEO of New Constructs.

0:32.0

David is a great guy and a brilliant investor. Like me, he is a fundamental bottom-up investor,

0:39.0

but he does it in a whole different way

0:41.3

using very powerful data and very powerful AI models,

0:45.9

AI-enabled models, I should say.

0:48.2

It's brilliant stuff.

0:49.8

I can't wait to get into it with him.

0:51.8

Let's do it right now.

0:52.7

Let's talk with David Traynor. Let's do it right now. Let's talk with David Traynor.

0:54.2

Let's do it right now.

1:01.4

Dave, welcome back to the show.

1:03.3

Always a pleasure to see you.

1:05.9

Great to be here.

1:06.8

I'm glad to be back and looking forward to the conversation.

1:09.9

Yeah, me too.

1:10.5

And as we just established before we hit the record button on this, it's been a little too long.

1:15.7

It's been since April of 24 since we had you on.

1:19.6

And I mean, you're like one of my AI investing gurus.

1:24.2

So I feel we've been a little remiss.

...

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