HITECH: Data Science might be the reason the USA wins the World Cup


Presented by Contemporary Analysis & Omaha Data Science Academy


A Weekly Upskill for Yourself, Your Data, Your Team

July 2, 2026

Issue 118

You've heard of the good, fast, cheap triangle in Project Management...

You have three options: good, fast and cheap. You can have two, but you won't get three.

While chatting with a client last week I realized...

When you choose AI, one of your two is locked in for you: fast.

AI does speed really well. It's trained on processes that already exist, so it gives you the average of your existing processes.

Now, is speed worth it? Maybe, and it highly depends on the quality of your existing processes. But it's not free, despite what a lot of people are trying to sell you. In most cases, deploying AI costs more than employing the people its positioned to replaced. (Read the "Why AI hasn’t replaced software engineers, and won’t" article below)

With AI, you're now choosing between:

  • Cheap, leaving behind "good." Or
  • Good, and it won't be cheap.

If your project or solution needs to be both quality and a low price, AI isn't the answer. I'm happy to help you determine if AI is the right path for your needs. Schedule a time to chat.


Around the Data World

Data Science might be the reason the USA wins the World Cup

Okay, I know that might be statistically *unlikely* but it could come into play in the knockout rounds.

USA starting goalie, Matt Freese, studied economics at Harvard where he "conducted an elaborate study on penalty kicks." And no, he isn't willing to share his findings.

He created an expected goals model and has been known to study the shooting tendencies of the opposing team. A pre-match ritual that came in handy before his breakout moments against Costa Rica in last summer's Gold Cup.

"The match went to a penalty shootout. Freese saved the day by stopping three of the Costa Rican attempts."

Pretty impressive.

Keep reading on WSJ.

Ford [re]hires 350 'grey beard' engineers

“Mistakenly we thought that by just introducing artificial intelligence and ingesting the design requirements that we had, that that would produce a high-quality product.”

That's a direct quote from Charles Poon, Ford’s vice president of vehicle hardware engineering.

Ford has began hiring 350 veteran engineers to fix the growing quality gaps created by “relying more and more on [AI and] automated quality systems.”

Many are rehires, and others are expert engineers from suppliers.

Leadership clarifies, they aren't removing AI, they are adding humans back in where it matters.

This is a great example of choosing fast and cheap (speed and dollars). It seems they realized good (quality) was actually more important.

Keep reading on Tech Crunch.

Take Me Home, Country Roads

Spotify streams of the John Denver record are up 74% after a video goes viral of tens of thousands of people belting it out together at the U.S.A vs. Australia match in Seattle. Northeastern Global News break down the American folk classic resonating with World Cup fans.

Check out the latest World Cup Data Stories on the NGN OFFSIDE blog.


From the Team Slack Channel

Chinese API proxies selling access to Claude at a 70–90% discount

"If this is true, it clears up how the distillation market has been so hard to identify and block..." - our Chief AI Engineer, Preston Badeer

This week, Kirill A. B. posted on LinkedIn:

Kirill A. B. share the three parts to creating this sustainable business model are:

  1. Subscription arbitrage: aka sharing token limits
  2. Model substitution: using a cheaper model for some requests
  3. Data collection: and of course, selling that data.

Why AI hasn’t replaced software engineers, and won’t

"This is by far the best write up I've seen on the subject of AI replacing software engineers. Data driven, and gets to the reality and heart of what's going on both on the people and tech side.
TLDR: Layoffs are blamed on AI but not caused by it in the majority of observable cases." - our Chief AI Engineer, Preston Badeer

This one's worth the skim (especially the productivity sandwich)


OpenAI: PT-5.6 Sol, Terra and Luna

"Not to be outdone, OpenAI trains a model for infosec and immediately earns the government shackles"

OpenAI limits new AI models to ‘trusted partners’ at request of U.S. government


Job Openings

A friend of the company, and founder of Do Space, Rebecca Stavick is hiring for a *mostly* remote Director of Development in Des Moines:

Learn more about this role.


That's it for this week.

I'm off to enjoy the rest of my family vacation in the Dominican Republic. Have a happy and safe 4th of July!

May your firecrackers (and insights) be explosive,

NATE WATSON

CEO, Contemporary Analysis

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