Jumping into the deep end of my NCAA Pool with AI


It’s a brave new world. After forty plus years of playing March Madness pools and even winning a few (how about NC State  in 1984?), I worked with ChatGPT to help me fill out my brackets. Like most people, I watch some college hoops—but usually it’s my three or four favorite teams and whoever they’re playing. I will catch some of the big national games on the weekend, but that’s about it. 

So, normally when I stare at the yawning bracket, I wonder: Where is High Point University and who do they play? What about the dreaded 12/5 upset?  Is it too chicken to pick the #1 seeds to win? A lot of anxiety and not much insight.

Can a machine outsmart forty years of instinct?

I asked how it would build a model to predict the winner of the NCAA tournament. Just its response made me say “wow”.  

Here’s the response: “I can absolutely help build one with you: from a simple seed-and-efficiency model to a more serious probability model using KenPom-style efficiency, pace, injuries, travel, coaching, and upset history. I can also help with: bracket win probabilities, upset picks by round, Monte Carlo tournament simulation, Elo or logistic regression models, and spreadsheet-based prediction tools.

ChatGPT considered team strength on a neutral court, including offensive and defensive efficiency, strength of schedule, consistency, and squad strength, among other factors. That ultimately turned in a set of predictions based on this equation:

It is the considered matchups of two teams using these team ratings, using a logistic model.

Finally, it simulated the entire tournament based on this technique, not more than 50,000 times.

Trust the algorithm — or your gut?

I don’t know about you, but that’s working at a level of calculus and computing power that’s way above my skill level. It then came back with a brilliant nuance, in effect asking, “Is it more important to be right or to win money in your pool?”  The difference is that if you only pick the favorites, your percentage correct will be higher, but you won’t separate yourself from the other players in the pool. You need to gamble on a couple of upsets to make money. I can enter two brackets in my most important pool—the one where you get teased roundly if your bracket sucks–so I asked for one of each.

I almost completely followed ChatGPT’s recommendations. The exceptions were giving my three favorite teams a nod in the early rounds. Those teams are Santa Clara, Gonzaga, and UCLA.  I would love to be wrong, but I don’t expect to see any of them later in the tournament.

My plan is to track the success or failure of ChatGPT’s predictions here as we go through the tournament.  You will be the first to know if Chat GPT makes me look like a fool. My fingers are crossed.



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Recent Reviews


Have you ever wanted to pick up a new Ryobi tool, but saw the price and slowly (or quickly) backed away? There’s a much better place than Home Depot to buy your Ryobi tools, where you’ll pay lower prices and still get a warranty.

It’s great to have a source like Home Depot if you need that one specific tool

person using Ryobi cutoff saw Credit: Ryobi

There have been many times when I have been in a pinch and needed a tool right then and there, and I was very happy to have Home Depot not far away. Home Depot sells some of my favorite brands, and almost always has the tools I need in stock.

The problem with Home Depot, however, is that they only sell new or clearance tools. Sometimes the clearances can be absolutely fantastic, but if an item isn’t on sale or clearance, you’re going to be paying full price.

This is because Home Depot doesn’t sell any refurbished tools. They only sell new. If you’re in a pinch (or just have extra cash to spend), that’s perfectly fine. But, if you’re like me and are always on the hunt for the best deal, Home Depot simply isn’t the place to buy Ryobi gear.

Refurbished tools aren’t always available, but when they are, they’re my go-to

Ryobi impact wrench on a truck tire Credit: Cory Gunther / How-To Geek

I’m a big proponent of buying used, open box, or refurbished gear. I just recently got a new iPad Pro and saved about $150 buying my Magic Keyboard and Apple Pencil Pro used from Best Buy. They were in like-new condition, and I saved a ton of money—what’s not to like?

I’m the same way with tools. If I can find a used or refurbished tool to do the job, I’m going to choose it almost always. You see, refurbished tools can sometimes offer even better quality than new tools. How is that possible? Refurbished products have to go through rigorous testing before they’re able to be sold, while new tools are just manufactured and sold (most of the time).

Used tools are a different story, and a route I only go if the deal is right. With used tools, you never quite know exactly how the tool was treated, so it’s hard to know how much life it has left. However, I was able to pick up a 3-speed Ryobi 18V impact driver for $10 used and that was well worth the gamble for me.

Buying direct from the manufacturer is the best way to save money and shop with confidence

Direct Tools Outlet Ryobi. Credit: Direct Tools Outlet

If you’ve never heard of Direct Tools Outlet, let me introduce you to your new best friend. It’s a good thing mine is located about 75 minutes away from me, or I would be there a lot more than once or twice a year.

Direct Tools Outlet is owned and managed by TTI, the parent company of Ryobi (and RIDGID, and Milwaukee, and others). This means that TTI is able to completely sidestep the intermediary and sell tools at a discount directly to the consumer (hence the name).

While Direct Tools Outlet does sell new tools, they specialize in refurbished or used gear. Direct Tools is where I found that $10 impact driver. I also got a refurbished Ryobi electric pressure washer for about $60 a few years ago.

Depending on the tool, Direct Tools Outlet (also known as DTO) even includes a fairly generous warranty with your purchase, especially for refurbished items. This is how I got my pressure washer, and it gave me the peace of mind to save some cash without worrying that the system might break and cost more to repair than I paid in the first place.

If you don’t have a DTO near you, they have an online store with shipping that offers many of the same deals that they do in-store. The main difference is, some stores have local used inventory that isn’t available online, but the refurbished gear is generally available in both locations (online and in-store).


At the end of the day, if you’re on the hunt for discount Ryobi gear, Direct Tools Outlet should be your first stop before you go anywhere else.



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