Editors note: Sometimes I can’t help but get academic and nerdy; but stick with me, the results are good. There’s good stuff in the academic community, and we can apply it directly to your travel to make it better. I don’t know of anyone else doing anything like this, so here we are.


There’s an interesting statistics thought experiment that comes up in academia called The Monty Hall problem. The gist of the problem is:

  • You have three doors with something behind each door, 2 doors have something lame and 1 has something great
  • You choose a door but don’t yet know the results
  • The game-master tells you that one of the doors you didn’t pick has a lame prize, and shows you which door

Ok, so there are two doors left: The one you picked and the other door. Unless you’re trained in statistics, you probably think you’ve got a 50% chance that your door has the great prize and a 50% chance that the other door has the great prize, because there are only two left. But, the math behind the Monty Hall problem says that your door is 33% likely at that point to have the great prize, and 67% likely to have the lame prize. (See the Wikipedia page for the math behind the result if you’re interested.) In other words, the other choice is now twice as likely to be the best choice, so choose it if you can!

Applying This Result to Flights

We can apply this result to airline delays with some fuzzy mapping: one door is your on-time departure (your original choice, a delayed flight might be un-delayed and is thus still an option), one door is your delayed departure, and the third door is a an alternate flight.

Based on the math behind the Monty Hall problem, if you’re told that your original flight is delayed, then switching to an alternate flight is more likely to get you to your destination without a late arrival; twice as likely all things being equal (which they’re not). If you’ve ever experienced rolling delays on your original flight, you’ve got some intuitive feel that switching to another flight is probably less likely to lead to an arrival delay too.

Making it Real

There’s a problem with that analysis though: It’s highly unlikely that you’ve got an alternative flight to switch to that leaves at the same time as your original flight. So, to make this actionable for real-world scenarios, we’ve got to factor average delay time into our analysis. To do that, I downloaded the last 12 months worth US airline flight on-time data for a deeper-drive.

First, let’s assume that your airline posts a delay of 45 minutes or longer. In the last year, this is what each major carrier’s average arrival delay looked like:

Average Arrival Delay, August 2021-July 2022
(For Departure Delay ≥ 45 Minutes)
AA2 hours 13 minutes
Alaska1 hour 36 minutes
Delta2 hours 1 minute
Frontier1 hour 51 minutes
JetBlue2 hours 17 minutes
Spirit1 hour 49 minutes
SkyWest2 hours 21 minutes
Southwest1 hour 23 minutes
United1 hour 53 minutes

So when your airline posts a delay of at least 45 minutes, if you’ve got an alternate flight that leaves within an hour and a half or so, you should switch to that alternate flight (especially if your flight is operated by SkyWest).

Next, let’s assume your airline posts a delay of 90 minutes. In the last year, you’re looking at an average arrival delay of:

Average Arrival Delay, August 2021-July 2022
(For Departure Delay ≥ 90 Minutes)
AA3 hours 23 minutes
Alaska2 hours 35 minutes
Delta3 hours 19 minute
JetBlue2 hours 54 minutes
Frontier2 hours 54 minutes
Spirit2 hours 49 minutes
SkyWest3 hours 36 minutes
Southwest2 hours 19 minutes
United2 hours 59 minutes

The conclusion from this one: If your departure delay is posted as 90 minutes or later, switch to an alternative if you can get one in the next three hours or so.

Finally, let’s look at the data by major airports instead of by airline, sorted by the total number of delayed flights (these major airports are also the airports most likely have alternative flights):

AirportAverage Arrival Delay, August 2021-July 2022
(For Departure Delay ≥ 90 Minutes)
DEN1 hour 42 minutes
ORD1 hour 52 minutes
DFW1 hour 49 minutes
ATL1 hour 43 minutes
MCO1 hour 50 minutes
CLT1 hour 42 minutes
LAS1 hour 37 minutes
LAX1 hour 50 minutes
PHX1 hour 40 minutes

The statistics aren’t very different for other major (top 50) US airports. However delays are much more likely to extend beyond two hours at small airports, where you likely don’t have another option anyway.

And for my last analysis, I looked at the reason for the delay when it was available. In cases where the data is available, the longest delays are caused by (from the biggest contributor to the smallest):

  1. Carrier delays (crew problems, mechanical, etc.)
  2. Late aircraft delays (delayed inbound flight)
  3. Airspace delays (ATC traffic management programs, etc.)
  4. Weather delays


The internet: “Ok poindexter, enough with the nerdy stuff, how about a summary without all the goo?”

MEAB: Sure thing boss, also here’s the data in CSV form in case you want to be a nerd too:

  • If your flight posts a delay of 45 minutes or longer, switch to an alternate if there’s one available in the next two hours
  • If your flight posts a delay of 90 minutes or longer, switch to an alternate if there’s one available in the next two and a half hours
  • If you’re flying out of a major airport, a delay isn’t likely to carry on past two hours
  • If you’re flying out of a small airport, that delay is probably going to be a long one, sorry
  • If the reason for your delay is a carrier or late inbound aircraft issue, the delay is likely to be longer than for weather or other reasons

Happy Tuesday friends!

When United Express inevitably has a delay for something like this, switch flights (trust me, been there).

This blog has a strict focus on travel hacking, churning, and manufactured spend. I’m going to occasionally write about another topic too and today is the test run. Any feedback you have is always appreciated!

  1. Wells Fargo has a $1,500 bonus for opening a new Business Checking Account in-person and parking $5,000 in the account for 60 days. To open:

    – Generate an offer code at this link
    – Print out the emailed offer
    Make an appointment at this link to open your account
    – Show up to your appointment and make small talk for 30 minutes while the banker fumbles around with the computer

    This will also work with a sole proprietorship using your own social security number in case you don’t already have a business ready to go. (Thanks to Nathan via slack)
  2. Meijer is running a sale for $10 back on $150 or more in Mastercard gift cards through April 16 after clipping the digital offer. There’s a limit of one per account, but that shouldn’t stop you. You have another email address or two right?
  3. Many of you know that I’m a big time avgeek, a private pilot, and that I miss United’s Channel 9 sorely. So it’s easy to understand why my interest was piqued yesterday while flying home on a short final for landing at our destination with an altitude of about 100 feet off the ground when the engines spooled up with a takeoff roar. We started a climb and a banked into a turn rather abruptly.

    After about a minute the captain announced that there was a loss of separation and that air traffic control had told us to go-around. It’s not the first time this happened to me and I had exactly zero stress or anxiety about it, but I did want to channel the old Russian proverb: “trust but verify“. So, I tuned into one of my favorite websites using the inflight internet, Live ATC, and listened to the rest of the uneventful approach and landing. After landing I listened to the archive and indeed our aircraft was told to go-around (now it’s trusted and verified I guess).

    What’s the point of all this? Live ATC is a great resource to figure out what’s really going on with your flight, and it’s fun as an avgeek destination too.

Have a nice Tuesday.

The passenger next to me on yesterday’s flight, probably.