THE BOOK cover
The Unwritten Book is Finally Written!
An in-depth analysis of: The sacrifice bunt, batter/pitcher matchups, the intentional base on balls, optimizing a batting lineup, hot and cold streaks, clutch performance, platooning strategies, and much more.
Read Excerpts & Customer Reviews

Buy The Book from Amazon


SABR101 required reading if you enter this site. Check out the Sabermetric Wiki. And interesting baseball books.
MOST RECENT ARTICLES
MAIL : You ask | We say

Advanced


THE BOOK--Playing The Percentages In Baseball

<< Back to main

Wednesday, April 06, 2011

When non Subject Matter Experts attack!

By Tangotiger, 01:15 PM

Non-sports post.

Fantastic job by Nate, in tackling the issue of which airports are more fairly priced than others, but tackling it the way we as baseball quants would tackle it.  Nate lays out his methodology in good detail, and he also links to his data sources, the subject matter experts, and the guys you would expect to do what Nate is doing.  Presumably they aren’t doing it, because Nate spent all his time doing it.

My airport of choice is Newark Liberty, and that’s for the sheer convenience.  Basically, almost all NJ highways lead to Newark Liberty Airport, and if they don’t then those lead to other NJ highways that lead to Newark Airport.  The entire state of NJ is laid out to basically treat Newark LibertyAirport as the hub.  Nate shows me something unsurprising:

At Newark Airport, for example, I estimate that the average fare should have been $382, given the itineraries that the passengers in the bureau sample traveled. However, the average round-trip fare that those passengers actually paid was $454 — a 19 percent markup above fair prices.

At LaGuardia Airport, by contrast, prices were more in line with market rates (the average ticket price was $338, as compared to a fair rate of $331). And prices were actually somewhat cheap at J.F.K. (average price $389; fair price $413). Passengers at Newark paid an average of 12 percent more than those at J.F.K. for their trips to Los Angeles, 49 percent more for those to Chicago, 65 percent more to Dallas, and 118 percent more to Washington, D.C.

Basically, the convenience of Newark Liberty is worth the 72$ markup, relative to the other airports of choice (LaGuardia and JFK).  That’s because NYC traffic is horrible.  In order to get to those airports from NJ, you would have to plan to leave two hours earlier than you would leaving for Newark (unless you happen to live along the Hudson River).  Certainly at least an hour earlier, regardless where in NJ you live.  (You could of course try to avoid the NYC traffic by taking trains, or leaving in offpeak hours, like early in the weekend morning, or very late on a weeknight.) Not to mention the toll to get into NYC, plus the cost of the car.  You add it all up, and 72$ seems pretty reasonable to me. 

Anyway, just fantastic stuff.


Blogging
#1    Tangotiger      (see all posts) 2011/04/06 (Wed) @ 14:03

Oh, I agree with that person who was disappointed with Nate’s blog at NY Times (with regards to the comments).  I just posted a comment, and it’s being moderated.

Sorry, but that is a horrible system, and guarantees I won’t be commenting there again.  JC had the same insane policy about moderation.  You either require registration or not, but you don’t moderate every comment.  NY Times even requires registration, so they’re position is even more absurd.


#2          (see all posts) 2011/04/06 (Wed) @ 22:12

interesting that DCA reagan’s premium is nearly equal to dulles. reagan is so much more convenient unless you live in northern virginia near dulles. it’s worth so much more to be able to metro back and forth. and there are fewer runways and terminals. however, flight distances are limited at reagan, so that might affect things. and i think the airport is run by congress. but i still always find that the prices at reagan seem lower than they could be.


#3    Guy      (see all posts) 2011/04/07 (Thu) @ 11:04

Nate’s data is interesting.  But the interpretation is very problematic.  He says “These two factors — distance to destination and size of market — are the ones I would propose can be fairly reflected in ticket prices.” Everything else that affects price is implicitly “unfair,” and Nate goes on to label airports as “overpriced” if fares exceed his model’s prediction.  But many other valid factors impact fares.  Tango’s example is a good one: why shouldn’t people pay more for the conveniences offered by Newark (or if you prefer, pay less if signing up for the hassles of going to LaGuardia)? 

More importantly, his model ignores a huge factor in pricing which is flexibility:  how far in advance was ticket purchased, and was it refundable or not?  There may be 15 or 20 different coach fares charged on a single flight, depending on when the ticket was purchased and its refundable status.  The “overpriced” airports are mainly places with a lot of business travel, while cheap airports are mainly leisure destinations (as he acknowledges).  This almost certainly means that the fares to the “overpriced” airports were on tickets bought with less average lead time, and more often were refundable.  And flexibility has value.  You can’t say those fares are too high, or fares to Orlando are a “bargain,” if you don’t take account of that flexibility factor.  I don’t think you can even come close to evaluating the premiums charged by these airports without accounting for those factors.


#4    DK      (see all posts) 2011/04/07 (Thu) @ 18:34

I’ve lived in the city and now north of the city, and I have always avoided Newark at all costs.  Unless I’m saving hundred of dollars, I’ll fly out of LGA or JFK.

I imagine that anyone who lives on Long Island would avoid Newark as well, so given where the population concentrations in the New York area are, I’m surprised (and quite pleased given my own personal preferences) that there’s a Newark premium.


#5    mettle      (see all posts) 2011/04/07 (Thu) @ 22:41

I’m not buying the convenience factor you cite.

Newark is more convenient for people in North Jersey, but LaG and JFK are more convenient for people in Brooklyn, Queens and Long Island, which is more people.

Here’s an idea:

What if we assume people are behaving mostly rationally and shop around for tickets across multiple airports, which involves a simple click on most ticket search engines.
For example, I almost always use ORD but I do look at MDW in the event it’s about $80 cheaper, which approximately equals my additional cost in time/$.
When people buy tickets, they incorporate all of their preferences. Thus, what we have is every airport being precisely fairly priced. I trust that the market is efficient here (the man-hours put into those pricing algorithms is staggering) more than this from-the-hip attempt to quantify based on a tiny data set.


#6    Tangotiger      (see all posts) 2011/04/07 (Thu) @ 23:29

Good point about the pop of NJ v NYC.  (Not to mention that in south NJ, they probably go to Philly.)


#7          (see all posts) 2011/04/08 (Fri) @ 01:58

Newark is my airport of choice for going to Manhattan.  Last time I had to go to the city, I stayed at a great hotel directly across from Penn Station, I took the train from Newark and never needed a car or a cab.  Plus, there’s a convenient nonstop from Seattle.


#8          (see all posts) 2011/08/20 (Sat) @ 08:32

Just surfing the internet and came across this rebuttal to Nate’s post by an SME, somewhat ironically

http://boardingarea.com/blogs/thewanderingaramean/2011/04/how-the-ny-times-got-it-so-wrong-on-airline-pricing/

Also I agree with Guy above—it’s not too easy to pick holes in Nate’s analysis.

The moral of the story is to consult SMEs before publishing your research. We plead to economists with little baseball expertise to consult with this group before publishing ... Nate should have done the same with the right guys on air travel.


Page 1 of 1 pages


Name (required)
E-Mail (optional; WILL be published)
Website (optional)

<< Back to main


Latest...

COMMENTS

May 25 15:37
What sabermetrics is NOT

May 25 15:28
Largest demonstration in Canadian history?

May 25 15:12
Do pitcher’s reach back for velocity when needed?

May 25 15:02
Pete Palmer’s new book: Basic Ball

May 25 13:04
“Why Kickstarter works”

May 25 12:51
Chad Curtis

May 25 11:32
Howard Stern

May 25 11:26
Lack of hustle during a game

May 25 10:58
Rooting for laundry

May 25 02:38
NFLPA lawsuit against collusion