Orbitz shows costlier hotel options to Mac users
online.wsj.com
online.wsj.com
WRONG - Mac users see higher prices for same hotels than Windows users
RIGHT - Mac users are sometimes also shown hotels that are costlier than their windows users
"...so the online travel agency is starting to show them different, and sometimes costlier, travel options than Windows visitors see."
Er. Um. No, most people have not taken Econ 101. Most graduates have not taken Econ 101. Most graduates in quantitative disciplines have not taken Econ 101.
Most people with economics degrees have taken Econ 101. A modest number of other people have. Some more have learned the basic concepts by means other than taking Econ 101. These are probably not the people complaining about price discrimination.
In any case, being surprised when people are upset because they think they're getting inferior treatment and saying "oh, but they should think of the gain in overall economic efficiency" seems like a sign of, well, not having taken Psych 101.
If it didn't give me three hours of credit, I probably would have ended up with Texas History, or something similar.
It seems obvious why two people getting the exact same product / service but paying a different amount is a controversial matter. Especially, since the discriminating factor is the fact that you are willing to pay more!
If a vendor wants to price discriminate, there are ways of doing it, such as loyalty programs or rewards, which do not 'offend' the consumer and still manage to capture (most of) the consumer surplus.
In this case though, this is not what Orbitz is doing, they keep the prices constant but show different default options.
Isn't that the right way to do it? If Mac users choose options (a, b, c) the most often then these are the ones that you should default to. And the same for non-Mac users but with frequent options (d, e, f).
And in this case it happens to be that, on average, (a, b, c) have higher prices than (d, e, f).
Price discrimination doesn't eliminate dead-weight loss (it really has nothing to do with dead-weight loss), it just converts consumer surplus into producer surplus.
https://en.wikipedia.org/wiki/Price_discrimination#Types_of_...
[Technical note: By "average" I really mean the optimal price if the producer is only allowed to set a single price point. But let's not quibble.]
By the way, as I mentioned in my first post, I definitely agree this is about capturing consumer surplus too.
a) buyers who cannot buy something which causes an economic benefit (they gain more than it costs to produce). Examples: shortages, monopoly pricing.
b) buyers who buy something that does not cause a net economic benefit (it costs more to produce than they gain). Examples: gov't subsidies artificially reduce price, negative externalities not factored into price.
Let's say the MC is 20 cents at the scale produced (Q1). The second group (students) get a MB of let's say 30 cents. They will not buy at a price of 60 cents, therefore there is a deadweight loss (MC < MB to students, but they do not have the good). If the monopolist can expand their output to Q1 + Q2 (where Q2 is the student sales) while keeping their MC under 30 cents, they can reduce the DWL.
By the way, there's no need to assume MC is a function of Q since that just complicates the example for no benefit (in the wiki article notice that MC is just a constant 10 cents). And yes, though I didn't stress it, of course the discount price must still be greater than the MC (and so in the range of 10 - 60 cents).
I believe the constant MC assumption is dangerous though. MC is rarely fixed in microeconomics. It is almost always assumed to be an approximately linear function of quantity. Thus, increasing production will always increase MC. You'll need to hire more workers, pay more overtime, buy more expensive supplies, whatever (in the short run; in the long run firms expand production and the supply curve shifts). The assumption that MC won't change is almost always incorrect, and the MC changes affects whether the argument is valid or not.
Sorry if I'm sounding pedantic, just pointing out what my econ prof would've said to me about this argument.
EDIT: and I'm not trying to imply that you don't know any of this, just that it may benefit readers who have less economics exposure.
Without price discrimination, unless you're operating tax-free and subsidy-free there is always a dead-weight loss. Perfect price discrimination eliminates it. It is literally right there in the article you just linked to.
Price discrimination is revenue optimization for the vendor, it's not eliminating some efficiency -- it's steering me to part with more of my economic resources.
I expect the kind of behavior from a salesperson with whom I am negotiating -- that's a customary way to do business in that model.
In the United States, we learn about fixed-cost in the grocery store -- an apple cost $1 whether I have $0.50 or $5,000 in my wallet. When I'm buying a product or service on what appears to be a fixed-cost basis, I perceive your "pricing discrimination" as taking advantage of me.
You can find many examples of each. Anyone who auctions off their goods practices price discrimination. i.e. 3 identical baseball cards auctioned separately on Ebay fetch 3 separate prices. Same thing with a seller in a street market who gives different prices to different buyers (tourists vs. locals) and then haggles with each and every buyer.
My point is, people seem fine with this kind of price discrimination in a lot of settings, but not all settings. For some reason, there are certain settings and triggers that change their view from "hey this is how things are supposed to work, this thing is worth what I'm willing to pay" to "hey I'm getting ripped off!" Why is that? And what are the triggers?
Businesses put a lot of work into finding pricing discrimination "tricks", including discounts and premium upgrades, and that on the whole is a fascinating topic to me.
They could have spun their story to say that Mac users have a greater preference for, say, the Westin, Hyatt, and Marriott, whereas Windows user prefer Super 8, Days Inn, Motel 6, and Econo Lodge.
Then they would have gotten an uncontroversial story out of the WSJ -- possibly even a positive story.
This reminds me of the Coca Cola vending machines that would automatically adjust prices upward from $2 to $3 on hot, sunny days. This was met was public hostility. If instead they had promoted their machines as automatically discounting their normal price of $3 down to $2 on cold, non-sunny days, then no one would mind.
I have a hard time believing anyone would fall for that spin.
And falling for a Nigerian scam requires a much higher level of gullibility and a higher level of buy-in from the victim than merely letting somebody else set your expectations with careful phrasing.
My point isn't that everyone would fall for it, but if there are enough people who fall for more blatant scams that you can build a hugely profitable business off them, there's certainly a considerable number who would fall for this.
A marketing campaign with that rate of success would be an abysmal failure.
In short, enough people respond to a Nigerian scam to make it one of the country's biggest industries. And that requires constant, active participation in the face of a blatant scam that gets less plausible at every step. Passively allowing your perception to be shaped by how an idea is presented is many orders of magnitude easier.
A surprising number of people seem to think that they are getting a bargain if they pay early. I appreciate "a surprising number" is not a highly accurate data point :) I am currently reading Cialdini's Influence - some of the research suggests this method of offering the carrot before the stick do work.
I just bought tickets to Las Vegas on Friday. I got through the checkout process (choosing a flight and a hotel) and then they said there was a "problem" and kicked me back to the beginning of the process. I went through it again, choosing the exact same flights (with the same number of seats available) and the prices were 20-30% higher. The available seats were identical (I was buying for a same-day flight so there were only a handful remaining and it was easy to see that they were the same). I went ahead and bought since it at was the last minute, but I made a mental note not to ever bother coming back.
It's happened so frequently to me on this and other aggregators like Travelocity that it may even be intentional.
Perhaps they display competitive prices so they will be chosen by people who are comparison shopping (either manually or through a site like kayak.com). Then once you've asserted your willingness to buy by moving through the flight selection process they randomly restart you with higher prices on the (probably likely) belief that you have already mentally committed to Orbitz.
Not about tacking on extra charges on the same product.
I've often tried to coordinate buying tickets with others online and we can all be chatting on the phone as we're all looking at our own computer screens and we all read off different prices.
Well, flight pricing is never simple any which way anyway.
The hotel also increased by a significant amount.
2. Once you have done a booking search many companies store this information in a cookie (or otherwise) to prevent you from seeing cheaper prices on subsequent searches. Try deleting your cookies next time...it usually works for me. Also I never log in to my account until I know exactly what I want.
So of course I bailed out of the process. A little while later, I checked Travelocity again and it was back to $300. Went through to the end again and, same "sudden change", now $900.
As I recall, this persisted for something like a day before I finally gave up and wrote them off as a bunch of scammers.
HN discussion thread about it: https://news.ycombinator.com/item?id=1861037
As someone involved in creating recommendation systems for web sites based on various user behavior signals, I can see adding a "what type of browser do they use" and "what type of OS do they use" intelligence in the future to further segment users.
Mac ownership must be a proxy for "household income". Brilliant.
Screen size? Fonts?
It's highly highly likely that they are just looking at user agent strings.
So, I don't think you can ever really know what browser your users use.
That's how.
http://web.archive.org/web/20010722191804/http://travelmall....
We tried both adjusting individual prices for Mac users (and didn't see any statistical difference from the price sensitivity for non-mac users, same as we didn't see statistically significant differences between older and newer Windows version users), and skewing the search result price range for Mac users compared to non-Mac users (and we certainly saw statistically significant improvements there in terms of average dollars per room-night). In the long run though, although we proved to ourselves it worked, the Mac userbase back then was so small that the overall bottom line effect wasn't big enough compared to the engineering and marketing effort to keep it working - I think it all vanished in the big 2004 rewrite of the site's back end.
I think mac users have demonstrated they are for the most part willing to pay more for something they perceive as offering a better experience. You can't make that choice if you're some broke dude surfing from a 400 dollar *nix box, so I think it is given that average mac users are less price sensitive - the more cash you have, the more your time is valued imho.
FWIW, posting this from a slackware box with my mac cooling in the next room. So by all means, show me the cheap stuff first :)
[...] search results for hotels in cities including Las Vegas,
Orlando, Philadelphia and Boston were the same for both Macs and PCs.
A New York search turned up more expensive hotels for Mac users, but
only after the first 20 listed.
[...] A Mac search for a hotel in Miami Beach for two nights in July
displayed costlier boutique hotels on the first page of results, such
as Sagamore, the Art Hotel and the Boulan South Beach, that weren't
displayed on the PC's first page. Among hotels appearing in both searches,
some pricier options (such as the $212 Eden Roc Renaissance and the $397
Fontainebleau) were listed higher on the Mac. [...]http://www.pricingforprofit.com/pricing-explained/differenti...
We sure as hell _experimented_ to see if the decrease in conversions by bumping margins (and hence prices) up was worthwhile in terms of total profit.
I'd happily make an argument that if the first is morally "OK" then so is the second…
Did you also test a popup saying "Hi, you're a first-time visitor to our website, we can discount this room rate 10% if you book today"? :)
They are instead offerent more expensive hotels to Mac users - on the reasonable assumption that Mac owners are higher spenders compared to somebody connecting from a free PC in a public library.
With e-commerce it only makes sense to put the best-fit offers in the front of the store, for everyone involved.
Or, owning a Mac may be positively correlated with having less disposable income, since the higher price of a Mac took more of your disposable income to purchase.
Note: - Guests may be required to construct their own bench
Arch --> Ikea.
LFS --> a forest.
In all likelihood, someone used the browser type as a feature in their model. It so happens that Mac users are (or were) younger, slightly more financially successful and like to splurge a little (e.g., the Mac itself, when comparable Windows laptops are significantly cheaper). Hence the model learned that it can show more expensive hotels to users with that specific browser type.
First, they're not charging Mac users more than Windows users for the same hotels / services. All users, regardless of OS, have access to the same set of options at the same prices. This is ad targeting, not price manipulation; they're (essentially) showing Mac users different advertisements -- for higher-priced options. You're free to not click on the ad; if Orbitz chose wrong, they're losing money (by wasting ad space on their page)."
Rest here: https://www.facebook.com/tudorb/posts/10100307597913113
Edit: Turns out they prices weren't different, just showing pricier results first.
When I got out of the online hotel booking game (back in '08) - all of the major chains were starting to include terms like that in their contracts (or had been for a few years), and were leaning on all the wholesalers (Pegasus/Sabre/Gullivers/Octopus) to push and enforce those decisions on small players (like us) who booked through them. Our lawyers said there was a _strong_ chance that these contract provisions wouldn't stand up in court (here in Australia), but it was obvious to everyone that it wasn't worth getting into expensive legal fights with the suppliers of the "product" our business relied on…
OTA's eat into margins of the hotels because they get a good size c omission from the bookings - no hotel chain would negotiate a contract that let an OTA undercut them.
The ironic thing about this is that many airfare websites have a German version with curiously higher prices than the US version, and that Apple's computers themselves are more expensive in Europe. (Sadly I'm never sure how much of this can be explained with taxes.)
The Wall Street Journal article should be the first result. Click on it.
You should be able to see the whole article. The WSJ appear to give you the full text when the referrer is google.
BY DANA MATTIOLI
Orbitz Worldwide Inc. has found that people who use Apple Inc.'s Mac computers spend as much as 30% more a night on hotels, so the online travel agency is starting to show them different, and sometimes costlier, travel options than Windows visitors see.
The Orbitz effort, which is in its early stages, demonstrates how tracking people's online activities can use even seemingly innocuous information—in this case, the fact that customers are visiting Orbitz.com from a Mac—to start predicting their tastes and spending habits.
Orbitz executives confirmed that the company is experimenting with showing different hotel offers to Mac and PC ...
The ellipses isn't the end of the article!
Orbitz found Mac users on average spend $20 to $30 more a night on hotels than their PC counterparts. The Orbitz effort, which is in its early stages, demonstrates how tracking people's online activities can use even seemingly innocuous information—in this case, the fact that customers are visiting Orbitz.com from a Mac—to start predicting their tastes and spending habits. Orbitz executives confirmed that the company is experimenting with showing different hotel offers to Mac and PC visitors, but said the company isn't showing the same room to different users at different prices. They also pointed out that users can opt to rank results by price. Journal Community
Orbitz found Mac users on average spend $20 to $30 more a night on hotels than their PC counterparts, a significant margin given the site's average nightly hotel booking is around $100, chief scientist Wai Gen Yee said. Mac users are 40% more likely to book a four- or five-star hotel than PC users, Mr. Yee said, and when Mac and PC users book the same hotel, Mac users tend to stay in more expensive rooms. "We had the intuition, and we were able to confirm it based on the data," Orbitz Chief Technology Officer Roger Liew said. The sort of targeting undertaken by Orbitz is likely to become more commonplace as online retailers scramble to identify new ways in which people's browsing data can be used to boost online sales. Orbitz lost $37 million in 2011 and its stock has fallen by more than 74% since its 2007 IPO. The effort underscores how retailers are becoming bigger users of so-called predictive analytics, crunching reams of data to guess the future shopping habits of customers. The goal is to tailor offerings to people believed to have the highest "lifetime value" to the retailer. Orbitz first confirmed Mac users' preferences in October and began working them into the complicated mix of factors that determine its search results. The effect isn't always obvious. In tests performed by The Wall Street Journal, search results for hotels in cities including Las Vegas, Orlando, Philadelphia and Boston were the same for both Macs and PCs. A New York search turned up more expensive hotels for Mac users, but only after the first 20 listed. Mac vs. PC
Top hotels measured by booked-room nights by Mac and non-Mac users in selected cities in May: Mac users Las Vegas -- Excalibur Hotel & Casino New York -- Park Central New York Los Angeles -- Hollywood Roosevelt Hotel Miami -- Hyatt Regency Miami Chicago -- Congress Plaza Hotel Non-Mac users Las Vegas -- Stratosphere New York -- Park Central New York Los Angeles -- The Wilshire Hotel Miami -- Miami Beach Resort Chicago -- The Whitehall Hotel Source: Orbitz Other searches showed more significant differences. A Mac search for a hotel in Miami Beach for two nights in July displayed costlier boutique hotels on the first page of results, such as Sagamore, the Art Hotel and the Boulan South Beach, that weren't displayed on the PC's first page. Among hotels appearing in both searches, some pricier options (such as the $212 Eden Roc Renaissance and the $397 Fontainebleau) were listed higher on the Mac. Overall, hotels on the first page of the Mac search were about 11% more expensive than they were on the PC. Similarly, hotels on the first page of results for Baton Rouge, La., appeared in different order for Mac and PC and were 13% more expensive in aggregate for the Mac search. Rival travel sites Expedia Inc., EXPE -3.71% Priceline.com Inc. PCLN -2.30% and Travelocity, which is a unit of Sabre Holdings Corp., don't use a person's computer operating system when suggesting hotels, spokesmen said. Apple declined to comment. Neil Sazant, president of Sagamore, reacted with a mix of admiration and concern to the algorithm. "That's incredible, but I wouldn't want to miss out on PC users," he said. Mr. Sazant says about 15% of rooms at the 93-room hotel are booked through a mix of online sites like Orbitz and that appearing on the first page of results is important in those searches. Orbitz's chief executive, Barney Harford, has made data mining a priority. Shortly after joining the company in 2009, the former Expedia executive opened a small office in Sunnyvale, Calif., and recruited statisticians with backgrounds from eBay Inc. EBAY -2.32% and Google Inc. GOOG -1.89% for a new analytics team. Digging into the data, the team found some hotels were far more likely to be booked by Mac users. Nearly half of bookings on Orbitz for the Public Chicago—a high-end Chicago hotel that boasts features such as "lobby socializing"—come from Mac visitors, said Mr. Liew of Orbitz.
Simply use 'www.google.com/url?q=' and paste in the address of the article which has a paywall.
Online publications, on the other hand, really want their paywalled articles to be indexed by Google. You may remember Murdoch did a lot of complaining about this a couple of years ago. So now publications do a little trick where they make the whole article available to people coming from Google but offer a paywall to anyone else. This means that you can usually access the entire article if you are redirected from google.
-Love Your Ex-customer
Man, some people around here really love the 'sound' of their own text.