[HN Gopher] How Airbnb measures listing lifetime value
       ___________________________________________________________________
        
       How Airbnb measures listing lifetime value
        
       Author : benocodes
       Score  : 85 points
       Date   : 2025-04-01 11:54 UTC (4 days ago)
        
 (HTM) web link (medium.com)
 (TXT) w3m dump (medium.com)
        
       | epolanski wrote:
       | Why do they publish blogposts on such a lame paywalled website
       | though...
        
         | josefritzishere wrote:
         | Seems pretty consistent with their revenue model.
        
         | tomhow wrote:
         | Is this post paywalled for you?
         | 
         | Or is there just a signup/login banner that you can dismiss?
         | 
         | If there's a paywall we'll post a workaround at the top.
        
           | SSLy wrote:
           | My User Agent goes around the paywall easily.
        
         | JohnScolaro wrote:
         | I was wondering that too!
         | 
         | Surely Airbnb - a company that runs a website - has the
         | capability to put a text post on their own website. Then they'd
         | own the content, and people looking for it could find it
         | easier? It's not a revolutionary concept either, Facebook has
         | one:
         | 
         | https://engineering.fb.com/
         | 
         | Wait, Airbnb _already has one_?
         | 
         | https://airbnb.io/
         | 
         | Genuinely confusing.
        
           | echelon wrote:
           | > Why
           | 
           | Distribution.
           | 
           | The reason for this blog post is "recruit engineers". Not
           | every engineer is going to visit blog.airbnb.com, but
           | presumably a lot of them are already on Medium.
           | 
           | They even close the article with,
           | 
           | > We continue to solve interesting problems around LTV every
           | day (and as more insights come up, we'll keep sharing them on
           | our blog). Can you see yourself making an impact here? If so,
           | we encourage you to explore the open roles on our team.
           | 
           | These blogs are always about recruiting.
        
             | philipwhiuk wrote:
             | Why would I pay for a paywall to read a job ad?
        
               | merricksb wrote:
               | There's no paywall. It's totally free to read. The popup
               | is just a prompt to join/sign into Medium but you can
               | close it.
        
       | esafak wrote:
       | I would have liked more discussion on handling uncertainty; how
       | big is it, how well calibrated is it, how are they approaching
       | variance reduction, how do they reduce the predictive
       | distribution into decisions, etc. And no discussion of causal
       | inference in the marketing section.
        
       | maxrmk wrote:
       | I feel like this is missing a really important factor: how likely
       | are guests to use airbnb again after staying at a listing?
       | 
       | A listing could look great online and receive a lot of bookings
       | (so high LTV), but ultimately drive users away from the platform.
       | 
       | A certain ad platform I worked on cared a lot about this -
       | offensive ads could get you to quit the site altogether. You
       | might want to count every ad as positive for the company since
       | you make money, but some might actually be negative expected
       | value! As a side note, I think this is a really undermeasured
       | problem. There are many sites I won't use because the ads are so
       | overwhelming or are often offensive.
        
         | MajimasEyepatch wrote:
         | In the case of Airbnb, wouldn't that show up in the listing's
         | reviews, requests for refunds, etc. and ultimately drive down
         | the listing's LTV? Nobody leaves reviews on an ad, and I
         | imagine that very few users report inappropriate ads, so you
         | can only measure that indirectly. But if somebody books an
         | Airbnb and has a bad experience, they are much more likely to
         | give you direct feedback about it.
        
           | maxrmk wrote:
           | I think it could show up in those other places, but probably
           | isn't fully captured?
           | 
           | Imagine an airbnb that's great for most guests but absolutely
           | terrible for 1 in every 5, so bad that they quit airbnb.
           | Maybe it's next to a music venue, so every once in a while
           | it's very loud.
           | 
           | It's possible it could maintain a decent average star rating
           | and LTV as described in the article but actually have
           | negative (real) lifetime value for airbnb if the 1 in five
           | that they lose would have spent a lot of money on the
           | platform otherwise.
        
           | Nextgrid wrote:
           | Bad reviews are often moderated away and refund requests are
           | stonewalled (and few people know about chargebacks so that
           | isn't factored in). It is easier for the platform to acquire
           | guests than hosts, so the platform takes the side of hosts.
           | 
           | Edit: at least that was the situation a couple of years ago.
           | A host below now reports that the situation has changed and
           | they take the side of the guests; however, either way it's
           | open to abuse no matter which side they take.
           | 
           | The issue is that in a marketplace where both sides can be
           | dishonest, the only way to ensure quality is to do spot
           | checks by trusted actors (aka company employees) where the
           | penalties for failing such a check are dissuasive enough that
           | it becomes more profitable to play by the rules.
           | 
           | This is similar to how law enforcement is supposed to operate
           | - the reason the penalty for theft (for example) is _more_
           | than merely returning the stolen items is that since law
           | enforcement can 't observe everyone all at once, the penalty
           | needs to be enough of a deterrent to make the bad behavior
           | unprofitable overall, to discourage it even in cases where
           | law enforcement isn't there to witness it and enforce said
           | law.
        
         | lurk2 wrote:
         | I had this experience years ago. The first place I ever rented
         | in had Wi-Fi that didn't work and after about a week the water
         | stopped working. I cancelled my booking through support and the
         | owner called me 3 or 4 times on WhatsApp and then left me a bad
         | review. The second place had a shower that didn't drain and the
         | washing machine flooded the apartment one evening. The third
         | place had black mold growing out of the kitchen ceiling. I
         | tried to get them to waive the cleaning fee over it, but the
         | owner claimed he had told me about it already and refused to do
         | anything. When I left, he told me he had written me a good
         | review and expected one in return. I pointed out that he had
         | done nothing to remedy the mold issue and then posted my own
         | review, and found that in his review he had accused me of
         | bringing prostitutes and drugs into the apartment (which I did
         | not).
         | 
         | It was nominally cheaper to travel this way, but for my next
         | trip I'll be staying in hotels.
        
           | bombcar wrote:
           | This is how things like Airbnb (and ebay) die - the hosts and
           | sellers know all the tricks and so the buyers just leave;
           | it's not worth the hassle.
        
             | nothercastle wrote:
             | The eBay experience has improved dramatically. Its far
             | better than Amazon 3rd party
        
         | munro wrote:
         | No model is perfect, but some are useful. Their "baseline LTV"
         | looks at the sum of listings on their platform (plus other
         | features), then tries to forecast the next 365 days -- so this
         | should indirectly capture people coming and going. I think
         | their cannibalization model is quite clever as well.
         | 
         | Going deeper with modeling users might yield some tighter
         | estimates, but I imagine this gets estimates far closer than
         | some simple accounting formula, and likely helpful for
         | budgeting a year out -- but it would have been nice to have
         | seen some performance metrics.
        
           | mmasu wrote:
           | I also think the cannibalization model is clever. The
           | baseline model is however a bit underwhelming, as bookings
           | can be misleading by themselves - you have cancellations,
           | impressions, and so forth. For example if you only look at
           | bookings in next 365 days, new listings will be penalized.
           | But as you said no model is perfect :-)
        
         | avidiax wrote:
         | > A listing could look great online and receive a lot of
         | bookings (so high LTV), but ultimately drive users away from
         | the platform.
         | 
         | I am precisely this kind of churned customer. I have personally
         | booked maybe 3 AirBNB stays, and stayed with family in them on
         | other occasions. The units I pick are always well-reviewed.
         | 
         | But in the cities I've stayed in (LA, SF, Rome), the price is
         | really no cheaper than a hotel, and the quality is extremely
         | variable. You have to really carefully read those 5-star guest
         | reviews to read between the lines.
         | 
         | And you feel pressured not to leave a negative review, as that
         | would negatively impact your ability to book in the future,
         | since the hosts (I have heard) can see your average review
         | score.
         | 
         | My impression has been that AirBNB's customers are actually the
         | hosts. You, the guest, are an expendable commodity. You will
         | use AirBNB until you have a severe enough problem, and
         | experience them siding with the host over you. Then you'll be
         | churned permanently, and by force if you do a chargeback.
         | 
         | If I were going to disrupt AirBNB, I'd offer hosts a better
         | percentage with the requirement that the experience is
         | standardized and high-quality. There would be an in-unit noise
         | & vibration sensor, reporting directly in the app. 24 hour
         | check-in and check-out. A minimum set of amenities, minimum
         | WiFi speed. The bedding would be standard. Cleaning fee
         | standard. Every unit subject to a surprise multi-point
         | inspection at least once per year. Essentially, make it no
         | worse than an average hotel, and maybe some units as good or
         | better than high end hotels.
        
           | secabeen wrote:
           | > If I were going to disrupt AirBNB, I'd offer hosts a better
           | percentage with the requirement that the experience is
           | standardized and high-quality.
           | 
           | This is an interesting idea, but it puts the quality level
           | way above what I want to pay for. Hotels are anti-septic and
           | cold. I like staying in an apartment that feels like someone
           | actually lives there. I don't mind a few dust-bunnies under
           | the couch, nor a little dirt behind the toilet. It's even
           | better when the kitchen is fully stocked, including a
           | selection of non-perishable food (think cooking oil, salt,
           | pepper, maybe a bag of ground coffee and a box of pasta.)
           | Sure, the sheets and towels should be freshly laundered, but
           | beyond that, I don't want much.
           | 
           | AirBNB allowed me to pay less to get a more human-feeling
           | space. Hotels are like McDonalds, they are designed for the
           | regular customer who wants to get that Hilton-feeling,
           | regardless of if they are in Wichita or Cairo. I _want_ to
           | feel like I 'm in Cairo, and if that means that I'm in a mud
           | brick house with a single bathroom, no A/C, and no daily
           | housekeeping that's great! AirBNB opened those worlds to us
           | as travelers, in a way that hotel chains never did.
        
             | thefounder wrote:
             | I think that's more common in other parts of the world.
             | (i.e. getting places that people actually live in).In
             | Europe most/all of the apartments I've stayed in are
             | basically business apartments (more or less).
             | 
             | You don't feel that someone lives there because nobody
             | actually lives there. It's like a long term rental
             | apartment that in best case scenario someone is using as a
             | savings/investment vehicle but on short term. "Worst case"
             | it's part of an apart-hotel.
             | 
             | When I travel as part of a large group(i.e. more than 3
             | people) a short term apartment is great because we need a
             | big affordable space (i.e. someone may sleep on the couch
             | and we don't want the hotel "greetings & house keeping"
             | experience) but nevertheless I don't want or expect a dirty
             | place in any way, shape or form be it in Cairo or somewhere
             | else. I'm pretty sure there are people living in less than
             | sanitary conditions all over the world including Western
             | Europe and the U.S. That doesn't mean I have interest in
             | experiencing that kind of "living/sleeping".
             | 
             | All that being said I've stopped using Airbnb years ago. It
             | seems a broken system. For short term rentals/apartments
             | Booking.com is the only sane choice(IMHO).
        
               | secabeen wrote:
               | > In Europe most/all of the apartments I've stayed in are
               | basically business apartments (more or less). It's like a
               | long term rental apartment that in best case scenario
               | someone is using as a savings/investment vehicle but on
               | short term.
               | 
               | If that the only thing AirBNB offered, I would have much
               | less interest.
               | 
               | > I'm pretty sure there are people living in less than
               | sanitary conditions all over the world including Western
               | Europe and the U.S. That doesn't mean I have interest in
               | experiencing that kind of "living/sleeping".
               | 
               | Thankfully, AirBNB doesn't have to be all things to all
               | people. As long as there are enough people like me to
               | keep them afloat, they can provide a product that I am
               | happy with, and you can stay at hotels that are
               | immaculately clean.
               | 
               | I do hate the way that many AirBNB hosts have made
               | hosting a business, and would fully support a limit on
               | the number of listings per host. People renting out a
               | space in their house, or a vacation rental in a vacation
               | destination that they also stay in too is fine. People
               | buying 3 or more apartments to rent them out (taking them
               | off the long-term rental market) is terrible, and should
               | be prohibited.
        
               | scarface_74 wrote:
               | I just randomly looked at hotels.com for hotels in Cairo
               | and I saw name brand hotels from American brands like
               | Hilton for around $120 a night. Even high end hotels like
               | the Waldorf are $284 a night (I don't care about fancy
               | hotels personally). Why would I stay in a dirty Airbnb?
               | 
               | Not that I would ever use a third party booking site like
               | hotels.com either...
               | 
               | I _want_ the place I stay at to be run professionally and
               | it to be I give them money and they give me a clean place
               | to stay without having to worry about my ratings,
               | discrimination, etc.
               | 
               | Especially in another country where I don't know the
               | language and after taking a long flight. I wouldn't want
               | to take the chance on an AirBnb.
        
               | secabeen wrote:
               | > Why would I stay in a dirty Airbnb?
               | 
               | Because of what I described above! In summary:
               | 
               | * Desire to have an experience and living environment I
               | can't get at home.
               | 
               | * Desire to have living space beyond 2 beds and a
               | bathroom crammed into the smallest available space.
               | 
               | * Indifference to dirt or wear and tear.
               | 
               | Thankfully, no one is saying that AirBNB should replace
               | name brand hotels, in the same way that no one thinks
               | that every hotel should be a Motel 6. AirBNB/VRBO is just
               | another segment of the industry, and those people who
               | want to stay in an AirBNB can, just as people who want a
               | Hilton can without affecting those people who want to
               | stay in the Ritz-Carlton. This is the beauty of the
               | market!
        
               | ghaff wrote:
               | It's not so much for a Hilton-like feeling. In most
               | cases, it's because I'm looking for a predictable place
               | to stay with, often, a 24 hour desk. I just don't care
               | about the room most of the time so long as it's clean and
               | comfortable. I'm generally not traveling for the purpose
               | of staying in a hotel room. I do stay in more traditional
               | B&Bs/inns though _very_ rarely somewhere that 's solely
               | an Airbnb.
        
             | crooked-v wrote:
             | > Hotels are like McDonalds, they are designed for the
             | regular customer who wants to get that Hilton-feeling,
             | regardless of if they are in Wichita or Cairo.
             | 
             | Stop staying at chain hotels. There are plenty of hotels
             | out there that are what you're looking for, and have an
             | actual business to engage with in case of issues instead of
             | some anonymous lister on AirBNB.
        
               | secabeen wrote:
               | > Stop staying at chain hotels. There are plenty of
               | hotels out there that are what you're looking for, and
               | have an actual business to engage with in case of issues
               | instead of some anonymous lister on AirBNB.
               | 
               | That has not been my experience. It is _very_ hard to
               | find a robust selection of hotels in a major city that
               | has a living room and kitchen. Even when you do, in a
               | part of the city you want to stay in, they are often tiny
               | kitchens, with limited kitchen equipment, and where the
               | cabinets are completely cleared of every food item after
               | every guest. These places also have very antiseptic,
               | uncomfortable furnishings. They are night and day
               | different from staying in most AirBNBs.
        
           | listenallyall wrote:
           | > My impression has been that AirBNB's customers are actually
           | the hosts
           | 
           | Yes for sure. Avg # of transactions per host dwarfs avg # of
           | transactions per guest. Same with revenue. A frustrated host
           | who pulls a unit (often, multiple units) off the platform is
           | much more detrimental than an individual customer leaving the
           | platform.
        
             | csomar wrote:
             | This could also be played the other way around if the
             | customers are completely churned. (ie: airbnb will lose a
             | full unit with XX bookings but can also loose XX customers
             | multiplied by XX Life Time Value).
        
               | YouWhy wrote:
               | The duty cycle (number of business days per year) is less
               | than 1% for typical guests but around 100% for a sizeable
               | chuck of hosts, and in the 20-80% range for a lot of the
               | rest.
               | 
               | Hence I expect the host LTV to be a couple of orders of
               | magnitude greater to that of guests.
        
           | gruez wrote:
           | >And you feel pressured not to leave a negative review, as
           | that would negatively impact your ability to book in the
           | future, since the hosts (I have heard) can see your average
           | review score.
           | 
           | Source?
           | 
           | I did a quick search and couldn't find anything to confirm
           | this. Various airbnb screenshots geared towards hosts also
           | don't show anything about guests' average rating.[1]
           | 
           | [1] https://www.airbnb.co.za/resources/hosting-homes/a/know-
           | more...
        
             | soared wrote:
             | Different than OP, but I've left 2 negative reviews that
             | were purely factual - they were simply just deleted.
        
               | physicsguy wrote:
               | I left a negative review about mould all over the
               | property and got an abusive message from the host!
        
           | BrenBarn wrote:
           | > If I were going to disrupt AirBNB, I'd offer hosts a better
           | percentage with the requirement that the experience is
           | standardized and high-quality.
           | 
           | I've noticed more and more apartment rentals appearing on
           | booking.com. I haven't used any of them but I wonder what the
           | tradeoffs are. My impression is overall booking.com is more
           | guest-friendly as their userbase has grown from people
           | staying at hotels, who expect stuff like being able to cancel
           | and complain about cleanliness.
        
             | makingstuffs wrote:
             | From my experience booking.com is the most guest hostile
             | platform I've experienced to the point I try to actively
             | avoid it. I travel A LOT and can book anything from 20 - 40
             | stays per jaunt. Whenever I have encountered a problem on
             | booking it has always been met with -\\_(tsu)_/- tough shit
             | energy.
             | 
             | I remember one specific incident when a hotel had
             | purposefully put me in a noisy room (I saw a sheet on the
             | reception desk labelling it as 'ruidosas' which means noisy
             | in Spanish). I took a video of it against the receptionists
             | will and ensured I got the logo of the hotel in as well.
             | When I reported to booking they essentially told me to jog
             | on.
             | 
             | On the contrary, anytime I've had an issue with Airbnb they
             | have sided with me and provided a refund/assisted me with
             | finding better accommodation.
             | 
             | This isn't a 'you book more with us thing', either. I have
             | substantially more bookings on booking due to the
             | prevalence in Asia but they literally could not care less
        
               | chrisandchris wrote:
               | I think of booking as a tool for finding a hotel. I then
               | always happily book with the hotel directly.
        
           | renewiltord wrote:
           | Many people try this. I think Sonder was most recent but they
           | pivoted. Blueground will do corporate apartments short term.
           | I think these aren't effective against Airbnb customers tbh.
           | It's not a perfect platform but the others are not as good
           | because availability is key.
        
           | scarface_74 wrote:
           | If you want standardized professional places to stay while
           | you travel, why not just stay in a hotel? When I go to a
           | hotel (and we travel a lot), I know I'm getting a standard
           | level of service and if not - especially with a chain hotel
           | like one franchised by Hyatt, Hilton, Marriott etc - I can
           | complain to someone at corporate and get a refund and book
           | somewhere else, usually it doesn't even tags that. Just talk
           | to the front desk. They don't care if you get a refund - it's
           | not their money.
           | 
           | Airbnb "hosts" treat it like their "home" and are emotionally
           | invested in what should be a business transaction.
           | 
           | This isn't to mention how many hosts are running an illegal
           | AirBnb.
        
           | mrweiner wrote:
           | > My impression has been that AirBNB's customers are actually
           | the hosts.
           | 
           | Fwiw, I listened to an interview with Brian a couple of years
           | back where he said that, internally and strategically, they
           | call hosts "partners" and guests "customers." Which makes
           | sense to me.
        
         | listenallyall wrote:
         | Good point and it affects far more than just Airbnb. I'm sure
         | some companies internal ROI for app notifications is
         | universally positive... but when you send me 10 app
         | notifications a week for a product or service I only purchase
         | occasionally, I'm uninstalling the app. Obviously I'm in the
         | minority because the app still has millions of users but
         | hopefully others have turned notifications off.
        
           | maxrmk wrote:
           | Yeah I think about this model weirdly often.
        
             | Rastonbury wrote:
             | I think it's pretty hard to attribute bad stays to stoppage
             | of the service though unless they use reviews in a model
             | which is probably the best data they have to predict this.
             | 
             | I haven't booked an Airbnb in years, whether it be due to
             | having hotel points to redeem or someone else in my party
             | booking on their account or just the price differences in
             | that specific city I am going to. I'm not averse to the
             | service but my account is basically dormant
        
           | eastbound wrote:
           | I basically uninstall all apps between two uses of them:
           | Uber, AirBnb. Even the bank, I have a problem with the
           | mandatory confirmation-on-phone for the yearly stock options
           | plan I use. Wouldn't want a thieve to see that app.
        
             | ghaff wrote:
             | Can't you just turn off notifications. I have _very_ few
             | enabled.
        
         | BrenBarn wrote:
         | An interesting distinction is between _staying at_ a listing vs
         | _booking_ it. I booked an AirBnB in Texas for the eclipse last
         | year. The booking was made months ahead of time. Minutes before
         | I left for the airport, the host canceled with no communication
         | and didn 't respond to messages. I got a refund, but I wasn't
         | able to leave a review because the stay hadn't begun.
         | 
         | I had only used AirBnB once or twice before and was leery of
         | it, but after this experience I'm unlikely to use it again. The
         | inability to review the host in such a situation is pretty much
         | a dealbreaker. (Note that I want to review the _host_ --- not
         | the property, but the person who decided to cancel the booking
         | at the last minute.)
        
           | Winsaucerer wrote:
           | We had an experience not as bad as that, but cancelling on us
           | a week or two before we were due to fly (and had booked
           | everything else). They wanted US to cancel, but I saw no
           | advantage to us in doing so. I assume it was to maintain some
           | reputation on their side. We declined.
        
         | j4coh wrote:
         | AirBnBs are as expensive as hotels now, except you have to
         | clean it yourself and deal with an often insane host and their
         | random rules. I am back to hotels and resorts all the time now,
         | you at least know what you're going to get.
        
         | scarface_74 wrote:
         | > _There are many sites I won 't use because the ads are so
         | overwhelming or are often offensive._
         | 
         | I hate to sound like the "Do people still watch TV? I haven't
         | owned a TV in 20 years." Guy. But why are you seeing ads on the
         | web? Don't you use an ad blocker?
        
           | maxrmk wrote:
           | I used to use one but when I started working on ads it felt
           | hypocritical. I want to support the sites that I use,
           | especially those that don't paywall content. I don't work on
           | ads anymore but have stuck with it.
        
             | scarface_74 wrote:
             | Most advertising these days are based on click through. If
             | you aren't clicking on the ads, you aren't making them
             | money.
        
       | kreyenborgi wrote:
       | Man I'm so sick of trying to find something on Airbnb only to
       | discover by the time I order that the price has doubled.
       | 
       | Airbnb these last years went from feeling fresh and adventurous
       | to scammy and dubious
        
         | ceejayoz wrote:
         | Use the .com.au variant to find listings, as Australian law
         | requires they list the full price, inclusive of tax and fees.
        
           | nickjantz wrote:
           | Meh, they're just complaining because it's cool to whine
           | about AirBNB online these days, US based AirBNB has had this
           | feature for quite awhile now.
        
           | thundergolfer wrote:
           | In New York the website recently updated to do this,
           | presumably because they were forced to. They had a whole
           | banner announcing it.
           | 
           | I'm Australian and moved to New York recently-ish. It was one
           | of those classic anti-consumer disappointments one
           | experiences moving to the states. Glad they fixed it.
        
           | kreyenborgi wrote:
           | That's one thing, annoying but possible to work with.
           | 
           | What I'm talking about is Dynamic Pricing. Had to look up
           | what really happens: The host sets a rate-range, and Airbnb
           | first gives the low price and then as you click around in the
           | area they notice you're more interested so they increase it
           | towards the high end of the price range (possibly also time
           | of day and such signals?). Then I guess there's a slow
           | cooldown.
           | 
           | Like how a good haggle is made to give you a friendly
           | relationship with the seller, this seems specifically
           | designed to make people hate Airbnb and swear to never use it
           | again.
        
         | sabellito wrote:
         | Use booking.com, better in every way and customer support that
         | won't stonewall you.
        
           | 9283409232 wrote:
           | Booking.com is awful. Anyone can make a listing on
           | Booking.com for places that don't exist. Airbnb at least
           | makes an effort to verify the building is real.
        
             | philipwhiuk wrote:
             | If anything the flight bit is even worse.
        
             | carlosjobim wrote:
             | I've made thousands of reservations work booking.com, this
             | does not happen.
        
               | 9283409232 wrote:
               | I guess if its never happened to you its never happened
               | at all.
        
               | ambicapter wrote:
               | Thousands? Personal reservations?
        
             | sabellito wrote:
             | I have done dozens of reservations and never heard of
             | anything like that.
             | 
             | Maybe don't book places with fewer than 5 reviews? Same
             | goes to airbnb or any platform that allows for anyone to
             | publish a listing.
             | 
             | On the other hand had one severe issue with a booking on
             | airbnb and they essentially told me to go fuck myself.
        
             | robocat wrote:
             | The last trip to Brasil I had problems with AirBnB - both
             | incorrect listings (e.g. wrong location) and listings that
             | weren't actually available.
             | 
             | I've used booking.com around the world and I can't recall
             | any serious problem. When dealing with an issue, AirBnB
             | error flow often sucks and booking is mostly fine.
             | 
             | When AirBnB works out great, you can find some real magic,
             | but when it fails it really sucks.
             | 
             | I've found booking.com is usually more hotel-like and
             | professional (e.g. contactable and reliable).
             | 
             | I still use both but I'm careful to choose depending on
             | perceived risks.
             | 
             | Disclosure: long booking.com
        
             | hintklb wrote:
             | Use booking.com for discovering hotels then book direct.
             | Never had issues doing that
        
           | hankchinaski wrote:
           | Booking is a total scam fake photos fake listings fake
           | reviews
        
           | AndyMcConachie wrote:
           | People are getting downvoted for criticizing booking.com.
           | They're a shit company and everyone who works in tech in The
           | Netherlands knows it.
        
             | izacus wrote:
             | What does that have to do with their user facing
             | experience?
             | 
             | Last I heard they're also a company that actually hires
             | juniors there.
        
         | philipwhiuk wrote:
         | Worse is when your booking is confirmed but then cancelled a
         | week before you go, at which point all the prices are much
         | higher
        
           | sabellito wrote:
           | Insane that they allow that. Maybe it's an option the host
           | can set on the listing?
           | 
           | Booking, as far as I know, straight up doesn't allow hosts to
           | cancel. Recently, a host sent me a message begging me to
           | cancel my booking because they really couldn't be there to
           | receive me.
        
             | marcandre wrote:
             | Hosts can cancel, but they are subject to their cancelation
             | penalties (according to the level they've chosen for
             | guests) plus there is an automatic "review" added stating
             | that "This host cancelled a booking X days in advance".
             | Unless X is very big, I run away from those listings.
        
               | sabellito wrote:
               | Interesting, good to know.
        
           | chris1993 wrote:
           | Airbnb hosts are penalised if they cancel - they get
           | downrated - so it's not something that hosts generally want
           | to do. Far better if they can persuade a guest to cancel
        
           | 123pie123 wrote:
           | It was sometime ago (2018), but my host cancelled with 3hours
           | to go
           | 
           | I will never use AirBnB again
        
         | aprilthird2021 wrote:
         | Honestly, ABNB was good till the enshittification became too
         | much. A traditional hotel is almost always better except in a
         | few unique circumstances.
        
       | huevosabio wrote:
       | Mega-tangent: As a host, I feel compelled to rant about Airbnb
       | whenever they come up in a discussion.
       | 
       | The last 2 years they have _really_ moved to squeeze the hosts.
       | The customer service has been demolished and they seem to have
       | taken a stance of "the guest is always right". I've spent
       | countless hours going through their customer service as a super
       | host, so I know I have a decent amount of anecdata.
       | 
       | My suspicion is that they found themselves with more supply than
       | demand, so they are "improving the guest experience" at the
       | expense of the hosts. Since they are a quasi-monopoly (depends on
       | the market) it makes sense for them to prune supply in exchange
       | for better guest experience, a full market approach makes less
       | sense since they make money in proportion to the total amount of
       | money transacted (which as a monopoly it can optimize for in the
       | way a free market can't).
       | 
       | But I think this will blowback sooner or later. The biggest value
       | for an Airbnb guest is the review system that allows you to have
       | some degree of certainty of what you are getting. The biggest
       | value for a host is the massive global audience. But guests and
       | hosts, pay a steep fee (17%!) for this. For well-reviewed, long-
       | living stays (like mine :)), paying 17% is way too much to access
       | this audience: the listing already has an online record that
       | provides that quality assurance for the guest, and the host could
       | spend that money on advertising.
       | 
       | So that's what many of us are doing, moving to PMS + paid
       | advertising / SEO to diversify on distribution channels. I think
       | there's an opportunity for capturing that semi-pro host market
       | and bundling them in a similar offering that 1) doesn't squeeze
       | them, 2) offers a proper PMS software, and 3) charges a flat fee
       | instead of a variable rate.
        
         | barbazoo wrote:
         | > paying 17% is way too much
         | 
         | Have you considered increasing the cleaning fee to recoup some
         | of that money? /s
        
         | jeofken wrote:
         | PMS as in Pantone Matching System or Premenstrual Syndrome?
         | 
         | AirBNB can be equally frustrating for users as well. Recently
         | ended up at night in a new city in northern Japan where the
         | host told me the listing was at a different address, where I
         | found nothing, and got only radio silence from the host. Every
         | hotel room in town was occupied that night. Airbnb support,
         | seemingly in far away India, told me to try contacting the
         | host, and that was that.
         | 
         | Also recently stayed at a place with a dog that shat inside due
         | to the owner not taking them out; due to politeness no one had
         | complained in the reviews.
         | 
         | Also Airbnb lists one price but when booking it always ends up
         | being way more with more fees added.
         | 
         | I'm using hotels.com with a filter for "has kitchen" these
         | days, which was the only reason I used Airbnb in the first
         | place
        
           | appreciatorBus wrote:
           | PMS - Property Management System, aka what actual hotels use
           | to manage room inventory, bookings, etc.
           | 
           | IMO most of the things that people like about AirBnB vs
           | hotels is downstream of the failed experiment of urban
           | planning. If we want hotel operators willing to "spend"
           | floorspace on kitchens and other niceties, then legal
           | floorspace can't be scarce or special, but most of the
           | current planning regime is oriented around enforcing limits
           | on floorspace. Ditto for having options of places to stay
           | that aren't tourist traps or commercial areas.
        
             | ghaff wrote:
             | I suppose hotels can have a few rooms with kitchens but I'm
             | guessing a vanishingly few people care about kitchens when
             | traveling outside of maybe a microwave and a small
             | refrigerator. AirBnB that are larger (e.g. houses) can also
             | be nice for groups but that's more outside of cities than
             | in a city center. Hotels tend to optimize for the 90% case.
             | 
             | Where I'm staying at the moment is a "serviced apartment"
             | and does have a couple burners but that's unusual and I
             | mostly stay here because I like the location in London.
        
               | secabeen wrote:
               | A large fraction of families traveling value the kitchens
               | (leftovers, kid breakfasts, not having to eat restaurant
               | food for every meal, when all the kids want is Kraft
               | Mac&Cheese, etc.) and the common living spaces (kids go
               | to bed early). I _hate_ traveling with my family and
               | being stuck in a hotel room (or two!). When I 'm
               | traveling alone or with just adults, I can be out all day
               | and only use my hotel room for sleeping, but with a
               | diverse set of ages traveling, we often hang out in the
               | living room while someone naps, or my kids will be done
               | with touristing by 3pm and we need somewhere to be until
               | dinnertime.
               | 
               | You see this in vacation destinations like Hawaii and Ski
               | towns; there is a significant fraction of accommodations
               | that are Condos, because you need a place to hang. AirBNB
               | brought that to urban areas by sub-letting apartments,
               | when hotel operators only provided maximally-dense
               | sleeping-focused options; multi-bedroom hotel rooms with
               | living rooms and kitchens largely did not exist in major
               | city centers.
        
               | ghaff wrote:
               | My point was that this is a minority preference in most
               | paces.
        
               | appreciatorBus wrote:
               | If it truly is a minority preference, then we need a way
               | to square that with all the people saying they book
               | AirBnB's instead of hotels because of the kitchens. :)
        
               | toast0 wrote:
               | The people who don't need kitchens and just book hotels
               | don't say anything because their needs are met.
               | 
               | There are also some hotels with kitchens. Usually they
               | have 'Suites' in their name. I stay at one most holiday
               | seasons, we go and visit my folks and want to have a
               | place where my family can cook without taking over my
               | parents' kitchen.
               | 
               | I've stayed places with vrbo, which is pretty similar to
               | airbnb, but older. It's most convenient IMHO if you want
               | more than two bedrooms for a group with shared space, or
               | you're going somewhere without many hotels.
        
               | secabeen wrote:
               | > There are also some hotels with kitchens. Usually they
               | have 'Suites' in their name. I stay at one most holiday
               | seasons, we go and visit my folks and want to have a
               | place where my family can cook without taking over my
               | parents' kitchen.
               | 
               | These are okay, but they still have the antiseptic,
               | overly-clean feeling of a space optimized for
               | housekeeping. They will usually have a small couch or
               | two, and maybe a table for 4. I have never seen one with
               | a full dining room with table for 6; a fully stocked
               | kitchen that includes non-perishable food staples, or any
               | outdoor space. These things are common in AirBNB rentals,
               | often at the same or similar price to nearby hotels.
               | 
               | AirBNB and VRBO absolutely opened a new market of
               | accommodations compared to what was available before.
               | These options may or may not be for the previous
               | commenters, but it's silly to state universally that you
               | can or should stay in a hotel instead. It's like saying
               | "I love to ride my bike", and the reply being "you know
               | you could ride a scooter to your destination, or drive a
               | car."
        
               | ghaff wrote:
               | I don't see anyone arguing that you _shouldn 't_ stay in
               | an Airbnb or Vrbo. But a lot of us with more routine
               | needs just want to plan to be able to checkin at any
               | time, leave our luggage for a late departure, have a
               | fairly predictable experience, etc. for our typical hotel
               | stay.
        
               | appreciatorBus wrote:
               | The argument was never about what anyone individual
               | should or should not do, it was about the idea that the
               | limitations of the hotel format are more driven by urban
               | planning and local politics - striving to keep buildings
               | as small as possible, concentrating all non-house
               | buildings in small slips of land, etc. - than anything
               | inherent to the hotel format. Hotels and Airbnb's are
               | great, but both be better if both were legal on 100% of
               | the land in the city, along with apartment buildings and
               | every other form of housing, and without the arbitrary
               | restrictions on size.
        
               | seany wrote:
               | This is the primary reason I use Airbnb and it's
               | equivalents. My typical traveling party is 4 adults, 3
               | kids, and 1-2 dogs most of those people have a preference
               | to cook rather than eat out. Accommodating that in a
               | hotel is a disaster unless you get an ultra low price of
               | a double suite or something.
        
               | ghaff wrote:
               | That's really the sweet spot for Airbnb (and Vrbo). Very
               | few conventional hotels accommodate large groups well. If
               | you're just trying to save a few bucks as a couple or
               | solo traveler I'm not sure it usually pencils out given
               | other tradeoffs.
        
             | huevosabio wrote:
             | Yes, this is spot on. The more lax the regulations for
             | hotels, the less appealing Airbnb is.
        
               | appreciatorBus wrote:
               | Sure tho TBF I wouldn't use the word lax - it implies
               | there's something dangerous or untoward going on and we
               | are choosing to let it slide. :)
               | 
               | Rather since the rules limiting hotel size, locations,
               | quantity etc have nothing to do with safety and
               | everything to do with class, exclusivity, and
               | segregation, we can jettison them confidently without
               | worrying that we are being too lax about anything
               | important :)
        
           | huevosabio wrote:
           | PMS as property managements software :).
           | 
           | And yes, I use Airbnb as a guest as well, but I gauge the
           | risk of having a bad host into the decision making.
           | 
           | We also get all type of horror stories from guests that had a
           | bad experience and found themselves trying to find a last
           | minute place to stay.
           | 
           | The problem is that the Airbnb app heavily disincentivizes
           | "professionalization". They have a small cartel of PMS
           | providers that can actually hit their API. I can't build my
           | own systems on top of their API, I have to go through a
           | middle man or use the their crappy app.
           | 
           | Their app is so incredibly obtuse that it puzzles me how
           | people shower Airbnb as a "great product design company".
           | It's a beautiful app sure, but incredibly clunky. It's like a
           | call center phone menu made into an art piece.
        
             | hintklb wrote:
             | I never even understood why people even think Airbnb is a
             | tech company.
             | 
             | They basically operate a pretty simple website. Most of
             | their busines is about arbitrating issues when they come.
             | This has nothing to do with tech.
             | 
             | I would bet that United Airlines or American Airlines
             | website handles way more queries than Airbnb.
             | 
             | But for some reason they managed to market themselves as a
             | "design driven" "Tech company".
        
         | mtlynch wrote:
         | > _So that 's what many of us are doing, moving to PMS + paid
         | advertising / SEO_
         | 
         | For those of us not in this space, what does PMS mean?
        
           | lurk2 wrote:
           | > Property Management Systems (PMS) or Hotel Operating System
           | (HOS), under business, terms may be used in real estate,
           | manufacturing, logistics, intellectual property, government,
           | or hospitality accommodation management. They are
           | computerized systems that facilitate the management of
           | properties, personal property, equipment, including
           | maintenance, legalities and personnel all through a single
           | piece of software.
        
           | gsempe wrote:
           | PMS as Property Management System
        
         | 9283409232 wrote:
         | I would love to not use Airbnb as a consumer but there is no
         | real alternative here. I hear a lot of people say that Airbnb
         | is just as expensive as hotels but I just don't see it. I'm
         | looking at traveling and a hotel in the area is $900 to $1200
         | while Airbnbs are $500 to $800.
        
         | carlosjobim wrote:
         | You are yourself in the business of squeezing, so any company
         | that will be willing to deal with you will have the aim to
         | squeeze you.
        
         | gregorymichael wrote:
         | AirBnB and Uber both have a dynamic where the host/driver has
         | often taken out a loan and modified their lifestyle to depend
         | on this income, which makes them the easier party to squeeze.
        
         | bickfordb wrote:
         | I have a smalltime Airbnb and I feel the same. Their only value
         | is in their marketing distribution and they take 30%+. Their
         | hosting tools could be worse but are not particularly great.
         | Usually things work fine, but they have zero / hostile customer
         | service on the host side on the random exceptional occurence.
         | Hopefully more marketplaces show up
        
         | hintklb wrote:
         | Surprised to hear this because I had a very weird experience on
         | my last stay. (and it will always be last as I will never stay
         | at an Airbnb again).
         | 
         | Airbnb sided with the Host for some fabricated damages because
         | the host was mad we told them the place was unclean. They put
         | the burden of proof on us to prove we didn't destroy one of the
         | sinks. Absolutely ridiculous.
         | 
         | We had to fight it for 3+ hours on the phone and message and
         | start a chargeback and only then did support drop the
         | fabricated charge.
         | 
         | And to top all of this, Airbnb deleted our bad review from that
         | place (but left the review of the host).
         | 
         | So, never, absolutely never again. Too bad because I was
         | spending 2k+$ on Airbnb before that incident and only got great
         | reviews from other hosts.
        
       | doctorpangloss wrote:
       | This isn't an LTV model, it's a regression model. Is it even
       | good? Doesn't seem so.
       | 
       | Maybe their folks need to punch "LTV" into Google Scholar.
       | 
       | And also, is it even actionable?
       | 
       | > For example, suppose we run a marketing campaign that provides
       | hosts with tips on how to successfully improve their listings
       | 
       | Right guys. "Marketing-induced incremental LTV" indeed.
        
         | mrweiner wrote:
         | Yeah I thought the same thing. LTV defined as value over the
         | next 365 days...so...not LTV at all?
        
       | cityzen wrote:
       | Stopped reading at, "At Airbnb, we always strive to provide our
       | community with the best experience."
        
       | game_the0ry wrote:
       | I wonder if you could use the same methodology to value potential
       | investments in short term rentals.
        
       | iambateman wrote:
       | Airbnb's original promise was magical, thrilling, interesting -
       | get to stay in unusual places that are full of charm and
       | possibility.
       | 
       | But that promise was broken for me when Commaleta played back the
       | video of her front door camera and counted that we had 10 people
       | walk in her door, not eight. She proceeded to accuse us of
       | throwing a party, when we absolutely did not, and tried to charge
       | us $1000 extra dollars.
       | 
       | At that point, I decided that Airbnb's hosts were too much of a
       | wildcard in most travel situations.
       | 
       | By the way, the story above is from 10 years ago and I will never
       | forget her name for the rest of my life...she turned what
       | should've been a relaxing, beautiful week into a miserable
       | arbitration process. It's hard for ABNB to succeed long term when
       | one experience like that can ruin everything.
        
         | gameshot911 wrote:
         | Were 10 people in fact staying when the listing max was 8?
        
           | iambateman wrote:
           | No, a couple friends who lived in town stopped by for an
           | hour.
        
             | courseofaction wrote:
             | Last month a first time host confabulated $1200 of
             | maintenance charges. Having left the property already, I
             | was in no position to produce evidence that they were fake.
             | Arbitration was hopeless, I canceled my card and won't be
             | using Airbnb again.
        
               | hintklb wrote:
               | Funnily enough I went through something similar 3 weeks
               | ago at an Airbnb in France.
               | 
               | The host retaliated because we had the audacity to tell
               | her that the place was unclean when we checked in. She
               | claimed 2000$ of fabricated damage and as you Airbnb
               | sided with the host initially.
               | 
               | It's only because I lost 3 hours of my time with support
               | and took a thousands of screenshot from our Messages that
               | I got them to drop that charge.
               | 
               | I also issued a Chargeback with my credit card for the
               | dirty place.
               | 
               | But yeah, this is done for me as well. I had 20+ stays
               | but I will never , absolutely never use them again. My
               | time is worth something and this Airbnb destroyed our
               | holiday and took way too much of my time to handle.
        
         | hintklb wrote:
         | had the same experience with a wildcard host that went
         | absolutely full lying during our stay just because we told her
         | that the place was not really clean.
         | 
         | She went full damage on us as a revenge. Trying to charge us
         | 2000$ for fabricated damage. Airbnb Support tried to stand on
         | her side asking us if we "had proof we didn't do it". I was on
         | holiday. I didn't think about taking every single object in
         | high definition picture.
         | 
         | We had to spend 3+ hours on the phone and by message to have
         | Airbnb "drop" that 2000$ charge.
         | 
         | Never again. Not worth the time. Airbnb is great when it goes
         | well. But you have too many bad hosts that ruin it for
         | everyone. And when it goes bad it goes really bad.
        
       | vasco wrote:
       | > A deep dive on the framework that lets us identify the most
       | valuable listings for our guests.
       | 
       | An opening article lie! For our hosts would be much more
       | appropriate. Why does a guest care about how many nights a place
       | is going to sell in the next few months?
       | 
       | This assumes value for guests is how much money the property they
       | stay at makes, when it obviously isn't that.
        
       | hintklb wrote:
       | My advice to everyone is to never book an Airbnb if you value
       | your time and sanity.
       | 
       | After a couple OK stays I had an absolutely horrible experience.
       | The place was super dirty and the shower was clogged. The hosts
       | tried to play nice and made us stay even though they didn't do
       | the cleaning (Our fault I guess but when you are tired and
       | already there you just want to move on and forget about the
       | incident).
       | 
       | After the stay they became dishonest and lied to Support, tried
       | to make us pay more. Support sided with the Host and even deleted
       | our bad review of the place.
       | 
       | And the final nail in the coffin is that by deleting our bad
       | review the host was able to get to Superhost status.
       | 
       | That stay destroyed our holidays. We then had to spend multiple
       | hours on the phone and by message with support to defend
       | ourselves. Ultimately they manage to leave a misleading review
       | for us that we couldn't delete and Airbnb deleted our review of
       | them.
       | 
       | It was already overpriced but once you account for the time lost
       | when something goes wrong there is absolutely no point to book an
       | Airbnb ever again.
       | 
       | Stay with professional in hotels. Your future you will thank you.
        
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