Clarify
Before we start I want to ask some clarifying questions
What are Airbnb Experiences?
To make sure we are on the same page, my understanding of Airbnb experiences is that it’s a way for Airbnb customers to experience different activities based on a location they are traveling to. For example, if you are vacationing in Hawaii you can get surfing lessons, do a walking tour, or see an artistic performance. People tend to book these experiences when they are traveling. It’s also not a requirement book a rental with AirBnb in order to book an experience.
When a customer books an experience, the person running the experience (Experience Creator) gets a cut of the profits and AirBNB also gets a share. These experiences can be booked through the mobile app or the website.
Who do we want to target as a user group?
Let’s assume everyone
What is the stage of the product?
Let’s assume the product has been out for several years now (present time)
Do we want to target any specific geographical location?
For sake of example, let’s assume it’s only in the USA.
Now that I know a bit more about what AirBnB experiences entail, I want to talk a little bit about the stake holders.
AirBnB is very much a two sided market place, where the demand is the customer looking for an experience and the supply is the experience creator who creates and host the experience.
Customer: This is someone that is traveling and wants to a book and try a local experience at their destination.
Experience creator: This is someone who creates and host a local experience.
Now I want to set a quick high level goal that will help me dig into the correct metric.
Goal of Airbnb experiences: Offer local experience to customers so they may better enjoy their travel destination.
Great, now that I have a better understand of what Airbnb Experiences are, the stakeholders/user, and we have a goal. I would like to go through the following:
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Write out the customer journey for each user type (Customer and the Experience Creator)
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Map some relevant metrics to each user type
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Evaluate the trade-offs between each metric I listed to see which one best aligns with our goal
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Summarize my solution
List customer journey and relevent metrics
Customer
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[New User] Sees an ad for an AirBnb experience, clicks on ad
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[New User] Create an account
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[New User] Books an AirBnB experience
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[Existing user] Goes on Airbnb to book a place to rent
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Or user books an activity first, then attempt to rent out a place
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Or gets an email about an Airbnb Experiences, clicks on the email
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Does a search for Airbnb Experiences at his travel destination
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Looks through activities in their search results
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Selects an activity and books
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Decided not to book an activity
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If user booked an activity, they will fly/drive to their destination and go through the activity
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Afterwards leave a review
- Books an another experience down the line
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Refers an experience to a friend
AARM – Awareness, Acquisition, Activation, Retention, Monetization, Referal
Awareness
# of ad impresses (for new users)
# of existing users who view experience email (existing users)
Acquisition
# of users who land on the experience page
# of users who did a first time search for experience
Activation
# of users who made an account on Airbnb
# of users who booked booked an experience for the first time
Retention
# of searches for experiences (w/w)
# of users who booked an experience (w/w)
# of users who come back and book a second experience
Monetization
Revenue generated through experiences
Average cost of an experience
Average amount of revenue per user who booked at least one experience
Referral
# of referral/recommendation
% of users that recommend an experience
% of users who book a rental -> experience
% of users who book an experience -> rental
Experience Creator
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Previous users that have their property of for rent get an email about experiences
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They click on the email to get more information
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Experience creator comes up with an idea, submits it to Airbnb for approval
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If accept, I assume that the creators must go through an onboarding process to get their experience listed
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Once onboarding is complete, experience creator marks their experience as “Live” and sets availability date on AirBnB
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Customer book a slot
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Customers show up to experience and experience creator guides them through it
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Experience is finished, Experience Creator gets left a review
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Experience creator leaves a review for the customer (not sure if this is possible or not)
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Expereince creator gets paid (Airbnb also cutes a cut)
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Creator contineus to host experience
AARM – Awareness, Acquisition, Activation, Retention, Monetization, Referal
Awareness
# number of renters who click on experience email
Aquistion
# of people who submitted an idea
Activiation
# of people who list an experience
Retention/Engagement
# number of experiences offered
# number of experience booked (w/w)
% of experiences creators that drop out
Fill-rate of an experiences creators availbitily.
Average review left for an experience
Monitization
Amount of money paid to experience creators
Average amoutn of money earned per month per creator
Referall
(Covered in Customer)
Airbnb (Company)
Monetization
$ of money earned from experiences (Month/Month)
Average amount of $ earned from each creator (Month/Month)
Evaluate trade offs
In order to evaluate and narrow down our metrics, I would like to revisit the goal I selected above
Goal of Airbnb experiences: Offer local experience to customers so they may better enjoy their travel destination.
So now we need a metric that let’s us know that users are booking experience and that they are also having a good time.
Thus I would select the following North Star Metric:
Number of experiences booked where the customer left a positive review (4 stars or more) vs experiences with less then steller reviews (3 or less stars) as both an absolute number and a percentage.
This gives us a good sense of how many users are booking experience and are having a positive experience compare to lack luster experiences.
As secondary metrics I would look at the following:
1. The fill rate of experiences. We want to make sure that there enough on the supplpy side to make sure travelers have something to book.
2. % of customer base who book an experience – Gain insights as to how popular experience relative to AirBnb’s main offering (rentals)
3. Revenue generated from experience – Good indications of well expereinces are doing for the business perspective
Summarize
I took a look at Airbnb Experiences to see what would be a good success metric. Being that it’s a two sided market with customers and experiences creators, we went through both their user journeys to get a since of what relevant metrics I could come up with. After listing the metrics and referring back to the goal, I came up with the following north start metric:
Number of experiences booked where the customer left a positive review (4 stars or more) vs experiences with less then steller reviews (3 or less stars) as both an absolute number and a percentage.
This will help us track the total number of booked experiences and also breakdown the quality.