June 28, 2011
Recommendation Engines: 5 Lessons from Pandora, StumbleUpon and YouTube

I went to SXSW this year but happened to miss a really cool panel on Recommendation Engines. Luckily, it was recorded here. I figure that most of you have companies that allow for an endless number of combinations, so I think that some of the lessons from this panel might be interesting to you, too.

What I had in mind when I took notes from the recording is that MyCereal.com, before it shut down, didn’t ask consumers to pick the different ingredients for their cereal, but rather asked them questions such as “Do you like nuts?” or “Do you want to lose weight”, and then gave the users recommendations based on that. This is a new twist on the idea of a configurator: Rather than letting the consumer really design their own, you create a product for them that they can then alter. That is also one of the reasons why NikeiD is so successful: People start customizing when they find something in the standard catalog that they kind of like - with NikeiD they can make it truly perfect.

So, here are the lessons from the panel:

LESSON ONE: Make it simple

Pandora realized that the radio is an inherently simple experience: You press a button, and you get music. They had a lot of ideas for features and more control for the user over time, but found that it was important to keep the experience simple and accessible to all users. I think that translates into customization - don’t ask your consumers to do too much “work” before giving them anything (or at least try to make it really seamless and fun!)

LESSON TWO: Offer both broad and close matches

Not everyone knows yet what exactly they want. YouTube found that most of the searches on the site are broad, and so in their recommendations on what to “watch next”, they both give close matches to the content of the video as well as broad matches to the overall thematic cluster or the type of video. So as I’m thinking of cereal recommendations, I imagine a cereal that exactly matches your preferences, as well as one that has maybe been created by a nutritionist, that’s very delicious but maybe doesn’t have all the ingredients you indicated beforehand.

LESSON THREE: Provide users context why you recommend what

You could have a black box (as in: a complicated algorithm) that spits out recommendations that you want your users to eat without asking questions. Both Pandora and StumbleUpon however recommend to keep it comprehensible to the user why you recommend what - not only because users like that more, but also because they found it easier to innovate and keep making it better by keeping it traceable. All of the companies found a way to measure how successful their recommendations were.

LESSON FOUR: Make it social, but not too social

Social recommendations are for example when you connect to Facebook, and now the cereal mix that you see has been liked by a friend. Or the cereals mixed by friends just rank higher on the list of recommendations that the user gets. This is a great marketing tool: Not only does it build trust in the product (it’s easy to show data that people are more likely to click on something they friends “liked”), it’s also a starting point for a conversation with a friend, enforcing the connection to the brand or product. Also, in a weird way, influencers are turned on by the fact that no one has liked something yet - they feel that they discovered something valuable that they can share with their friends.

At the same time, the panelists stressed the importance of serendipity, and they suggested not getting all recommendations from a social graph - because then users won’t get the “really wacky things” as often.

LESSON FIVE: Tom Conrad is funny and insightful

Tom Conrad, the CTO of Pandora, is hilarious. He’s also extremely insightful, and one of the thought leaders in personalization. Follow him at @tconrad on Twitter and go to a panel if he’s talking - I first met him at the Mass Customization Conference at MIT in 2010, where he was a fellow presenter.

Want to get started?

All the panelist companies are building their own native recommendation engines, but if you want to plug into an existing taste graph, they recommend Hunch

February 16, 2011
I realize there’s been a lot of confusion about terms like “mass customization” vs. “co-creation”, “open innovation”, even “crowdsourcing”. Not only has there been some expansion of boundaries of these terms beyond what I would think is useful, but also are definitions subjective, and different people mean different things when they use these terms. I’ve decided to give you my definitions in a few upcoming blog posts, starting with Mass Customization. 
Other definitions:
Co-Creation
Create Your Own and Design Your Own

I realize there’s been a lot of confusion about terms like “mass customization” vs. “co-creation”, “open innovation”, even “crowdsourcing”. Not only has there been some expansion of boundaries of these terms beyond what I would think is useful, but also are definitions subjective, and different people mean different things when they use these terms. I’ve decided to give you my definitions in a few upcoming blog posts, starting with Mass Customization

Other definitions:

Co-Creation

Create Your Own and Design Your Own

August 16, 2010
Egoo, the Online Magazine on Customization Launches in the US

Note: I’m a writer for this magazine, so clearly I’m very biased: It’s awesome!

If you’re interested in customization, personalization and design-your-own products (and why would you be here if otherwise?) you should go and checkout egoo-journal.com.

The magazine has articles on the recent news in the mass customization world, as well as a very valuable shop directory, listening all the known design-your-own websites. 

Subscribe so as not to miss any news in the customization world! You can also follow @egoo_us on twitter and find egoo on Facebook. See you!


June 20, 2010
Customization of Drinks - Heineken, Malibu Rum and Starbucks

Lately, three big companies have embraced mass customization in the same category: beverages. I find that a big coincidence and thought I’d portray them here:

1) MALIBU RUM - Malibu by U

The video says it all - you can create your own bottle design on the site. Only downside - you can’t actually order anything, it’s all virtual. It’s a campaign to market a new bottle of theirs that has a surface that you can draw on in real life. Still, really fun concept. (sorry about the formatting here, but “content trumps pretty”)

2) HEINEKEN IRELAND - Your Heineken

I made this bottle by choosing first a base design (color, style), and then I was able to personalize it with images and text (that’s my Dad - it’s Father’s Day after all). The cool thing here is that you can actually buy these bottles! Downside is - it’s only in Ireland. Which is surprising, since I’ve seen very little demand for customization and personalization come from the islands (GB and Ireland). 

When you click on the link, make sure to find the Heineken Ireland site (a little hidden).

3) STARBUCKS - FRAPPUCCINO

Very famous already, Starbucks lets you play on their website with a create-your-own Frappuccino tool. Like Heineken, you design your own Frappuccino online, and then go to the real world (read: Starbucks around the corner) to recreate what you “planned” online. I say - better than nothing, and they’ve done a great job at creating a fun interface and posting “create your own” all over it.

THE SO WHAT

Left to ask - where are these coming from? Why now, and why in the beverage industry? My two cents are that the beverage world essentially just learned from the food world, in-store customization and create-your-own is already very common in even a Burger King. I wouldn’t be surprised if Heineken was inspired by German startups like BeerStickr that allow you to personalize stickers for (generic) beer bottles. I believe that Starbucks just picked something they’ve always been doing - creating custom drinks right there and then - as something to talk about in a new marketing campaign.

What I really think all this means is that the trend mass customization is ringing in the ears of marketing executives at big, yet creative companies. Is it ringing in your ears yet?

May 11, 2010
Co-Creation Advertising Campaign… For Men

This weekend, I was peeking over my boyfriend’s shoulder who was carefully devouring every word on the mlb.com website, and “create your own” caught my eye. It was an advertisement for a Gatorade promotion that lets you create your own Mike & Mike Broadcast. Now blimey, I have now idea who these guys are, but it looks kinda cool:

You enter your name and select your sport and then they talk about “this kid” being signed by Gatorade Pro. The name is never pronounced but posted on posters and into the headline.

(couldn’t resist making the name Mass Customization hehe)

Fun, personalized experience, HOWEVER - does this stuff jive with men? I’m not so sure. Also, they missed out on all the viral stuff - all I could find was “share on facebook”, no URL to paste this into twitter, no way to make this a present for someone, … huge missed opportunity.


Finally, this isn’t anything new. Anita Windisman has blogged about several examples, here’s one where Santa speaks to you.

Still, interesting to see, and I’m really intrigued if men dig this.

April 22, 2010
Pete Cashmore's Take on the Facebook Thing and Personalization

Ironically, not with a like button. But a recommend button (where the heck did that one come from?)

April 22, 2010
Facebook Taking Over the World? Be My Guest.

Call me a naive young one, but I like what Facebook is doing! As mentioned a day prior to F8 (totally coincidence, I didn’t even know about it) I wrote about how I want my whole online experience personalized. I wasn’t kidding. Facebook’s new open graph and like-button-spreading is just simplifying what I was doing already. I was already trying to find my friends on yelp, just that I had to actually search for them - takes way too long. Now it does the connection for me. The next step is to know what I like to eat and what my favorite food is and to hence make better recommendations on where to go tonight.I want the web to know me and cater to me like a concierge in a fancy hotel, who already knows that I want sparkling water not still water and like to sleep in white sheets, not … you get it (I don’t actually stay in fancy hotels, just like the metaphor). I want a much better experience because Pandora knows what kind of music I like, so they don’t only give me tracks that match the one I named, but in general tracks that I like. Everywhere. Take down the silos between websites, this is a WEB.

You and your privacy concerns

I get it, I grew up in the country with the strictest data protection laws on this planet. But you know what? That’s fine. Not everyone wants to put themselves out there, and that’s what those neat boxes are for that you can check or uncheck. Granted, FB is doing a lousy, lousy job telling you that there’s new boxes you might want to uncheck. Go right now and look at your Privacy Settings > What your friends can share about you > And keep me from posting your relationship status on some random website. Apart from that I’m happy with the options FB provides me, and I’m sure services will arise that give you anonymity when surfing.

Being myself online just as I am offline

I like to be myself online. In fact, whatever I do online (like writing this), I can reflect on for a minute longer. I might in fact be able to create the persona I want to be perceived as online. And yes, I have different roles in my life - that’s why there’s lists and groups. In fact, the personalization that Facebook enables makes it even easier to be unique and not to conform with everyone (e.g. read boring headlines first before getting to the ones that you really care about, just because the majority needs to know the boring stuff). It makes me have a richer time online.

Facebook’s Power. Is Facebook evil?

Facebook has immense power over me. If they were to take Facebook away from me now, I’d pay a lot to keep it. Keep not “it” but my friends all over the world, their contact info, shared memories, jokes, the persona I created by carefully by untagging me in every picture I didn’t like ;) The fact that Facebook might become the aggregator of all my personal info (to personalize the web for me) almost suggests itself (well, maybe in cooperation with Hunch). Facebook is powerful, but as long as they keep those boxes that I can uncheck if I so choose, I’m not afraid. This whole discussion reminds me of Gary Vaynerchuk’s reminder that people are inherently good. Facebook is a company with people in it, and enough of us are watching. The only thing that scares me a little though is that Facebook is creating immense value for me. In 2-3 use, the fact that I’m getting only personalized info online might save me a few hours everyday. If they start asking for just some of that value, I’ll be owing them a lot of money ;)

What do you think? Do you “like” the changes? Hate them?

April 19, 2010
An Utopia: Personalized Internet Everything

Apr 19, 2013

Today I watched a movie - it was fantastic. Netflix just knows what kind of stuff I like to see, especially since they started collaborating with YouTube, Vimeo and Hulu. They know when I fast forward, they know what I watch twice, and all that data feeds into Netflix. Netflix knows I like amazing cinematography and they “borrowed” the idea from that site, whose name I don’t remember, where you could choose your music by picking a color (something like http://musicovery.com/, but that’s not who invented it).

So whenever I turn Netflix on, it asks me “How are you” and from there I can be sure that the three movies it suggests are those I like. It doesn’t take more than three, because I like all of them. At the same time, it feeds the data back if the movie industry just hasn’t made enough movies with great colors or surprising plots, and so they know what’s in demand.

Netflix isn’t the only company that recommends stuff. In fact, everything and everyone is collaboration (like, you know, and interNET), and they know me, if I let them. It all began with Hunch…

I’m on something like 15,793 questions answered with Hunch now. I answered most of those between 2010 and last year, because last year I gave Google permission to use StumbleUpon Data as well as my time spent on sites to analyze what I like and how I am, leveraging the data on Hunch of users like me. Of course Twitter and Facebook data is picked up on it as well, and via Foursquare it also knows what I like in the offline world. Sometimes I still like to answer some questions, it’s entertaining.

Recently, I bought a new trash can. Obviously, trash cans isn’t something I buy a lot, so there’s not much data on me and my trash can buying behavior. But Hunch knows my style, and Google knows I like to buy from sites that look great, unless I can get the same trash can cheaper elsewhere. Thus my Hunchoogle results are dramatically different than those from, say, 2010. I get max 5 results, and I know that I like ‘em. The internet has just become amazingly more simple. When I order on chocri, I only see the toppings that they know I like.

Sometimes I go anonymous on the internet. It’s fun to see what other people like. But there’s so much clutter!

I like new ideas for businesses, and my internet recommendation geniuses have totally picked up on that. Genius - good keyword. iTunes’ Genius is much more than music nowadays (especially after they bought Instinctiv and signed a partnership aggrement with Pandora)… whenever I like something, it conspires with Hunch and StumbleUpon (what do other users like me like) and Google (my past behavior), and analyzes what it probably is that I like about it. Then it analyzes everything (say, websites, books, music, video, product, you name it) to bring up other stuff I probably like. Say I want to go out to eat-  thanks to Foursquare, it knows what I like, thanks to Foodspotting, it knows what to eat. So every time around lunch and dinner time, I get an email with a suggestion either what to make out of the groceries I bought recently (of course the store feeds that info into it), or where to go out to eat. No more yelping needed.

Privacy was everyone’s concern - for about four weeks. If I didn’t want it, I’d just turn it off! And my friends are now in something like ‘castes’ depending on how much I trust them and what I want them to know/ give them access to (think Facebook lists from way back). A positive side effect is that hardly anyone lies anymore- just so tough to keep up with that lie throughout all your systems!

The only thing I haven’t gotten used to is that it’s hard nowadays to meet someone who’s not just like me. Facebook keeps bringing people up who are, well, awesome, but exactly like me! I have to try hard (-> I have to go offline!) to meet someone who disagrees with me and doesn’t have the same trash can as me. Which, come to think of it, there haven’t been many new trash cans developed lately - where did innovation go?

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