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" It turns out it's important to build a product and not just a bunch of data models. "

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" Cool innovation might happen in startups, but they often lack the resources or the deep expertise in the problems they want to address. "

" I don't actually, as a general policy, block any sort of cookies. I keep them all turned on, and that's because I'm willing to make the tradeoff that I let companies gather this information about me in return for a better experience. "

" A good scientist can understand the current state of a field, pick interesting questions where a success will actually lead to useful new knowledge, and push that field further through their work. "

" Everyone likes taking their own photos and seeing themselves reflected back. "

" Data science is the combination of analytics and the development of new algorithms. "

" After graduate school, I joined Johnson & Wales University in Rhode Island as an assistant professor, but I continued to program in addition to teaching and working on research. I built a program that crawled job boards to determine which skills employers value, which helped Johnson & Wales explore ways to improve its curriculum. "

" I joined bit.ly as chief scientist in October of 2009. The company is a URL-shortener and content-sharing platform; we provide tools for people to share and track links on the Internet. "

" You really need to have a lot of empathy for the work you're doing and the people who you're ultimately trying to help, whether that's a business colleague, a boss, or, ultimately, the user of the software you're building. "

" I'm very lucky to work at bitly, with a data set that allows us to explore human social behavior at the scale of human social behavior. "

" Nobody really cares about short links, but people do care about saving and sharing content. "

" Data science requires having that cultural space to experiment and work on things that might fail. "

" As your competitors learn more, you'll need to learn, too. "

" I'm really curious about people - what their desires and interests are - and bit.ly's data tell me that. It gives me an unprecedented window into human communication and behavior. "

" I wish I'd known more about how to build a startup when I was younger. "

" The core advantage of data is that it tells you something about the world that you didn't know before. "

" Companies that rely on licensing a proprietary dataset should expect to be outpaced by competitors using modern data collection techniques and more frequent updates and greater accuracy. "

" Technology is giving companies superpowers to compete more intelligently and capture the data behind changing trends, expanding markets, and new opportunities. "

" In some ways, chocolate chip cookie recipes are my favorite algorithms. You put a bunch of bad-for-you stuff in a bowl and get a delicious result. "

" It's a huge competitive advantage to see in real time what's happening with your data. "

" I think we need more ambition about using our data to make our lives better. "

" In tech entrepreneurship, even a lot of hack events tend to be overly commercial in that they're designed to produce companies. "

Entrepreneurship

" Even smaller companies are putting resources behind their analytics teams in the same way they put resources behind engineering and product teams. There are some great tools out there that allow even tiny businesses to use data effectively. "

" People share things that make them look good. "

" If you find something obscure fascinating, learn as much about it as you can, because there's a good chance it won't be obscure for long. "

" I think of 'data science' as a flag that was planted at the intersection of several different disciplines that have not always existed in the same place. Statistics, computer science, domain expertise, and what I usually call 'hacking,' though I don't mean the 'evil' kind of hacking. "

" The job of the data scientist is to ask the right questions. "

" I decided that since I was trying to teach 'style' of thinking in science and engineering, and 'style' is an art, I should therefore copy the methods of teaching used for the other arts - once the fundamentals have been learned. "

" Teaching someone to program is like giving them a superpower. "

" I hope that, in the future, data is used to empower people and not just for marketing purposes. "

" When you start at Bitly, you go through this emotional cycle, where first you go, 'Oh my God, this data is amazing.' But then you start looking at it, and you conclude that humanity is completely doomed. Because what people read is cats and Bieber and celebrity gossip and that stuff. "