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" Don't be afraid to push your company in the direction you think is right - you'll either be fired or promoted, and either outcome will end up just fine. "

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" 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. "

" Deep learning allows you to create predictive models at a level of quality and sophistication that was previously out of reach. And so deep learning also enhances the product function of data science because it can generate new product opportunities. "

" It's really fun and challenging to build things that have never been built before. "

" To gain the competitive edge, companies must master the ability to innovate. "

" The sender and subject line are actually the most important parts of an e-mail because people tend to put more important information in the subject. "

" It's easy to find people who can make pretty pictures, and it's easy to find people who can do math. But it's difficult to find people who can do both. "

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

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

" I believe there are a lot of inefficiencies in the way technical innovation happens. "

" Value experiences by how much you're learning, and if you're aren't learning, move on. "

" 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. "

" 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. "

" 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. "

" 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. "

" Don't take advice you see on the Internet too seriously! "

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

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

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

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

Entrepreneurship

" It's rare that you can solve a technology problem with more technology. "

" 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. "

" 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. "

" 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 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. "

" Science is the practice of failing repeatedly but learning as you go. "

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

" I think e-mail should be sorted by importance, not by time. "

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

" I grew up as a computer scientist, and I've always been fascinated by algorithms. "

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