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

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

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

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

" Creating things that people want to tie into their identity is the best way to make them spread. "

" 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. "

" 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. "

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

" My job is to analyze our data set to understand it and build products on it. I look at raw data, do the math to clean it up, and build systems to make it easy to understand. "

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

" 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. "

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

" 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 lot of people seem to think that data science is just a process of adding up a bunch of data and looking at the results, but that's actually not at all what the process is. "

" 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. "

" 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. "

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

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

" 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 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. "

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

" 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. "

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

" 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. "

" 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. "

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

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

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

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

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

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