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

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" My Grinnell education didn't prepare me directly for the work that I'm doing, but it did give me the tools that I needed to focus my curiosity. "

" 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. "

" 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. "

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

" 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. "

" 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. "

" 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. "

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

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

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

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

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

" 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. "

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

" 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. "

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

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

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

" 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. "

" 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. "

" 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. "

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

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

" 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. "

" 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. "

" 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. "

" I'm a huge fan of the liberal arts approach of teaching you to think, analyze, and communicate, then sending you out into the world to cause trouble. "

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