What troubles me most about the title "Data Scientist" is that it really means "Statistician" or "Statistical Analyst". There are so many interesting things you can do with lots of data, stats is but one of them. What do we call people who are good at some of the other disciplines?<p>I've spent bits of my career working with fairly large data sets at one time or another, and providing discovery, insight and analytic tools into that data, but very little of it seems to have anything remotely to do with what the job descriptions for "Data Scientist" are asking for.<p>Consider this, building a very large graph of the internet, then using various models on that graph to find unique and actionable insights: such as finding routing bottlenecks for a video delivery service, involves lots of data, lots of scientific like exploration, yet isn't a "data scientist" job by the job reqs.<p>How about this, building a text parser that can finely categorize and make recommendations for a research organization based on millions of grant proposals, all categorized into various "mission silos" that research organization is built around. Not a "data scientist" job.<p>Analyze multi-lingual news stories to build a real-time alert system for conflict analysts. Not a "data scientist" job.<p>Building a tool that can scan multi-spectral aerial imagery and automatically extrapolate man-made structures from natural, catalog all of the different vehicle makes and models, and generate a predictive model of commuting patterns, or make recommendations for housing development based on perceived socio-economic conditions? Not a data-scientist job.<p>Collecting information on who propositions who from a dating web site, normalizing the data for population and writing a report on the findings? <i>That's</i> a "data scientist's" job.<p>It's not that that kind of work isn't valuable, only that there are so many other kinds of things that involve what might intuitively be called "data science" that calling just the one discipline "data science" is doing a disservice to what should be an amazing discipline -- part Computer Scientist, Part Analyst.