4 ms·
Initially I was in the camp of reluctant to associate myself with "data science" because it might be just a passing fad. It still might be, but for now I have s
by mswen 11y ago
Initially I was in the camp of reluctant to associate myself with "data science" because it might be just a passing fad. It still might be, but for now I have started using that label.
I started in industry as "an applied or pragmatic statistician" that is someone trained in social science research with a strong quantitative methodology bias. As I went along I added focus group moderation, in-depth interviewing, competitive analysis, ROI analysis and strategy consulting... so I stared calling what I do "Research-based Consulting."
But that label doesn't seem to quite capture building taxonomies and text indexing systems or doing latent semantic analysis. Nor does that "Research-based Consulting" capture teaching myself web development in order to create data-focused web applications. And, what about all the database work that I do in operational systems? Or, how do I fit in things like managing and validating data collection and aggregation systems that track prices for ~10K sku's across multiple retail websites, combine them in a weighted algorithm that reflects my client's business priorities and drives thousands of automated transactions every day?
So even though I came from a background with a lot of grad level statistical training and even at one point somewhat identified as a statistician it feels like current definitions of "data scientist" captures more of what I actually do. So I have come to be at peace with the term.
I totally agree with the points in the article about a mult-disciplinary team. I would love to recruit people who are better than me at each sub-discipline and figure out how to help them work together.
- dworin 11y agoA large number of my clients have been research companies and consulting firms, and one thing I've seen is that 'research based consulting' is a phrase that research companies frequently use to sell themselves as more than researchers, but that is completely unimportant to clients. On the client side, it's assumed that most consultants will use research in some form or another.
- mswen 11y agoIt seems that there is a class of consultants that are essentially gurus. Their advice doesn't come out of fresh primary research on the client situation and current market dynamics. Instead they speak from ongoing expertise and keeping their finger on the pulse of a particular market. I know that I used "Research-based Consulting" phrase sometimes to set apart my methodology - that is the client is paying for fresh research customized to their unique situation with a consultative type interpretation and advice to tie it all together at the end. But as I was saying even that phrase doesn't really capture stuff like text analysis, web scraping, web development and operations analysis - some of these are very much development and systems oriented. Data science isn't a perfect label but it seems to be currently defined in a way that fits pretty well with the mix of things that I do - so I am willing to use it.