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Why companies can't hire Data Scientists?

Why companies can’t hire Data Scientists?
There are about 2,500 Data Scientists in Boston. Indeed.com displays 1,643 job listings for Data Scientists in Boston. That means that there are around 1.5 Data Scientist jobs per candidate. But not all Data Scientists in Boston are looking to switch jobs. According to data analyzed by my company, Talenya, only 227 of the 2,500 are likely to be open to new opportunities. That’s more than 7 jobs per candidate! This is what the “the war for talent” looks like and it gets worse.
Assuming you’re a small, growing company looking to hire Data Scientists in Boston, you will be competing for talent against giants like Amazon (123 openings), Pfizer (42 openings) and Biogen (35 openings).
While the small companies are willing to pay around $120,000 for a Data Scientist with a few years of experience, the big guys are willing to pay $160,000 - $230,000.  If you’re a Data Scientist, which job are you going to take?
What can the small companies do to attract…