[_qbxp]

I had a much different experience applying for jobs as a data scientist in Atlanta - of the companies I got offers for, the base salaries + total comp were similar to what glassdoor reported for data scientists in silicon valley, albeit just a hair lower. According to the various online cost-of-living calculators, I'd have to be making about $200k in the Bay Area to be living the same lifestyle.

Though looking at glassdoor data for Atlanta, it does look like data scientists have an average that's almost $34k lower than san francisco. So maybe I just got lucky.

[chronic8k]

> I got two guys with Master degrees for $20k less than what you wanted.") but not so good for employees on the upper end of the pay scale.

MIT grad, data scientist here. Again, if you are not a top data scientist, it will work fine for you. I routinely get offered $300K/year as a recent PhD grad in the Bay area. I would not get anywhere near proportional compensation in Atlanta or even Seattle.

[wakkaflokka]

That's some incredible money, congrats!

I'm not going to pretend this is scientific in any way, but using online COL calculators (http://money.cnn.com/calculator/pf/cost-of-living/index.html), $300k in San Francisco is supposedly (taken with many grains of salt) equivalent to $172k in Atlanta, which you could surely land?

[ffumarola]

Those calculators are ridiculous because they assume you spend your entire income. The cost of living adjustment only applies to what you spend when evaluating which salary:city combination is ideal for you.

[madcaptenor]

Those calculators are ridiculous because they assume you spend your entire income.

For most Americans that's pretty close to being correct - the average savings rate is around 6%. (https://www.fool.com/investing/2016/10/03/heres-the-average-...)

[lsc]

You don't think that varies a lot by income? My impression is that savings as a percentage go up dramatically with income. I don't think I know anyone working in the industry that considers it reasonable to not max out their 401k, and who doesn't save substantially on top of that.

This would be quite difficult for someone on an average salary with kids, or sometime who works in an industry where keeping up appearances is important.

[madcaptenor]

OK, savings rate does vary by income, according to the Fed: https://www.federalreserve.gov/econresdata/2016-economic-wel... . They only break things out into three income brackets (0-40K, 40K-100K, 100K+) - but even in the 100K+ bracket the median savings rate is somewhere between 6 and 10%, which isn't quite "max out the 401k" level. It looks like the data is available (https://www.federalreserve.gov/consumerscommunities/shed_dat...). The survey asks about level of education, what field that education was in, and number of children, so something like what you're asking about is actually checkable.

[ffumarola]

That's mostly a choice for high income earners, and much of that discretionary spend costs similar amounts no matter where you live.

Vacation costs, Amazon splurges, etc, don't change between Akron and SF.

[Consultant32452]

The thing that's impossible to make up in these COLA calculations is retirement savings. Putting away 10% of $300k is very different than 10% of $172k. And you don't have to retire where you work.

[sjg007]

What is that like as VP of data science?