4 min read
I currently work as a data scientist and earn $80k per year. With a little under three years of full-time experience, most companies would classify me as either a junior data scientist or a data scientist.
According to the job site indeed, the average salary in the U.S. for a junior data scientist is $90,923:
And for data scientists, the average salary in the U.S. is $126,613:
If I narrow down my search results to just my home state of Ohio, I see that the average salary for a data scientist is $106,178:
And within Ohio, the average salary fluctuates quite a bit from city to city:
Average salaries for data scientists range from $80,345 in Mentor up to $116,364 in Cleveland:
Yet, none of these cities come close to the national average salary of $126,613 for data scientists.
Does this mean I should move to a bigger city like San Francisco where the average salary for data scientists is over $152k?
To answer this, let’s run some numbers.
Cost of Living: The One Factor That Can Cancel Out a High Salary
The financial site Nerdwallet has a neat Cost of Living Calculator that lets you compare the cost of living between two different cities. If I type in my current city of Cincinnati, OH and compare it with San Francisco, CA based on my salary of $80,000, I find that I would need to earn $160,840 to maintain my same standard of living:
This is because the cost of living is twice as high in San Francisco as it is in Cincinnati. In particular, the housing costs are 326% higher according to Nerdwallet:
The median two-bedroom rent in Cincinnati is $978 while the median two-bedroom rent in San Francisco is $3,917. Likewise, the median home price in Cincy is $290k compared to over $1.2 million for San Francisco:
Along with higher housing costs, it turns out that gas, food, entertainment, and healthcare are all considerably more expensive in San Francisco too:
Comparing Savings Rates
I currently bring home around $60,000 per year after taxes from my day job. I also spend around $24,000 per year. This means I’m able to save around $36,000 per year and my savings rate is about 60%.
Let’s assume that I could move to San Francisco and land a job as a data scientist earning the median salary of $152k. According to the SmartAsset Income Tax Calculator, I would bring home roughly $100,000 after taxes.
Let’s also assume that my annual expenses would double to $48,000 since the cost of living is about twice as high in San Francisco as Cincinnati. This means I would be able to save about $52k per year and my savings rate would be about 52%.
In summary, I can save about $36,000 per year from my current salary in Cincinnati and maintain a savings rate of 60%. If I moved to San Francisco and earned the median salary for a data scientist, I could potentially save $52,000 per year but my savings rate would drop to 52%.
Location Makes a Difference
One potential strategy I could use is move to San Francisco (or a similar tech hub) and increase the amount I’m able to save each year, then simply leave the city and move somewhere cheaper (like Cincinnati) once I decide to quit my 9-5 job. I have met several people in the personal finance community who are currently living in expensive cities simply to earn a high income for a few years before they decide to quit and relocate to a cheaper location.
This idea is appealing to me and I would potentially consider it. It’s important to keep in mind, though, that I’m using a ton of assumptions when I run these numbers. It’s possible that I wouldn’t earn such a high salary in San Francisco.
For example, if I was only able to land a salary of $120k, I would only bring in about $82k after taxes. With annual expenses of $48k, I would only be able to save $34k per year in San Francisco, which is actually less than I’m able to currently save in Cincinnati.
In theory, it sounds like a great idea to move to a tech hub like San Francisco and double my salary, but it’s important to keep in mind that I would only benefit financially if I was able to save as much of that salary as I’m able to save currently in Cincy.
If you’re someone who is considering moving to a different city to earn a more lucrative income, I encourage you to run the numbers first.
It’s certainly possible that you could boost your savings and turbo-charge your path to financial independence with a higher salary in a new city, but keep in mind that the amount you save matters more than the amount you earn. You might actually be able to save more on a lower income in a cheaper city compared to a higher income in an expensive city.
As Dave from Accidental FIRE recently wrote, there doesn’t exist one “correct” path to financial independence. Perhaps moving to a new city and boosting your salary could be the right financial move for you. Perhaps not. No matter what you decide to do, always run the numbers first.
Zach is the author behind Four Pillar Freedom, a blog that teaches you how to build wealth and gain freedom in life.
Zach's favorite free financial tool he's been using since 2015 to manage his net worth is Personal Capital. Each month he uses their free Investment Checkup tool and Retirement Planner to track his investments and ensure that he's on the fast track to financial freedom.
Although the bulk of his net worth is invested in index funds, his favorite place to invest in individual stocks is M1 Finance, a site that allows you to build a custom portfolio of stocks for free.
His favorite way to save money each month on his recurring bills is by using Trim, a free financial app that negotiates lower cable, internet, and phone bills with any provider on your behalf.
His favorite micro-investing app is Acorns, a free financial app that takes just 5 minutes to set up and allows you to invest your spare change in a diversified portfolio.
His favorite place to find new personal finance articles to read is Collecting Wisdom, a site that collects the best personal finance articles floating around the web on a daily basis.
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