In the race to land Amazon.com's second headquarters and its 50,000 jobs, experts say that writing a big subsidy check to the company probably won't tip the scales.
Instead, what curries favor with Amazon and other tech firms are long-term commitments to education, innovation and livability. These steps come with an added bonus: They are likely to benefit their communities regardless of whether Amazon or another tech giant makes its home there.
(Jeff Bezos, founder and CEO of Amazon, owns The Washington Post.)
All 20 finalists for HQ2, as Amazon calls it, have a common interest in university research, science education and accessible neighborhoods.
“These are not the most incentive-aggressive places in the country," said Joseph Parilla, a Brookings Institution fellow. "They are the places that have the best public and private assets in addition to education and innovation.”

Some of the finalists are rated as one because they are in the same region. Easily comparable data is not available for the sole Canadian finalist.
Seattle
BOS
Toronto
NY
PIT
CHI
PHI
IND
DEN
COL
LA
RAL
DC
NAS
ATL
DAL
AUS
MIA

Some of the finalists are rated as one because they are in the same region. Easily comparable data is not available for the sole Canadian finalist.
Seattle
BOS
Boston
NY
New York City
Newark
Toronto
PIT
Pittsburgh
CHI Chicago
DEN
Denver
PHI
Philadelphia
IND Indianapolis
COL Columbus
RAL
Raleigh
DC
Washington, D.C.
Montgomery Co.
Northern Va.
LA
Los Angeles
NAS Nashville
ATL
Atlanta
DAL
Dallas
AUS
Austin
MIA
Miami

Easily comparable data is not available for the sole Canadian finalist.
Seattle
BOS
Boston
NY
New York City
Newark
Toronto
CHI
Chicago
PIT
Pittsburgh
PHI
Philadelphia
IND
Indianapolis
DEN
Denver
COL
Columbus
DC
Washington, D.C.
Montgomery Co.
Northern Va.
RAL
Raleigh
LA
Los Angeles
NAS
Nashville
ATL
Atlanta
DAL
Dallas
Some of the finalists are rated as one because they are in the same region.
AUS
Austin
MIA
Miami
To see which of these metropolitan areas are building truly competitive tech economies, The Washington Post compiled an index of the places competing for Amazon.com based on metrics from Brookings and other analysts.
What we found is that all of them fare better than most other cities in the country, but fall well short of Silicon Valley jurisdictions — a sign of how far Northern California has distanced itself from the rest of the country in such measures as producing computer science degrees and securing patents.

Three best cities for tech economies: Austin, Boston and Raleigh.
Parilla says the cities that fare best on these metrics will probably add tech jobs long into the future regardless of Amazon's decision. Even the cities near the bottom of the index are already outperforming the rest of the country and are likely to enjoy future growth because of it.

Three worst cities for tech economies: Columbus, Ohio, Philadelphia and Miami.
“Sustained investment and collaboration across the public, private, educational and civic sectors — that’s the really hard work, and it can’t be done in a six-month application cycle when a company drops a potential investment at your feet," Parilla said. "It has to be built up over decades. You can actually make the types of investments in innovation and collaboration that will benefit your community — and by the way they are things that Amazon and other companies like, too.”
How does your city stack up as a tech economy?
Select a city to see how it compares on nine key metrics:
You selected , which is highlighted in the next charts.
People who innovate in
More than any other indicator, what distinguishes cities on Amazon’s final list from other areas is a deep pool of talented workers. Software development engineers, in particular, are at a premium in the American workforce, and other than Seattle and Silicon Valley, America's best cities at attracting or producing them are all on Amazon’s list.
Percent of workers in advanced industries
It isn’t just programmers that tech firms need, but accountants, architects, managers and consultants. This metric from 2015 measures jobs in these high-value, high-paying industries, mostly accessible to workers with four-year degrees. In the District, that means government contractors. In Raleigh, it means academic researchers.
Worst
6%
Best
14%
ATL
AUS
BOS
CHI
COL
DAL
DC
DEN
IND
LA
MIA
NAS
NY
PHI
PIT
RAL
New tech patents per 1,000 people
Filing for a patent is a tangible indicator of a new idea, something that local universities often accelerate. Those wondering how Austin and Raleigh made Amazon’s list can see why here.
Worst
0.3
Best
2.9
ATL
AUS
BOS
CHI
COL
DAL
DC
DEN
IND
LA
MIA
NAS
NY
PHI
PIT
RAL
Growth in young firms
This measurement from the U.S. Census Bureau shows how well a region can start and grow companies, which are big job creators.
Worst
-11%
Best
+24%
ATL
AUS
BOS
CHI
COL
DAL
DC
DEN
IND
LA
MIA
NAS
NY
PHI
PIT
RAL
Growth in digital services
Because every company needs to be on the Internet, digital services companies are a fast-growing part of the economy, and growth is beginning to happen outside of Silicon Valley. Indianapolis is seeing a boost related to the growth of Salesforce.com there.
Worst
-1%
Best
+16%
ATL
AUS
BOS
CHI
COL
DAL
DC
DEN
IND
LA
MIA
NAS
NY
PHI
PIT
RAL
Grooming new talent in
Education is important — it sounds obvious. But some areas consistently produce more college graduates and have been expanding their pools of workers in science, technology, engineering and mathematics (STEM) fields.
Local 18- to 24-year-olds enrolled in college
The share of young people in a city who are enrolled in college has long been an important indicator for companies. Boston pitched Amazon on its 75 colleges and universities in the region.
Worst
21%
Best
38%
ATL
AUS
BOS
CHI
COL
DAL
DC
DEN
IND
LA
MIA
NAS
NY
PHI
PIT
RAL
Jobs in STEM occupations
Today everyone from Stephen Colbert to Ivanka Trump embraces STEM education, but the cities with the strongest scores on this list have been focused on attracting STEM talent for years.
Worst
4%
Best
12%
ATL
AUS
BOS
CHI
COL
DAL
DC
DEN
IND
LA
MIA
NAS
NY
PHI
PIT
RAL
How well maintains itself
These are the girders of the economy — the housing stock, transportation systems and financial prudence that enable industry to flourish. Quality-of-life estimates are more subjective but informed by income and cost-of-living data. Would talent from Seattle or Silicon Valley be more willing to relocate to Dallas or D.C.?
Percent of income spent on housing and transportation
This measures how expensive cities are to live in compared with how much money people are making. The District and Boston are among the priciest places to find a home, but there are more transportation options, so some residents can afford not to own cars, and people make more money. In Miami, not so much.
Worst
63%
Best
41%
ATL
AUS
BOS
CHI
COL
DAL
DC
DEN
IND
LA
MIA
NAS
NY
PHI
PIT
RAL
Quality of life
Which cities are most attractive to workers? It differs for everyone, but this metric measures amenities and assets including weather, food, crime and cultural institutions.
Worst
-0.05
Best
+0.08
ATL
AUS
BOS
CHI
COL
DAL
DC
DEN
IND
LA
MIA
NAS
NY
PHI
PIT
RAL
Regional credit rating
Cities or states that are hampered by heavy debt payments may not be in a position to fund infrastructure improvements that Amazon’s growth could require. Here, analysts assess state bond ratings. Not a great look for Illinois and Pennsylvania.
Ranking the cities
We combined each of these factors to create an overall index comparing the finalist cities. Austin, Boston and Raleigh fared well on almost every metric. Others have one area or another to work on: Denver and Indianapolis for their share of college students, Nashville for patents. Parilla said even the laggards on this list — Miami, Philadelphia and Columbus — are poised for growth.
“I kind of came away saying that there are more midsized places that are really emerging in this space,” he said. Which means that Amazon — and other tech firms — will probably come back to this list again, and not for the subsidies.
Better tech economy
Worse tech economy
Atlanta
Austin
Boston
Chicago
Columbus, Ohio
Dallas
Washington, D.C. region
Denver
Indianapolis
Los Angeles
Miami
Nashville
New York and Newark
Philadelphia
Pittsburgh
Raleigh, N.C.
Editor’s note: A previous version of this story failed to acknowledge that Jeff Bezos, founder and CEO of Amazon, owns The Washington Post.
About this story
To rank cities’ tech development levels, The Post used data from a Brookings analysis of Moody’s Analytics data, Organization for Economic Cooperation and Development , the U.S. Census Bureau, U.S. Bureau of Labor Statistics, the Center for Neighborhood Technology and researcher David Albouy. Photos by the Associated Press; Andrea Sachs, Jabin Botsford and Linda Davidson/The Washington Post; and Charles Ommanney for The Washington Post.
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