Mapped: Corruption in Countries Around the World
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Mapped: Corruption in Countries Around the World

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Mapped: Corruption in Countries Around the World

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Mapped: Corruption in Countries Around the World

How bad is public sector corruption around the world, and how do different countries compare?

No matter your system of government, the public sector plays a vital role in establishing your economic mobility and political freedoms. Measuring corruption—the abuse of power for private gain—reveals how equal a system truly is.

For more than a decade, the Corruption Perceptions Index (CPI) by Transparency International has been the world’s most widely-used metric for scoring corruption. This infographic uses the 2021 CPI to visualize corruption in countries around the world, and the biggest 10-year changes.

Which Countries are Most (and Least) Corrupt?

How do you measure corruption, which includes behind-the-scenes deals, nepotism, corrupt prosecution, and bribery?

Over the last few decades, the CPI has found success doing so indirectly through perceptions.
By aggregating multiple analyses from country and business experts, the index assigns each country a score on a scale of 0 to 100, where 0 is highly corrupt and 100 is very clean.

Here are the results of the 2021 CPI, with the least corrupt countries at the top:

Corruption Perception by CountryScore (2021)
Denmark88
Finland88
New Zealand88
Norway85
Singapore85
Sweden85
Switzerland84
Netherlands82
Luxembourg81
Germany80
UK78
Hong Kong76
Austria74
Canada74
Estonia74
Iceland74
Ireland74
Australia73
Belgium73
Japan73
Uruguay73
France71
Seychelles70
UAE69
Bhutan68
Taiwan68
Chile67
U.S.67
Barbados65
Bahamas64
Qatar63
Portugal62
South Korea62
Lithuania61
Spain61
Israel59
Latvia59
Saint Vincent and the Grenadines59
Cabo Verde58
Costa Rica58
Slovenia57
Italy56
Poland56
Saint Lucia56
Botswana55
Dominica55
Fiji55
Georgia55
Czechia54
Malta54
Mauritius54
Cyprus53
Grenada53
Rwanda53
Saudi Arabia53
Oman52
Slovakia52
Armenia49
Greece49
Jordan49
Namibia49
Malaysia48
Croatia47
Cuba46
Montenegro46
China45
Romania45
Sao Tome and Principe45
Vanuatu45
Jamaica44
South Africa44
Tunisia44
Ghana43
Hungary43
Kuwait43
Senegal43
Solomon Islands43
Bahrain42
Benin42
Bulgaria42
Burkina Faso42
Belarus41
Timor-Leste41
Trinidad and Tobago41
India40
Maldives40
Colombia39
Ethiopia39
Guyana39
Kosovo39
Morocco39
North Macedonia39
Suriname39
Tanzania39
Vietnam39
Argentina38
Brazil38
Indonesia38
Lesotho38
Serbia38
Turkey38
Gambia37
Kazakhstan37
Sri Lanka37
Cote d'Ivoire36
Ecuador36
Moldova36
Panama36
Peru36
Albania35
Bosnia and Herzegovina35
Malawi35
Mongolia35
Thailand35
El Salvador34
Sierra Leone34
Algeria33
Egypt33
Nepal33
Philippines33
Zambia33
Eswatini32
Ukraine32
Gabon31
Mexico31
Niger31
Papua New Guinea31
Azerbaijan30
Bolivia30
Djibouti30
Dominican Republic30
Kenya30
Laos30
Paraguay30
Togo30
Angola29
Liberia29
Mali29
Russia29
Mauritania28
Myanmar28
Pakistan28
Uzbekistan28
Cameroon27
Kyrgyzstan27
Uganda27
Bangladesh26
Madagascar26
Mozambique26
Guatemala25
Guinea25
Iran25
Tajikistan25
Central African Republic24
Lebanon24
Nigeria24
Cambodia23
Honduras23
Iraq23
Zimbabwe23
Eritrea22
Congo21
Guinea-Bissau21
Chad20
Comoros20
Haiti20
Nicaragua20
Sudan20
Burundi19
Democratic Republic of the Congo19
Turkmenistan19
Equatorial Guinea17
Libya17
Afghanistan16
North Korea16
Yemen16
Venezuela14
Somalia13
Syria13
South Sudan11

Ranking at the top of the index with scores of 88 are Nordic countries Denmark and Finland, as well as New Zealand.

They’ve consistently topped the CPI over the last decade, and Europe in general had 14 of the top 20 least corrupt countries. Asia also had many notable entrants, including Singapore (tied for #4), Hong Kong (#12), and Japan (tied for #18).

Comparatively, the Americas only had two countries score in the top 20 least corrupt: Canada (tied for #13) and Uruguay (tied for #18). With a score of 67, the U.S. scored at #28 just behind Bhutan, the UAE, and France.

Scoring towards the bottom of the index were many countries currently and historically going through conflict, primarily located in the Middle East and Africa. They include Afghanistan, Venezuela, Somalia, and South Sudan. The latter country finishes at the very bottom of the list, with a score of just 11.

How Corruption in Countries Has Changed (2012–2021)

Corruption is a constant and moving global problem, so it’s also important to measure which countries have had their images improved (or worsened).

By using CPI scores dating back to 2012, we can examine how country scores have changed over the last decade:

Change in Corruption by Country10-Year Trend (2012-2021)
Seychelles+18
Armenia+15
Italy+14
Greece+13
Myanmar+13
Guyana+11
Uzbekistan+11
Estonia+10
Latvia+10
Belarus+10
Saudi Arabia+9
Kazakhstan+9
Laos+9
Timor-Leste+8
Vietnam+8
Afghanistan+8
North Korea+8
Taiwan+7
Lithuania+7
Senegal+7
Cote d'Ivoire+7
Angola+7
Sudan+7
South Korea+6
Slovakia+6
China+6
Jamaica+6
Benin+6
Ethiopia+6
Indonesia+6
Nepal+6
Ukraine+6
Papua New Guinea+6
Austria+5
Ireland+5
Bhutan+5
Czechia+5
Oman+5
Montenegro+5
Kosovo+5
Paraguay+5
Iraq+5
Somalia+5
United Kingdom+4
Costa Rica+4
Burkina Faso+4
India+4
Tanzania+4
Ecuador+4
Georgia+3
Sao Tome and Principe+3
Tunisia+3
Colombia+3
Argentina+3
Gambia+3
Sierra Leone+3
Azerbaijan+3
Kenya+3
Kyrgyzstan+3
Tajikistan+3
Zimbabwe+3
Trinidad and Tobago+2
Morocco+2
Suriname+2
Albania+2
Turkmenistan+2
Luxembourg+1
Germany+1
Uruguay+1
United Arab Emirates+1
Jordan+1
Namibia+1
Croatia+1
Romania+1
South Africa+1
Bulgaria+1
Egypt+1
Russia+1
Pakistan+1
Cameroon+1
Guinea+1
Cambodia+1
Haiti+1
Chad+1
Norway0
France0
Rwanda0
Moldova0
Togo0
Bangladesh0
Burundi0
Hong Kong-1
Japan-1
Portugal-1
Israel-1
Malaysia-1
Kuwait-1
Serbia-1
Mongolia-1
Algeria-1
Philippines-1
Denmark-2
Finland-2
New Zealand-2
Singapore-2
Switzerland-2
Netherlands-2
Belgium-2
Cabo Verde-2
Poland-2
Cuba-2
Ghana-2
Panama-2
Peru-2
Malawi-2
Thailand-2
Niger-2
Dominican Republic-2
Uganda-2
Central African Republic-2
Democratic Republic of the Congo-2
Sweden-3
Saint Vincent and the Grenadines-3
Dominica-3
Malta-3
Mauritius-3
Sri Lanka-3
Mexico-3
Mauritania-3
Iran-3
Nigeria-3
Eritrea-3
Equatorial Guinea-3
Spain-4
Slovenia-4
North Macedonia-4
El Salvador-4
Zambia-4
Gabon-4
Bolivia-4
Guinea-Bissau-4
Libya-4
Chile-5
Qatar-5
Brazil-5
Eswatini-5
Mali-5
Mozambique-5
Honduras-5
Congo-5
Venezuela-5
United States of America-6
Djibouti-6
Madagascar-6
Lebanon-6
Bahamas-7
Lesotho-7
Bosnia and Herzegovina-7
Yemen-7
Iceland-8
Guatemala-8
Comoros-8
Bahrain-9
Nicaragua-9
Canada-10
Botswana-10
Barbados-11
Turkey-11
Australia-12
Hungary-12
Liberia-12
Cyprus-13
Syria-13
Saint Lucia-15
FijiN/A
GrenadaN/A
VanuatuN/A
Solomon IslandsN/A
MaldivesN/A
South SudanN/A

The biggest climber with +18 was Seychelles, Africa’s smallest country and also its least corrupt with a score of 70. Other notable improvements include neighboring countries Estonia, Latvia, and Belarus, with Estonia rising into the top 15 least corrupt countries.

On the opposite side, both Australia (-12) and Canada (-10) have actually fallen out of the top 10 least corrupt countries over the last decade. They’re joined by decreases in Hungary (-12) and Syria (-13), which is now ranked as the world’s second-most corrupt country.

Which countries will rise and fall in corruption perceptions over the next 10 years, and how do your perceptions compare with this list?

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Visualized: The World’s Population at 8 Billion

Our population will soon reach a new milestone—8 billion. These visualizations show where all those people are distributed around the world

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Visualized: The World’s Population at 8 Billion

At some point in late 2022, the eight billionth human being will enter the world, ushering in a new milestone for humanity.

In just 48 years, the world population has doubled in size, jumping from four to eight billion. Of course, humans are not equally spread throughout the planet, and countries take all shapes and sizes. The visualizations in this article aim to build context on how the eight billion people are distributed around the world.

For extended coverage of this moment and what it means to the world, you can get access to our full report and webinar by signing up to VC+, our premium newsletter.

Now, here’s a look at each country’s population as of September 2022:

Global RankCountry/RegionPopulation (2022)
1🇨🇳 China1,451,832,064
2🇮🇳 India1,410,982,243
3🇺🇸 United States335,391,957
4🇮🇩 Indonesia280,139,383
5🇵🇰 Pakistan230,918,073
6🇳🇬 Nigeria218,243,241
7🇧🇷 Brazil215,986,577
8🇧🇩 Bangladesh168,436,792
9🇷🇺 Russia146,074,130
10🇲🇽 Mexico132,030,739
11Japan125,619,457
12Ethiopia121,709,461
13Philippines112,939,493
14Egypt106,839,825
15Vietnam98,311,965
16Democratic Republic of Congo96,104,525
17Iran86,465,398
16Turkey86,415,852
19Germany84,385,892
20Thailand70,192,866
21United Kingdom68,691,253
22France65,597,276
23Tanzania63,802,882
24South Africa61,027,608
25Italy60,264,287
26Kenya56,557,929
27Myanmar55,236,333
28Colombia52,123,686
29South Korea51,367,770
30Uganda49,222,889
31Spain46,795,195
32Sudan46,265,964
33Argentina46,141,195
34Algeria45,695,757
35Ukraine43,156,242
36Iraq42,348,230
37Afghanistan40,993,541
38Canada38,495,773
39Morocco37,914,397
40Poland37,754,428
41Saudi Arabia36,069,266
42Angola35,327,540
43Uzbekistan34,589,376
44Peru34,031,086
45Mozambique33,346,961
46Malaysia33,319,730
47Ghana32,594,574
48Yemen31,371,445
49Nepal30,357,476
50Madagascar29,381,411
51Venezuela28,257,503
52Cameroon28,111,718
53Cote d'Ivoire27,925,649
54Niger26,344,186
55Australia26,178,342
56North Korea26,033,387
57Taiwan23,913,311
58Burkina Faso22,270,251
59Mali21,646,251
60Sri Lanka21,615,470
61Malawi20,304,147
62Chile19,489,734
63Zambia19,613,655
64Kazakhstan19,292,183
65Romania18,956,053
66Guatemala18,688,479
67Syria18,506,569
68Ecuador18,262,799
69Senegal17,793,385
70Chad17,553,601
71Cambodia17,252,457
72Netherlands17,219,859
73Somalia16,951,984
74Zimbabwe15,362,663
75Guinea13,981,705
76Rwanda13,712,855
77Benin12,878,142
78Burundi12,740,471
79Tunisia12,101,418
80Bolivia12,039,974
81Haiti11,721,737
82Belgium11,703,272
83South Sudan11,494,756
84Cuba11,311,223
85Dominican Republic11,096,411
86Czechia10,753,478
87Jordan10,434,463
88Azerbaijan10,347,430
89Greece10,310,847
90Honduras10,269,662
91Sweden10,241,804
92United Arab Emirates10,164,747
93Portugal10,130,876
94Hungary9,605,987
95Tajikistan10,042,202
96Belarus9,442,398
97Papua New Guinea9,342,727
98Austria9,122,566
99Israel8,969,013
100Switzerland8,798,256
101Togo8,737,152
102Serbia8,659,648
103Sierra Leone8,357,040
104Hong Kong SAR7,635,279
105Laos7,519,384
106Paraguay7,333,782
107Libya7,086,602
108Bulgaria6,833,885
109Nicaragua6,805,420
110Kyrgyzstan6,774,001
111Lebanon6,758,016
112El Salvador6,560,071
113Turkmenistan6,236,038
114Singapore5,954,898
115Congo5,839,721
116Denmark5,838,070
117Finland5,559,984
118Norway5,517,561
119Slovakia5,465,545
120Oman5,414,812
121Palestine5,381,277
122Liberia5,338,398
123Costa Rica5,200,150
124Ireland5,064,136
125Central African Republic5,025,077
126Mauritania4,940,298
127New Zealand4,911,293
128Panama4,472,108
129Kuwait4,416,533
130Croatia4,049,640
131Moldova4,013,174
132Georgia3,972,171
133Eritrea3,659,593
134Uruguay3,500,798
135Mongolia3,400,693
136Bosnia and Herzegovina3,235,985
137Armenia2,975,648
138Qatar2,994,073
139Jamaica2,990,290
140Albania2,870,809
141Puerto Rico2,704,519
142Namibia2,648,122
143Lithuania2,640,339
144Gambia2,578,866
145Botswana2,462,832
146Gabon2,349,783
147Lesotho2,180,846
148North Macedonia2,083,183
149Slovenia2,079,575
150Guinea-Bissau2,077,878
151Bahrain1,845,321
152Latvia1,840,901
153Equatorial Guinea1,514,454
154Trinidad and Tobago1,409,672
155Timor1,377,091
156Estonia1,328,527
157Mauritius1,276,493
158Cyprus1,227,303
159Eswatini1,187,627
160Djibouti1,021,185
161Comoros913,105
162Fiji911,185
163Réunion909,806
164Guyana795,114
165Bhutan791,064
166Solomon Islands726,764
167Macao SAR669,734
168Luxembourg649,600
169Montenegro628,243
170Western Sahara632,115
171Suriname598,608
172Cape Verde569,810
173Micronesia (Fed. States of)561,300
174Maldives561,291
175Brunei447,038
176Malta444,182
177Belize414,449
178Bahamas401,818
179Guadeloupe400,277
180Martinique374,617
181Iceland346,259
182Vanuatu324,088
183French Guiana317,076
184New Caledonia291,762
185Mayotte288,384
186Barbados288,162
187French Polynesia284,580
188Sao Tome and Principe228,652
189Samoa201,401
190Saint Lucia185,519
191Channel Islands177,517
192Guam172,146
193Curaçao165,604
194Kiribati123,690
195Grenada113,966
196Saint Vincent and the Grenadines111,732
197Tonga108,440
198Aruba107,787
199United States Virgin Islands104,083
200Antigua and Barbuda99,773
201Seychelles99,725
202Isle of Man86,049
203Andorra77,542
204Dominica72,387
205Cayman Islands67,492
206Bermuda61,769
207Marshall Islands60,095
208Northern Mariana Islands58,336
209Greenland56,991
210American Samoa54,920
211Saint Kitts and Nevis54,052
212Faeroe Islands49,281
213Sint Maarten43,991
214Turks and Caicos39,924
215Monaco39,873
216Saint Martin40,198
217Liechtenstein38,374
218San Marino34,091
219Gibraltar33,669
220British Virgin Islands30,687
221Caribbean Netherlands26,779
222Palau18,288
223Cook Islands17,600
224Anguilla15,308
225Tuvalu12,126
226Nauru10,978
227Wallis and Futuna10,818
228Saint Barthelemy9,945
229Saint Helena6,118
230Saint Pierre & Miquelon5,732
231Montserrat4,999
232Falkland Islands3,723
233Niue1,651
234Tokelau1,396
235Holy See806

Below are regional breakdowns of population.

Africa’s Population by Country

As of 2022, Africa’s total population stands at 1.4 billion people. Many of the countries with the fastest growth rates are located in Africa and by 2050, the population of the continent is expected to jump to 2.5 billion.

Data visualization showing a population breakdown of African countries in 2022

Nigeria is Africa’s most populous country and its largest economy. Based on current growth rates, Nigeria’s largest city, Lagos, could even emerge as the world’s top megacity by the end of the century.

Africa has by far the lowest median age of any of the other continents.

Asia’s Population by Country

With 4.7 billion people in 2022, Asia is by far the world’s most populous region.

The continent is dominated by the two massive population centers of China and India. In 2023, a big shift will occur, with India surpassing China to become the world’s most populous country. China has held top spot for centuries, but the mismatch between the two countries’ growth rates made it only a matter of time before this milestone arrived.

Data visualization showing a population breakdown of Asian countries in 2022

Asia is a region of contrast when it comes to population growth. On the one end are countries like Singapore and Japan, which are actually shrinking. On the other, are Middle Eastern nations like Oman and Qatar, which have robust population growth rates of 4-5%.

Vietnam is on the cusp of becoming the 15th country to surpass the 100 million population mark.

Europe’s Population by Country

Europe’s population in 2022 is 750 million people—more than twice the size of the United States.

A century ago, Europe’s population was close to 30% of the world total. Today, that figure stands at less than 10%. This is, in part, due to population growth throughout other regions of the world.

More importantly though, Europe’s population is contracting in a number of places—Eastern Europe in particular. Many of the countries with the slowest growth rates are located in the Balkans and former Soviet Bloc countries.

Data visualization showing a population breakdown of European countries in 2022

Russia remains Europe’s largest country by population. Although the country’s landmass extends all the way across Asia, three-quarters of Russia’s people live on the European side of the country.

Germany is the second largest country in Europe, followed by the UK, France, and Italy.

Ukraine is the seventh largest population center in Europe, but it remains to be seen how the current conflict with Russia impacts the country’s long-term population prospects.

North America’s Population by Country

North America’s population is 602 million people as of 2022.

The continent is dominated by the United States, which makes up more than half of the total population. America’s population is still growing modestly (by global standards), but perhaps more interesting are the internal migration patterns that are occurring. States like Texas and Florida are seeing an influx from other states.

Data visualization showing a population breakdown of North American countries in 2022

Canada has one of the highest population growth rates of major developed economies thanks to international migration.

Mexico is currently the 10th most populous country, but will eventually be bumped from the top 10 list by fast-growing African nations.

South America’s Population by Country

The population of South America in 2022 is 439 million. Brazil makes up nearly half of that total.

Data visualization showing a population breakdown of South American countries in 2022

Sometime this decade, Colombia’s capital, Bogotá, will become the region’s fifth megacity (which is defined as having a population of 10 million or more). São Paulo, Rio de Janeiro, Buenos Aires, and Lima are South America’s current megacities.

Oceania’s Population by Country

The population of the Oceania region is 44 million people—just slightly higher than the population of California.

Australia, New Zealand, and Papua New Guinea make up the lion’s share of the population of this region.

Data visualization showing a population breakdown of Oceania's countries in 2022

Interestingly, many of the smallest countries by population can also be found in this region.

When Will Earth’s Population Hit 9 Billion?

The next global population milestone—nine billion—will likely be hit sometime in the 2030s.

In fact, Earth’s population is expected to continue growing until it hits a peak at some point in the 2080s—possibly over the 10 billion mark.

world at 8 billion report

Where does this data come from?

Source: United Nations, Department of Economic and Social Affairs, Population Division via Worldometer’s live tracker (as of Sept 27, 2022).

Context: The UN has estimated that November 15th, 2022, will be the date that the world population officially hits 8 billion.

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The Biggest Tech Talent Hubs in the U.S. and Canada

6.5 million skilled tech workers currently work in the U.S. and Canada. Here we look at the largest tech hubs across the two countries

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The Biggest Tech Talent Hubs in the U.S. and Canada

The tech workforce just keeps growing. In fact, there are now an estimated 6.5 million tech workers between the U.S. and Canada — 5.5 million of which work in the United States.

This infographic draws from a report by CBRE to determine which tech talent markets in the U.S. and Canada are the largest. The data looks at total workforce in the sector, as well as the change in tech worker population over time in various cities.

The report also classifies which metro areas and regions can rightly be considered tech hubs in the first place, by looking at a variety of factors including cost of living, average educational attainment, and tech employment levels as a share of different industries.

The Top Tech Hubs in the U.S.

Silicon Valley, in California’s Bay Area, remains the most prominent (and expensive) U.S. tech hub, with a talent pool of nearly 380,000 tech workers.

Here’s a look at the top tech talent markets in the country in terms of total worker population:

🇺🇸 MarketTotal Tech Talent% Talent Growth (2016-2021)
SF Bay Area378,87013%
New York Metro344,5203%
Washington D.C. 259,3106%
Los Angeles235,80010%
Seattle189,57032%
Dallas/Ft. Worth187,95015%
Chicago167,5606%
Boston166,4502%
Atlanta145,0807%
Denver117,62023%
Philadelphia115,450 7%
Minneapolis100,9905%
Phoenix99,60018%
Houston98,930-2%
Detroit 93,7705%
Austin 84,68021%
Baltimore79,0008%
San Diego77,780 16%
Raleigh/Durham69,05011%
Portland67,410 28%
South Florida66,660 8%
Charlotte61,95022%
Salt Lake City55,93029%
St. Louis53,9102%
Kansas City52,5000%
Tampa 52,24013%
Columbus50,3904%

America’s large, coastal cities still contain the lion’s share of tech talent, but mid-sized tech hubs like Salt Lake City, Portland, and Denver have put up strong growth numbers in recent years. Seattle, which is home to both Amazon and Microsoft, posted an impressive 32% growth rate over the last five years.

Emerging tech hubs include areas like Raleigh-Durham. The two cities have nearly 70,000 employed tech workers and a strong talent pipeline, seeing a 28% increase in degree completions in fields like Math/Statistics and Computer Engineering year-over-year to 2020. In fact, the entire state of North Carolina is becoming an increasingly attractive business hub.

Houston was the one city on this list that had a negative growth rate, at -2%.

The Top Tech Hubs in Canada

Tech giants like Google, Meta, and Amazon are continuously and aggressively growing their presence in Canada, further solidifying the country’s status as the next big destination for tech talent. Here are the country’s four tech hubs with a total worker population of more than 50,000:

🇨🇦 MarketTotal Tech Talent% Talent Growth (2016-2021)
Toronto289,70044%
Montreal148,90027%
Vancouver115,40063%
Ottawa81,20022%

Toronto saw the most absolute growth tech positions in 2021, adding 88,900 jobs. The tech sector in Canada’s largest city has seen a lot of momentum in recent years, and is now ranked by CBRE as North America’s #3 tech hub, after the SF Bay Area and New York City.

Vancouver’s tech talent population increased the most from its original figure, climbing 63%. Seattle-based companies like Microsoft and Amazon have established sizable offices in the city, adding to the already thriving tech scene. Furthermore, Google is set to build a submarine high-speed fiber optic cable connecting Canada to Asia, with a terminus in Vancouver.

Not to be left behind, Ottawa has also taken giant strides to increase their tech talent and stamp their presence. The country’s capital even has the highest concentration of tech employment in its workforce, thanks in part to the success of Shopify.

Map showing tech employment concentration in the U.S. and Canada

The small, but well-known tech hub of Waterloo also had a very high concentration on tech employment (9.6%). The region has seen its tech workforce grow by 8% over the past five years.

Six out of the top 10 cities by tech workforce concentration are located in Canada.

Evolution of Tech Hubs

The post-COVID era has seen a shifting definition of what a tech hub means. It’s clear that remote work is here to stay, and as workers migrate to chase affordability and comfort, traditional tech hubs are seeing some decline — or at least slower growth — in their population of tech workers.

While it isn’t evident that there is a mass exodus of tech talent from traditional coastal hubs, the rise in high-paying tech jobs in smaller markets across the country could point to a trend and is positive for the industry.

While more workers with great talent, resources, and education continue to opt for cost-friendly places to reside and work remotely, will newer markets like Charlotte, Tennessee, and Calgary see a rise of tech companies, or will large corporations and startups alike continue to opt for the larger cities on the coast?

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