Misc
Infection Trajectory: See Which Countries are Flattening Their COVID-19 Curve
NOTE: This chart updates daily with new data. Also, the search button in the lower–left corner allows filtering of specific countries.
At the outset of 2020, the world looked on as China grappled with an outbreak that seemed be spiraling out of control.
Two months later, the situation is markedly different. After aggressive testing and quarantine efforts, China’s outbreak of Novel Coronavirus (COVID-19) appears to be leveling off.
Now, numerous countries around the world are in the beginning stages of managing their own outbreaks. March 15th, 2020, marked a significant statistical milestone for this, as confirmed cases of COVID-19 outside of China surpassed the Chinese total.
The tracker above, by Our World in Data, charts the trajectory of the growing number of countries with more than 100 confirmed cases of COVID-19. As the number of new infections reported around the world continues to grow, which countries are winning the battle against COVID-19, and which are still struggling to slow the rate of infection?
What’s Your National Infection Trajectory?
As of publishing time, 39 countries have passed the threshold of 100 confirmed cases, with many more countries on the cusp. By comparing infection trajectories from the 100 case mark, we’re able to see a clearer picture of how quickly the virus is spreading within various countries.
A rapid “doubling rate” can spell big trouble, as even countries with advanced healthcare systems can become overwhelmed by the sheer number of cases. This was the case in the Lombardy region of Italy, where hospitals were overloaded and an increasing number of medical staff are under quarantine after testing positive for the virus. Nearly 10% of COVID-19 patients in Lombardy required intensive care, which stretched resources to their breaking point.
Other countries are looking to avoid this situation by “flattening the curve” of the pandemic. In other words, preventing and delaying the spread of the virus so that large portions of the population aren’t sick at the same time.
Original concept by Drew Harris
Everything’s Canceled
While all the countries on this tracker are united behind a common goal – stamping out COVID-19 as soon as possible – each country has its own approach and unique challenges when it comes to keeping their population safe. Of course, countries that are just beginning to experience exponential growth in case numbers have the benefit of learning from mistakes made elsewhere, and adopting ideas that are proving successful at slowing the rate of infection.
Many jurisdictions are implementing some or all of these measures to help flatten the curve:
- Quarantining
- Encouraging social distancing
- Encouraging working from home
- Closing schools and other institutions
- Placing hard limits on the size of crowds at events
The following chart explains why this last measure is critical to limiting the spread of the virus.
View the interactive Event Risk Assessment Tool here.
In scenario B above, which assumes just 20,000 active cases of COVID-19 in the U.S., there’s nearly a 50% chance an infected person will be attending a 10,000 person conference or sporting event. This is precisely the reason why temporary limits on crowd size are popping up in many jurisdictions around the world.
Direct losses due to canceled tech conferences alone, such as SXSW and the Electronic Entertainment Expo, have already surpassed the $1 billion mark, but despite the short-term economic pain of cancellations and decreased entertainment spending, the costs of business-as-usual could be incalculable.
United States
Mapped: How Much Does it Take to be the Top 1% in Each U.S. State?
An annual income anywhere between $360,000-$950,000 can grant entry into the top 1%—depending on where you live in America.

How Much Does it Take to be the Top 1% in Each U.S. State?
There’s an old saying: everyone thinks that they’re middle-class.
But how many people think, or know, that they really belong to the top 1% in the country?
Data from personal finance advisory services company, SmartAsset, reveals the annual income threshold at which a household can be considered part of the top 1% in their state.
Some states demand a much higher yearly earnings from their residents to be a part of the rarefied league, but which ones are they, and how much does one need to earn to make it to the very top echelon of income?
Ranking U.S. States By Income to Be in the Top 1%
At the top of the list, a household in Connecticut needs to earn nearly $953,000 annually to be part of the one-percenters. This is the highest minimum threshold across the country.
In the same region, Massachusetts requires a minimum annual earnings of $903,401 from its top 1% residents.
Here’s the list of all 50 U.S. states along with the annual income needed to be in the 1%.
Rank | State | Top 1% Income Threshold | Top 1% Tax Rate (% of annual income) |
---|---|---|---|
1 | Connecticut | $952,902 | 28.40% |
2 | Massachusetts | $903,401 | 27.15% |
3 | California | $844,266 | 26.95% |
4 | New Jersey | $817,346 | 28.01% |
5 | Washington | $804,853 | 25.99% |
6 | New York | $776,662 | 28.29% |
7 | Colorado | $709,092 | 25.86% |
8 | Florida | $694,987 | 25.82% |
9 | Illinois | $660,810 | 26.35% |
10 | New Hampshire | $659,037 | 26.25% |
11 | Wyoming | $656,118 | 24.79% |
12 | Virginia | $643,848 | 26.11% |
N/A | National Average | $652,657 | N/A |
13 | Maryland | $633,333 | 25.94% |
14 | Texas | $631,849 | 25.83% |
15 | Utah | $630,544 | 23.77% |
16 | Minnesota | $626,451 | 25.53% |
17 | Nevada | $603,751 | 25.19% |
18 | South Dakota | $590,373 | 22.99% |
19 | Pennsylvania | $588,702 | 24.95% |
20 | North Dakota | $585,556 | 24.76% |
21 | Georgia | $585,397 | 25.06% |
22 | Oregon | $571,813 | 24.66% |
23 | Arizona | $564,031 | 25.22% |
24 | Idaho | $560,040 | 23.17% |
25 | North Carolina | $559,762 | 25.31% |
26 | Montana | $559,656 | 24.46% |
27 | Kansas | $554,912 | 25.03% |
28 | Rhode Island | $548,531 | 25.26% |
29 | Tennessee | $548,329 | 25.12% |
30 | Alaska | $542,824 | 25.38% |
31 | Nebraska | $535,651 | 24.10% |
32 | Delaware | $529,928 | 25.37% |
33 | Vermont | $518,039 | 23.63% |
34 | Wisconsin | $517,321 | 24.90% |
35 | South Carolina | $508,427 | 24.40% |
36 | Michigan | $504,671 | 25.01% |
37 | Maine | $502,605 | 24.04% |
38 | Missouri | $500,626 | 24.93% |
39 | Ohio | $500,253 | 25.09% |
40 | Hawaii | $495,263 | 24.12% |
41 | Iowa | $483,985 | 24.09% |
42 | Indiana | $473,685 | 24.55% |
43 | Alabama | $470,341 | 23.82% |
44 | Oklahoma | $460,172 | 23.68% |
45 | Louisiana | $458,269 | 24.80% |
46 | Arkansas | $450,700 | 21.11% |
47 | Kentucky | $445,294 | 24.14% |
48 | New Mexico | $411,395 | 23.35% |
49 | Mississippi | $381,919 | 23.04% |
50 | West Virginia | $367,582 | 23.26% |
N/A | National Median Household Income | $75,000 | N/A |
California ($844,266), New Jersey ($817,346), and Washington ($804,853) round out the top five states with the highest minimum thresholds to make it to their exclusive rich club.
On the other end of the spectrum, the top one-percenters in West Virginia make a minimum of $367,582 a year, the lowest of all the states, and about one-third of the threshold in Connecticut. And just down southwest of the Mountain State, Mississippi’s one-percenters need to make at least $381,919 a year to qualify for the 1%.
A quick glance at the map above also reveals some regional insights.
The Northeast and West Coast, with their large urban and economic hubs, have higher income entry requirements for the top 1% than states in the American South.
This also correlates to the median income by state, a measure showing Massachusetts households make nearly $90,000 a year, compared to Mississippians who take home $49,000 annually.
How Much Do the Top 1% Pay in Taxes?
Meanwhile, if one does make it to the top 1% in states like Connecticut and Massachusetts, expect to pay more in taxes than other states, according to SmartAsset’s analysis.
The one-percenters in the top five states pay, on average, between 26–28% of their income in tax, compared to those in the bottom five who pay between 21–23%.
And this pattern exists through the dataset, with higher top 1% income thresholds correlating with higher average tax rates for the wealthy.
State Ranks | Median Tax Rate |
---|---|
Top 10 | 26.65% |
20-30 | 25.09% |
30-40 | 24.65% |
10-20 | 25.07% |
40-50 | 23.75% |
These higher tax rates point to attempts to reign in the increasing wealth disparity in the nation where the top 1% hold more than one-third of the country’s wealth, up from 27% in 1989.
Where Does This Data Come From?
Source: SmartAsset’s America’s Top 1% Is Different in Each State uses data from 2020 individual tax filings from the IRS, adjusted to 2023 dollars using the Bureau of Labor Statistics’ Consumer Price Index.
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