In a world of information overload, we can fall victim to all sorts of cognitive biases. Since they can lead us to generate false conclusions, it’s particularly important to understand what these biases are and how they work, as the consequences can become quite drastic.
Confirmation bias, sampling bias, and brilliance bias are three examples that can affect our ability to critically engage with information. Jono Hey of Sketchplanations walks us through these cognitive bias examples, to help us better understand how they influence our day-to-day lives.
One of the most-commonly encountered and understood, you’re likely to have already heard about confirmation bias. This cognitive bias affects the way we test and evaluate hypotheses every day.
In simple terms, confirmation bias is the tendency to seek out or interpret evidence in such a way that supports our own strongly-held beliefs or expectations. This means that, given access to the same set of data and information, different people can come to wildly differing conclusions.
Feeding into confirmation bias can lead us to make ill-informed choices or even reinforce negative stereotypes. For this reason, it is important to remember to seek out information that both confirms and contradicts your presumptions about a certain topic.
Sampling bias is a kind of bias that allows us to come to faulty conclusions based on inaccurate sample groups or data. Generally, the cause of sample bias is in poor study design and data collection.
When polling individuals for survey questions, it is important to get a representative picture of an entire population. But this can prove surprisingly difficult when the people generating the study are also prone to human flaws, including cognitive biases.
A common example involves conducting a survey on which political party is likely to win an election. If the study is run by a professor who only polls college students, since they are around and therefore easier to collect information from, the poll will not accurately reflect the opinions of the general population.
To avoid sampling bias, it is important to randomize data collection to ensure responses are not skewed towards individuals with similar characteristics.
Brilliance bias is another common cognitive bias that makes us more likely to think of genius as a masculine trait. This is in part due to the lack of female representation in both traditional academic and executive positions.
In fact, The Journal of Experimental Social Psychology published an in-depth study on brilliance bias in 2020. It suggests that a likely source of this bias is in the uneven distribution of men and women across careers typically associated with higher level intelligence.
While this distribution is a remnant of historical factors that limited access to education and career choices for women in the past, its presence has made us (wrongly) conclude that women are less brilliant instead. Naturally, as the cycle perpetuates the uneven distribution of women in these careers, it only reinforces this bias.
Other Cognitive Bias Examples
These few examples from Jono Hey give a good overview of some of the biases we face when trying to understand the data given to us, but they are just the tip of the iceberg.
It is important to be cognizant of these biases in an era where we are constantly engaging with information, especially if we want to combat some of the harmful consequences they entail.
This article was published as a part of Visual Capitalist's Creator Program, which features data-driven visuals from some of our favorite Creators around the world.
The Top 10 Largest Nuclear Explosions, Visualized
Just how powerful are nuclear bombs? Here’s a look at the top 10 largest nuclear explosions.
The Top 10 Largest Nuclear Explosions, Visualized
Just how powerful are nuclear explosions?
The U.S.’ Trinity test in 1945, the first-ever nuclear detonation, released around 19 kilotons of explosive energy. The explosion instantly vaporized the tower it stood on and turned the surrounding sand into green glass, before sending a powerful heatwave across the desert.
As the Cold War escalated in the years after WWII, the U.S. and the Soviet Union tested bombs that were at least 500 times greater in explosive power. This infographic visually compares the 10 largest nuclear explosions in history.
The Anatomy of a Nuclear Explosion
After exploding, nuclear bombs create giant fireballs that generate a blinding flash and a searing heatwave. The fireball engulfs the surrounding air, getting larger as it rises like a hot air balloon.
As the fireball and heated air rise, they are flattened by cooler, denser air high up in the atmosphere, creating the mushroom “cap” structure. At the base of the cloud, the fireball causes physical destruction by sending a shockwave moving outwards at thousands of miles an hour.
A strong updraft of air and dirt particles through the center of the cloud forms the “stem” of the mushroom cloud. In most atomic explosions, changing atmospheric pressure and water condensation create rings that surround the cloud, also known as Wilson clouds.
Over time, the mushroom cloud dissipates. However, it leaves behind radioactive fallout in the form of nuclear particles, debris, dust, and ash, causing lasting damage to the local environment. Because the particles are lightweight, global wind patterns often distribute them far beyond the place of detonation.
With this context in mind, here’s a look at the 10 largest nuclear explosions.
#10: Ivy Mike (1952)
In 1952, the U.S. detonated the Mike device—the first-ever hydrogen bomb—as part of Operation Ivy. Hydrogen bombs rely on nuclear fusion to amplify their explosions, producing much more explosive energy than atomic bombs that use nuclear fission.
Weighing 140,000 pounds (63,500kg), the Ivy Mike test generated a yield of 10,400 kilotons, equivalent to the explosive power of 10.4 million tons of TNT. The explosion was 700 times more powerful than Little Boy, the bomb dropped on Hiroshima in 1945.
#9: Castle Romeo (1954)
Castle Romeo was part of the Operation Castle series of U.S. nuclear tests taking place on the Marshall Islands. Shockingly, the U.S. was running out of islands to conduct tests, making Romeo the first-ever test conducted on a barge in the ocean.
At 11,000 kilotons, the test produced more than double its predicted explosive energy of 4,000 kilotons. Its fireball, as seen below, is one of the most iconic images ever captured of a nuclear explosion.
#8: Soviet Test #123 (1961)
Test #123 was one of the 57 tests conducted by the Soviet Union in 1961. Most of these tests were conducted on the Novaya Zemlya archipelago in Northwestern Russia. The bomb yielded 12,500 kilotons of explosive energy, enough to vaporize everything within a 2.1 mile (3.5km) radius.
#7: Castle Yankee (1954)
Castle Yankee was the fifth test in Operation Castle. The explosion marked the second-most powerful nuclear test by the U.S.
It yielded 13,500 kilotons, much higher than the predicted yield of up to 10,000 kilotons. Within four days of the blast, its fallout reached Mexico City, roughly 7,100 miles (11,400km) away.
#6: Castle Bravo (1954)
Castle Bravo, the first of the Castle Operation series, accidentally became the most powerful nuclear bomb tested by the U.S.
Due to a design error, the explosive energy from the bomb reached 15,000 kilotons, two and a half times what was expected. The mushroom cloud climbed up to roughly 25 miles (40km).
As a result of the test, an area of 7,000 square miles was contaminated, and inhabitants of nearby atolls were exposed to high levels of radioactive fallout. Traces of the blast were found in Australia, India, Japan, and Europe.
#5, #4, #3: Soviet Tests #173, #174, #147 (1962)
In 1962, the Soviet Union conducted 78 nuclear tests, three of which produced the fifth, fourth, and third-most powerful explosions in history. Tests #173, #174, and #147 each yielded around 20,000 kilotons. Due to the absolute secrecy of these tests, no photos or videos have been released.
#2: Soviet Test #219 (1962)
Test #219 was an atmospheric nuclear test carried out using an intercontinental ballistic missile (ICBM), with the bomb exploding at a height of 2.3 miles (3.8km) above sea level. It was the second-most powerful nuclear explosion, with a yield of 24,200 kilotons and a destructive radius of ~25 miles (41km).
#1: Tsar Bomba (1961)
Tsar Bomba, also called Big Ivan, needed a specially designed plane because it was too heavy to carry on conventional aircraft. The bomb was attached to a giant parachute to give the plane time to fly away.
The explosion, yielding 50,000 kilotons, obliterated an abandoned village 34 miles (55km) away and generated a 5.0-5.25 magnitude earthquake in the surrounding region. Initially, it was designed as a 100,000 kiloton bomb, but its yield was cut to half its potential by the Soviet Union. Tsar Bomba’s mushroom cloud breached through the stratosphere to reach a height of over 37 miles (60km), roughly six times the flying height of commercial aircraft.
The two bombs dropped on Hiroshima and Nagasaki had devastating consequences, and their explosive yields were only a fraction of the 10 largest explosions. The power of modern nuclear weapons makes their scale of destruction truly unfathomable, and as history suggests, the outcomes can be unpredictable.
Mapped: The State of Global Democracy in 2022
We map the state of global democracy, as the Democracy Index hits its lowest point since the inception of the index in 2006.
Mapped: The State of Democracy Around the World
The world’s (almost) eight billion people live under a wide variety of political and cultural circumstances. In broad terms, those circumstances can be measured and presented on a sliding scale between “free” and “not free”—the subtext being that democracy lies on one end, and authoritarianism on the other.
This year’s Democracy Index report by the Economist Intelligence Unit (EIU), is one such attempt to apply a score to countries based on how closely they measure up to democratic ideals.
According to EIU, the state of democracy is at its lowest point since the index began in 2006, blamed in part on the pandemic restrictions that saw many countries struggling to balance public health with personal freedom.
In this year’s report, the EIU reported a drop of the average global score from 5.37 to 5.28, the biggest drop since 2010 after the global financial crisis. This translates into a sobering fact: only 46% of the population is living in a democracy “of some sort.”
Let’s dive a bit deeper into what this means.
Percentage of Population by Regime Type
In 2021, 37% of the world’s population still lived under an authoritarian regime. Afghanistan tops this list, followed by Myanmar, North Korea, Democratic Republic of the Congo, and Syria. Of course, China has a big share of the population living under this style of regime.
On the other side of the spectrum we have full democracies, which only account for 6.4% of the population. Norway tops this list, followed by New Zealand, Finland, Sweden, and Iceland.
|Regime Type||No. of Countries||Share of countries||Share of World Population|
Let’s explore the characteristics of each of the four types of regime according to the EIU:
Full democracies are nations where:
- Civil liberties and fundamental political freedoms are respected
- Valid systems of governmental checks and balances exist
- There are limited problems in democratic functioning
- Media is diverse and independent
Flawed democracies are nations where:
- Elections are fair and free
- Basic liberties are honored but may have issues
- There are issues in the functioning of governance
Hybrid regimes are nations where:
- Electoral fraud or irregularities occur regularly
- Pressure is applied to political opposition
- Corruption is widespread and rule of law tends to be weak
- Media is pressured and harassed
- There are issues in the functioning of governance
Authoritarian regimes are nations where:
- Political pluralism is nonexistent or limited
- The population is ruled by absolute monarchies or dictatorships
- Infringements and abuses of civil liberties are common
- Elections are not fair or free (if they occur at all)
- Media is state-owned or controlled directly or indirectly by the ruling regime
- The judiciary system is not independent
- Criticism of the government is censored
Global Democracy Index by Region
As mentioned earlier, in 2021, the global democracy score declined from 5.37 to 5.28. This was driven by a decline in the average regional score, but every region has a different reality. Let’s take a look at the democratic state of each region in the world.
North America (Canada and U.S.) is the top-ranked region in the Democracy Index with an average score of 8.36, but this dropped significantly from 8.58 in 2020.
Both countries have dropped their positions in the global ranking, however, Canada still maintains the status as a full democracy.
The U.S. is still classified by EIU as a flawed democracy, and has been since 2016. The report points to extreme polarization and “gerrymandering” as key issues facing the country. On the bright side, political participation in the U.S. is still very robust compared with the rest of the world.
Latin America and the Caribbean experienced the largest decline in regional scores in the world. This region dropped from 6.09 in 2020 to 5.83 in 2021. This decline shows the general discontent of the population about how their governments have handled the pandemic.
In this region, the only country that falls under a full democracy is Costa Rica. On the other side of the spectrum, Venezuela, Nicaragua, and Cuba fall under the authoritarian regime classification.
In 2021, Western Europe is the region with the most full democracies in the world.
In fact, four out of the top five full democracies are in this region: Norway, Finland, Sweden, and Iceland. A notable downgrade in this region happened in Spain; the country is now considered a flawed democracy.
Eastern Europe paints a different picture, where there is not a single full democracy. Three countries (Moldova, Montenegro, and North Macedonia) were upgraded from being considered hybrid regimes to flawed democracies.
Ukraine’s score declined to 5.57, becoming a hybrid region. Russia’s score also declined to 3.24 keeping the authoritarian regime status. It’s important to note that this report by the EIU was published before the invasion of Ukraine began, and the conflict will almost certainly impact scores in next year’s report.
Sub-Saharan Africa has the most countries at the bottom of the Democracy Index rankings.
The fact is that 23 countries are considered “authoritarian regimes”. Meanwhile, there are 14 countries that are hybrid regimes, six countries under flawed democracy, and only one country, Mauritius, is considered a full democracy.
In North Africa, four countries are considered authoritarian regimes: Sudan, Egypt, Libya, and Algeria. Only Morocco and Tunisia fall into the hybrid regime classification.
Middle East and Central Asia
This region concentrates a substantial number of countries classified as authoritarian regimes. In fact, the region’s overall democracy score is now lower than what it was before the start of the Arab Spring in 2010.
There are no countries falling under the category of full democracy in this region. Only Israel (7.97) and Cyprus (7.43) are considered flawed democracies. Turkey, Georgia, Armenia, and Pakistan fall under the category of hybrid regimes, and the rest of the countries in the region are considered authoritarian regimes.
East Asia and Oceania
This is broad region is full of contrasts. Aside from Western Europe, East Asia and Oceania contains the most full democracies: New Zealand, Taiwan, Australia, South Korea, and Japan. There are also a high number of countries that fall under the category of flawed democracies.
It’s worth noting that some of the most contentious geopolitical relationships are between neighbors with big differences in their scores: China and Taiwan, or North and South Korea are examples of this juxtaposition.
Decline in Global Democracy Levels
Two years after the world got hit by the pandemic, we can see that global democracy is in a downward trend.
Every region’s global score experienced a drop, with the exception of Western Europe, which remained flat. Out of the 167 countries, 74 (44%) experienced a decline in their democracy score.
As pandemic restrictions continue to be lifted, will democracy make a comeback in 2022?
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