50 Cognitive Biases in the Modern World
Cognitive biases are widely accepted as something that makes us human.
Every day, systematic errors in our thought process impact the way we live and work. But in a world where everything we do is changing rapidly—from the way we store information to the way we watch TV—what really classifies as rational thinking?
It’s a question with no right or wrong answer, but to help us decide for ourselves, today’s infographic from TitleMax lists 50 cognitive biases that we may want to become privy to.
In the name of self-awareness, here’s a closer look at three recently discovered biases that we are most prone to exhibiting in the modern world.
AI-infused applications are becoming incredibly good at “personalizing” our content, but will there come a time when we let algorithms make all of our decisions?
Automation bias refers to the tendency to favor the suggestions of automated systems.
Take Netflix, for example. Everything we see on the platform is the result of algorithms—even the preview images that are generated. Then, to harness the power of data and machine learning, Netflix categorizes its content into tens of thousands of micro-genres. Pairing these genre tags with a viewer’s history allows them to assign several of over 2,000 “taste profiles” to each user.
And while there’s nothing wrong with allowing Netflix to guide what we watch, there’s an enormous sea of content standing by. Estimates from 2015 claimed it would take nearly four years to watch all of Netflix’s content. Thousands more hours of content have since been added.
If we want to counter this cognitive bias, finding a new favorite series on platforms like Netflix may require some good old-fashioned human curiosity.
The Google Effect
Also known as “digital amnesia”, the aptly named Google Effect describes our tendency to forget information that can be easily accessed online.
First described in 2011 by Betsy Sparrow (Columbia University) and her colleagues, their paper described the results of several memory experiments involving technology.
In one experiment, participants typed trivia statements into a computer and were later asked to recall them. Half believed the statements were saved, and half believed the statements were erased. The results were significant: participants who assumed they could look up their statements did not make much effort to remember them.
Because search engines are continually available to us, we may often be in a state of not feeling we need to encode the information internally. When we need it, we will look it up.
– Sparrow B, et al. Science 333, 777 (2011)
Our modern brains appear to be re-prioritizing the information we hold onto. Notably, the study doesn’t suggest we’re becoming less intelligent—our ability to learn offline remains the same.
The IKEA Effect
Identified in 2011 by Michael Norton (Harvard Business School) and his colleagues, this cognitive bias refers to our tendency to attach a higher value to things we help create.
Combining the Ikea Effect with other related traits, such as our willingness to pay a premium for customization, is a strategy employed by companies seeking to increase the intrinsic value that we attach to their products.
For instance, American retailer Build-A-Bear Workshop is anchored around creating a highly interactive customer experience. With the help of staff, children (or adults) can assemble their stuffed animals from scratch, then add clothing and accessories at extra cost.
Nike also incorporates this bias into its offering. The footwear company offers a Nike By You line of customizable products, where customers pay a premium to design bespoke shoes with an extensive online configurator.
While there’s nothing necessarily wrong with our susceptibility to the Ikea Effect, understanding its significance may help us make more appropriate decisions as consumers.
What Can We Do?
As we navigate an increasingly complex world, it’s natural for us to unconsciously adopt new patterns of behavior.
Becoming aware of our cognitive biases, and their implications, can help us stay on the right course.
Mapped: Which Countries Have the Highest Inflation?
Many countries around the world are facing double or triple-digit inflation. See which countries have the highest inflation rates on this map.
Mapped: Which Countries Have the Highest Inflation Rate?
Inflation is surging nearly everywhere in 2022.
Geopolitical tensions are triggering high energy costs, while supply-side disruptions are also distorting consumer prices. The end result is that almost half of countries worldwide are seeing double-digit inflation rates or higher.
With new macroeconomic forces shaping the global economy, the above infographic shows countries with the highest inflation rates, using data from Trading Economics.
Double-Digit Inflation in 2022
As the table below shows, countless countries are navigating record-high levels of inflation. Some are even facing triple-digit inflation rates. Globally, Zimbabwe, Lebanon, and Venezuela have the highest rates in the world.
|Country||Inflation Rate, Year-Over-Year||Date|
|🇿🇼 Zimbabwe||269.0%||Oct 2022|
|🇱🇧 Lebanon||162.0%||Sep 2022|
|🇻🇪 Venezuela||156.0%||Oct 2022|
|🇸🇾 Syria||139.0%||Aug 2022|
|🇸🇩 Sudan||103.0%||Oct 2022|
|🇦🇷 Argentina||88.0%||Oct 2022|
|🇹🇷 Turkey||85.5%||Oct 2022|
|🇱🇰 Sri Lanka||66.0%||Oct 2022|
|🇮🇷 Iran||52.2%||Aug 2022|
|🇸🇷 Suriname||41.4%||Sep 2022|
|🇬🇭 Ghana||40.4%||Oct 2022|
|🇨🇺 Cuba||37.2%||Sep 2022|
|🇱🇦 Laos||36.8%||Oct 2022|
|🇲🇩 Moldova||34.6%||Oct 2022|
|🇪🇹 Ethiopia||31.7%||Oct 2022|
|🇷🇼 Rwanda||31.0%||Oct 2022|
|🇭🇹 Haiti||30.5%||Jul 2022|
|🇸🇱 Sierra Leone||29.1%||Sep 2022|
|🇵🇰 Pakistan||26.6%||Oct 2022|
|🇺🇦 Ukraine||26.6%||Oct 2022|
|🇲🇼 Malawi||25.9%||Sep 2022|
|🇱🇹 Lithuania||23.6%||Oct 2022|
|🇪🇪 Estonia||22.5%||Oct 2022|
|🇧🇮 Burundi||22.1%||Oct 2022|
|🇸🇹 Sao Tome and Principe||21.9%||Sep 2022|
|🇱🇻 Latvia||21.8%||Oct 2022|
|🇭🇺 Hungary||21.1%||Oct 2022|
|🇳🇬 Nigeria||21.1%||Oct 2022|
|🇲🇰 Macedonia||19.8%||Oct 2022|
|🇲🇲 Myanmar||19.4%||Jun 2022|
|🇰🇿 Kazakhstan||18.8%||Oct 2022|
|🇵🇱 Poland||17.9%||Oct 2022|
|🇧🇬 Bulgaria||17.6%||Oct 2022|
|🇹🇲 Turkmenistan||17.5%||Dec 2021|
|🇧🇦 Bosnia and Herzegovina||17.3%||Sep 2022|
|🇲🇪 Montenegro||16.8%||Oct 2022|
|🇦🇴 Angola||16.7%||Oct 2022|
|🇧🇫 Burkina Faso||16.5%||Sep 2022|
|🇪🇬 Egypt||16.2%||Oct 2022|
|🇰🇲 Comoros||15.9%||Sep 2022|
|🇰🇬 Kyrgyzstan||15.4%||Oct 2022|
|🇷🇴 Romania||15.3%||Oct 2022|
|🇧🇾 Belarus||15.2%||Oct 2022|
|🇨🇿 Czech Republic||15.1%||Oct 2022|
|🇷🇸 Serbia||15.0%||Oct 2022|
|🇸🇰 Slovakia||14.9%||Oct 2022|
|🇲🇳 Mongolia||14.5%||Oct 2022|
|🇳🇱 Netherlands||14.3%||Oct 2022|
|🇦🇿 Azerbaijan||13.7%||Oct 2022|
|🇦🇫 Afghanistan||13.6%||Sep 2022|
|🇬🇲 Gambia||13.3%||Sep 2022|
|🇭🇷 Croatia||13.2%||Oct 2022|
|🇧🇼 Botswana||13.1%||Oct 2022|
|🇸🇳 Senegal||13.0%||Oct 2022|
|🇨🇱 Chile||12.8%||Oct 2022|
|🇽🇰 Kosovo||12.7%||Oct 2022|
|🇷🇺 Russia||12.6%||Oct 2022|
|🇬🇳 Guinea||12.4%||Jul 2022|
|🇧🇪 Belgium||12.3%||Oct 2022|
|🇨🇴 Colombia||12.2%||Oct 2022|
|🇺🇿 Uzbekistan||12.2%||Oct 2022|
|🇨🇬 Congo||12.2%||Oct 2022|
|🇳🇮 Nicaragua||12.2%||Oct 2022|
|🇰🇾 Cayman Islands||12.1%||Jun 2022|
|🇲🇺 Mauritius||11.9%||Oct 2022|
|🇲🇿 Mozambique||11.8%||Oct 2022|
|🇮🇹 Italy||11.8%||Oct 2022|
|🇲🇱 Mali||11.3%||Sep 2022|
|🇲🇷 Mauritania||11.3%||Sep 2022|
|🇬🇧 United Kingdom||11.1%||Oct 2022|
|🇦🇹 Austria||11.0%||Oct 2022|
|🇸🇪 Sweden||10.9%||Oct 2022|
|🇺🇬 Uganda||10.7%||Oct 2022|
|🇬🇪 Georgia||10.6%||Oct 2022|
|🇩🇪 Germany||10.4%||Oct 2022|
|🇭🇳 Honduras||10.2%||Oct 2022|
|🇩🇰 Denmark||10.1%||Oct 2022|
|🇵🇹 Portugal||10.1%||Oct 2022|
|🇯🇲 Jamaica||9.9%||Oct 2022|
|🇸🇮 Slovenia||9.9%||Oct 2022|
|🇬🇹 Guatemala||9.7%||Oct 2022|
|🇿🇲 Zambia||9.7%||Oct 2022|
|🇰🇪 Kenya||9.6%||Oct 2022|
|🇦🇲 Armenia||9.5%||Oct 2022|
|🇮🇸 Iceland||9.4%||Oct 2022|
|🇲🇬 Madagascar||9.3%||Aug 2022|
|🇮🇪 Ireland||9.2%||Oct 2022|
|🇱🇸 Lesotho||9.2%||Sep 2022|
|🇹🇳 Tunisia||9.2%||Oct 2022|
|🇬🇷 Greece||9.1%||Oct 2022|
|🇺🇾 Uruguay||9.1%||Oct 2022|
|🇨🇷 Costa Rica||9.0%||Oct 2022|
|🇧🇩 Bangladesh||8.9%||Oct 2022|
|🇨🇾 Cyprus||8.8%||Oct 2022|
|🇫🇴 Faroe Islands||8.8%||Sep 2022|
|🇩🇿 Algeria||8.7%||Sep 2022|
|🇳🇵 Nepal||8.6%||Sep 2022|
|🇸🇧 Solomon Islands||8.5%||Aug 2022|
|🇲🇽 Mexico||8.4%||Oct 2022|
|🇬🇼 Guinea Bissau||8.4%||Sep 2022|
|🇦🇱 Albania||8.3%||Oct 2022|
|🇧🇧 Barbados||8.3%||Aug 2022|
|🇫🇮 Finland||8.3%||Oct 2022|
|🇲🇦 Morocco||8.3%||Sep 2022|
|🇵🇪 Peru||8.3%||Oct 2022|
|🇩🇴 Dominican Republic||8.2%||Oct 2022|
|🇨🇻 Cape Verde||8.2%||Oct 2022|
|🇵🇾 Paraguay||8.1%||Oct 2022|
|🇹🇱 East Timor||7.9%||Sep 2022|
|🇹🇬 Togo||7.9%||Sep 2022|
|🇵🇭 Philippines||7.7%||Oct 2022|
|🇺🇸 U.S.||7.7%||Oct 2022|
|🇨🇲 Cameroon||7.6%||Sep 2022|
|🇳🇴 Norway||7.5%||Oct 2022|
|🇸🇬 Singapore||7.5%||Sep 2022|
|🇿🇦 South Africa||7.5%||Sep 2022|
|🇸🇻 El Salvador||7.5%||Oct 2022|
|🇲🇹 Malta||7.4%||Oct 2022|
|🇦🇺 Australia||7.3%||Sep 2022|
|🇪🇸 Spain||7.3%||Oct 2022|
|🇹🇩 Chad||7.2%||Sep 2022|
|🇳🇿 New Zealand||7.2%||Sep 2022|
|🇧🇿 Belize||7.1%||Sep 2022|
|🇳🇦 Namibia||7.1%||Oct 2022|
|🇦🇼 Aruba||7.0%||Sep 2022|
|🇨🇦 Canada||6.9%||Oct 2022|
|🇱🇺 Luxembourg||6.9%||Oct 2022|
|🇸🇴 Somalia||6.9%||Oct 2022|
|🇮🇳 India||6.8%||Oct 2022|
|🇦🇪 United Arab Emirates||6.8%||Jun 2022|
|🇬🇾 Guyana||6.5%||Sep 2022|
|🇱🇷 Liberia||6.5%||Jul 2022|
|🇧🇷 Brazil||6.5%||Oct 2022|
|🇧🇸 Bahamas||6.3%||Aug 2022|
|🇨🇮 Ivory Coast||6.3%||Sep 2022|
|🇹🇹 Trinidad and Tobago||6.3%||Aug 2022|
|🇫🇷 France||6.2%||Oct 2022|
|🇩🇯 Djibouti||6.1%||Sep 2022|
|🇵🇷 Puerto Rico||6.1%||Sep 2022|
|🇧🇹 Bhutan||6.1%||Sep 2022|
|🇧🇹 Qatar||6.0%||Sep 2022|
|🇹🇭 Thailand||6.0%||Oct 2022|
|🇸🇿 Swaziland||5.8%||Aug 2022|
|🇮🇩 Indonesia||5.7%||Oct 2022|
|🇰🇷 South Korea||5.7%||Oct 2022|
|🇹🇯 Tajikistan||5.7%||Sep 2022|
|🇵🇬 Papua New Guinea||5.5%||Jun 2022|
|🇰🇭 Cambodia||5.4%||Jul 2022|
|🇮🇶 Iraq||5.3%||Sep 2022|
|🇯🇴 Jordan||5.2%||Oct 2022|
|🇫🇯 Fiji||5.1%||Sep 2022|
|🇮🇱 Israel||5.1%||Oct 2022|
|🇳🇨 New Caledonia||5.0%||Sep 2022|
|🇹🇿 Tanzania||4.9%||Oct 2022|
|🇧🇲 Bermuda||4.5%||Jul 2022|
|🇪🇷 Eritrea||4.5%||Dec 2021|
|🇲🇾 Malaysia||4.5%||Sep 2022|
|🇭🇰 Hong Kong||4.4%||Sep 2022|
|🇵🇸 Palestine||4.4%||Oct 2022|
|🇧🇳 Brunei||4.3%||Sep 2022|
|🇱🇾 Libya||4.3%||Sep 2022|
|🇻🇳 Vietnam||4.3%||Oct 2022|
|🇪🇨 Ecuador||4.0%||Oct 2022|
|🇧🇭 Bahrain||4.0%||Sep 2022|
|🇯🇵 Japan||3.7%||Oct 2022|
|🇰🇼 Kuwait||3.2%||Sep 2022|
|🇳🇪 Niger||3.2%||Sep 2022|
|🇲🇻 Maldives||3.1%||Sep 2022|
|🇬🇦 Gabon||3.0%||Jul 2022|
|🇱🇮 Liechtenstein||3.0%||Oct 2022|
|🇸🇦 Saudi Arabia||3.0%||Oct 2022|
|🇨🇭 Switzerland||3.0%||Oct 2022|
|🇸🇨 Seychelles||2.9%||Oct 2022|
|🇬🇶 Equatorial Guinea||2.9%||Dec 2021|
|🇧🇴 Bolivia||2.9%||Oct 2022|
|🇹🇼 Taiwan||2.7%||Oct 2022|
|🇨🇫 Central African Republic||2.7%||Dec 2021|
|🇻🇺 Vanuatu||2.7%||Mar 2022|
|🇴🇲 Oman||2.4%||Sep 2022|
|🇧🇯 Benin||2.1%||Oct 2022|
|🇨🇳 China||2.1%||Oct 2022|
|🇵🇦 Panama||1.9%||Sep 2022|
|🇲🇴 Macau||1.1%||Sep 2022|
|🇸🇸 South Sudan||-2.5%||Aug 2022|
*Inflation rates based on the latest available data.
As price pressures mount, 33 central banks tracked by the Bank of International Settlements (out of a total of 38) have raised interest rates this year. These coordinated rate hikes are the largest in two decades, representing an end to an era of rock-bottom interest rates.
Going into 2023, central banks could continue this shift towards hawkish policies as inflation remains aggressively high.
The Role of Energy Prices
Driven by the war in Ukraine, energy inflation is pushing up the cost of living around the world.
Since October 2020, an index of global energy prices—made up of crude oil, natural gas, coal, and propane—has increased drastically.
Compared to the 2021 average, natural gas prices in Europe are up sixfold. Real European household electricity prices are up 78% and gas prices have climbed even more, at 144% compared to 20-year averages.
Amid global competition for liquefied natural gas supplies, price pressures are likely to stay high, even though they have fallen recently. Other harmful consequences of the energy shock include price volatility, economic strain, and energy shortages.
“The world is in the midst of the first truly global energy crisis, with impacts that will be felt for years to come”.
-Fatih Birol, executive director of the IEA
Double-Digit Inflation: Will it Last?
If history is an example, taming rising prices could take at least a few years yet.
Take the sky-high inflation of the 1980s. Italy, which managed to combat inflation faster than most countries, brought down inflation from 22% in 1980 to 4% in 1986.
If global inflation rates, which hover around 9.8% in 2022, were to follow this course, it would take at least until 2025 for levels to reach the 2% target.
It’s worth noting that inflation was also highly volatile over this decade. Consider how inflation fell across much of the rich world by 1981 but shot up again in 1987 amid higher energy prices. Federal Reserve chair Jerome Powell spoke to the volatility of inflation at their November meeting, indicating that high inflation has a chance of following a period of low inflation.
While the Federal Reserve projects U.S. inflation to fall closer to its 2% target by 2024, the road ahead could still get a lot bumpier between now and then.
Visualized: The Many Shapes of Bacteria
We introduce the visual diversity of bacteria and illustrate how they are categorized by appearance—from a single cell to an entire colony.
Invisible Diversity: The Many Shapes of Bacteria
Bacteria are amazing.
They were the first form of life to appear on Earth almost 3.8 billion years ago.
They make up the second most abundant lifeform, only outweighed by plants.
And most interesting of all: they exist in practically every environment on our planet, including areas where no other lifeforms can survive. As a result, bacteria exhibit a wide variety of appearances, behaviors, and applications similar to the lifeforms we see in our everyday lives.
The incredible diversity of bacteria goes underappreciated simply because they are invisible to the naked eye. Here, we illustrate how researchers classify these creatures on the basis of appearance, giving you a glimpse into this microscopic world.
A Life of Culture
Though bacteria may look similar to other microorganisms like fungi or plankton, they are entirely unique on a microscopic and genetic level.
Bacteria make up one of the three main domains of life. All life shares its earliest ancestor with this group of microbes, alongside two other domains: the Archaea and the Eukarya.
Archaea are very similar to bacteria, but have different contents making up their cell walls.
Eukarya largely consists of complex, multicellular life, like fungi, plants, and animals. Bacteria are similar to its single-celled members because all bacteria are also unicellular. However, while all Eukarya have nuclear membranes that store genetic material, bacteria do not.
Bacteria have their genetic material free-floating within their cellular bodies. This impacts how their genes are encoded, how proteins are synthesized, and how they reproduce. For example, bacteria do not reproduce sexually. Instead, they reproduce on their own.
Bacteria undergo a process called binary fission, where any one cell divides into two identical cells, and so on. Fission occurs quickly. In minutes, populations can double rapidly, eventually forming a community of genetically identical microbes called a colony.
Colonies can be visible to the human eye and can take on a variety of different shapes, textures, sizes, colors, and behaviors. You might be familiar with some of these:
Superstars of a Tiny World
The following are some interesting bacterial species, some of which you may be familiar with:
This species is unusually large, ranging from 200-700 micrometers in length. They are also incredible picky, living only within the guts of sturgeon, a type of large fish.
D. radiodurans is a coccus-shaped species that can withstand 1,500 times the dose of radiation that a human can.
Despite being known famously for poisoning food and agriculture spaces from time to time, not all E.coli species are dangerous.
Down in the depths of a South African gold mine, this species thrives without oxygen, sunlight, or friends—it is the only living species in its ecosystem. It survives eating minerals in the surrounding rock.
Known for causing stomach ulcers, this spiral-shaped species has also been associated with many cancers that impact the lymphoid tissue.
Most living things cease to survive in cold temperatures, but P. halocryophillus thrives in permafrost in the High Arctic where temperatures can drop below -25°C/-12°F.
‘Bact’ to the Future
Despite their microscopic size, the contributions bacteria make to our daily lives are enormous. Researchers everyday are using them to study new environments, create new drug therapies, and even build new materials.
Scientists can profile the diversity of species living in a habitat by extracting DNA from an environmental sample. Known as metagenomics, this field of genetics commonly studies bacterial populations.
In oxygen-free habitats, bacteria continuously find alternative sources of energy. Some have even evolved to eat plastic or metal that have been discarded in the ocean.
The healthcare industry uses bacteria to help create antibiotics, vaccines, and other metabolic products. They also play a major role in a new line of self-building materials, which include “self-healing” concrete and “living bricks”.
Those are just a few of the many examples in which bacteria impact our daily lives. Although they are invisible, without them, our world would undoubtedly look like a much different place.
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