Color

Here's why you should (almost) never use a pie chart for your data

Retrieved on: 
Sunday, January 7, 2024

Our phones monitor our time and internet usage and online surveys discern our opinions and likes.

Key Points: 
  • Our phones monitor our time and internet usage and online surveys discern our opinions and likes.
  • To help the average person understand big data and numbers, we often use visual summaries, such as pie charts.
  • But while non-numerate folk will avoid numbers, most numerate folk will avoid pie charts.

What is a pie chart?

  • An example pie chart below shows Australia’s two-party preferred vote before the last election, with Labor on 55% and the the Coalition on 45%.
  • The two near semi-circles show the relatively tight race – this is a useful example of a pie chart.

What’s wrong with pie charts?


Once we have more than two categories, pie charts can easily misrepresent percentages and become hard to read. The three charts below are a good example – it is very hard to work out which of the five areas is the largest. The pie chart’s circularity means the areas lack a common reference point.
Pie charts also do badly when there are lots of categories. For example, this chart from a study on data sources used for COVID data visualisation shows hundreds of categories in one pie.
The tiny slices, lack of clear labelling and the kaleidoscope of colours make interpretation difficult for anyone. It’s even harder for a colour blind person. For example, this is a simulation of what the above chart would look like to a person with deuteranomaly or reduced sensitivity to green light. This is the most common type of colour blindness, affecting roughly 4.6% of the population.
It can get even worse if we take pie charts and make them three-dimensional. This can lead to egregious misrepresentations of data. Below, the yellow, red and green areas are all the same size (one-third), but appear to be different based on the angle and which slice is placed at the bottom of the pie.

So why are pie charts everywhere?

  • Despite the well known problems with pie charts, they are everywhere.
  • While statisticians have criticised them for decades, it’s hard to argue with this logic: “if pie charts are so bad, why are there so many of them?” Possibly they are popular because they are popular, which is a circular argument that suits a pie chart.

What’s a good alternative to pie charts?


There’s a simple fix that can effectively summarise big data in a small space and still allow creative colour schemes. It’s the humble bar chart. Remember the brain-aching pie chart example above with the five categories? Here’s the same example using bars – we can now instantly see which category is the largest.

  • Linear bars are easier on the eye than the non-linear segments of a pie chart.
  • But beware the temptation to make a humble bar chart look more interesting by adding a 3D effect.

Is it ever okay to use a pie chart?

  • Pie charts can be okay when there are just a few categories and the percentages are dissimilar, for example with one large and one small category.
  • Overall, it is best to use pie charts sparingly, especially when there is a more “digestible” alternative – the bar chart.


Adrian Barnett is a member of the Statistical Society of Australia. Victor Oguoma is a member of the Statistical Society of Australia.

70 years after Brown vs. Board of Education, public schools still deeply segregated

Retrieved on: 
Friday, January 5, 2024

At the time of the 1954 ruling, 17 U.S. states had laws permitting or requiring racially segregated schools.

Key Points: 
  • At the time of the 1954 ruling, 17 U.S. states had laws permitting or requiring racially segregated schools.
  • With Brown, the justices overturned decades of legal precedent that kept Black Americans in separate and unequal schools.
  • As a professor of education and demography at Penn State University, I research racial desegregation and inequality in K-12 schools.

Recent setbacks

  • The decision followed the COVID-19 pandemic, which exacerbated racial inequalities in the U.S.
  • Meanwhile, politicians and school boards have banned or removed books by authors of color from school libraries and restricted teaching about racism in U.S. history.
  • I believe these legal setbacks amid the current political climate make finally realizing the full promise of Brown more urgent.

Resistance to Brown ruling

  • The Brown vs. Board of Education decision did not immediately change the nation’s public schools, especially in the completely segregated South, where there was massive resistance to desegregation.
  • Resistance was so fierce in the first decade after Brown that compliance with desegregation orders at times required federal troops to escort Black students to enroll in formerly all-white schools.


While only 2% of Southern Black K-12 students attended majority white schools in 1964 – 10 years after Brown – the number had grown to 33% by 1970. The South surpassed all other regions in desegregation progress for Black students.

Segregation persists

  • At the time of Brown, about 90% of students were white and most other students were Black.
  • Today, according to a 2022 federal report, 46% of public school students are white, 28% are Hispanic, 15% are Black, 6% Asian, 4% multiracial and 1% American Indian.
  • Based on my analysis of 2021 federal education data, public schools in 22 states and Washington, D.C., served majorities of students of color.
  • In 2021, approximately 60% of Black and Hispanic public school students attended schools where 75% or more of students were students of color.

Benefits of diversity


While Brown was an attempt to address the inequality that students experienced in segregated Black schools, the harms of segregation affect students of all races. Racially integrated schools are associated with reduced prejudice, enhanced critical thinking or simply building cross-racial friendships that teach children how to work effectively with others.
White students are the least exposed to students of other races and ethnicities, and therefore they often miss out on the benefits of diversity. Nearly half of white public school students attend a school in which white students are 75% or more of the student body.

Factors that exacerbate segregation

  • How those boundaries are drawn or redrawn can exacerbate or alleviate school segregation.
  • A high level of income and racial segregation also exists between neighboring school districts.
  • And district secession – when schools leave an existing school district to form a new district – is linked to higher segregation.
  • One study found that areas with more students enrolled in charter schools were associated with higher school segregation.

Potential solutions

  • For the rest of the country, voluntary integration efforts are attempts to finally achieve the goals of the Brown decision.
  • Finally, since reducing residential segregation could also reduce school segregation, some efforts have combined school desegregation and housing integration policies.


Erica Frankenberg does not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

How religion and politics will mix in 2024 – three trends to track

Retrieved on: 
Wednesday, January 3, 2024

Religion is likely to play a big role in voters’ choices in the 2024 presidential election – much as it did in previous years.

Key Points: 
  • Religion is likely to play a big role in voters’ choices in the 2024 presidential election – much as it did in previous years.
  • Despite an overall shift away from participation in organized religion in the U.S. populace, religious rhetoric in the political arena has intensified.
  • In the 2016 race, evangelical voters contributed, in part, to Republican nominee Donald Trump’s victory.
  • Historical evidence can help identify trends that will likely influence the mix of religion and politics in the year ahead.

1. End-times rhetoric

  • End-times rhetoric has long played a prominent role in American politics.
  • Ever since Puritan John Winthrop first called America a “city on the hill” – meaning a shining example for the world to follow – the threat of losing that divinely appointed status has consistently been employed by presidential candidates.
  • John F. Kennedy employed that exact image of the “city on the hill” in a 1961 speech on the cusp of his inauguration, claiming that – with “God’s help” – valor, integrity, dedication and wisdom would define his administration.
  • By March 2023, at the annual gathering of the Conservative Political Action Conference, he predicted that “if they [Democrats] win, we no longer have a country.” Biden has likewise drawn on the image of final battles.
  • In a speech at Philadelphia’s Independence Hall on Sept. 1, 2022, he said that he and his supporters are in “a battle for the soul of this nation.”

2. Divine mandate

  • Since the establishment of the republic, many U.S. political leaders have claimed a divine mandate.
  • Scholars have long documented how those in power employ claims of divine authority to legitimize their role in a host of different countries.
  • Recently, some U.S. politicians and public commentators have shifted to claiming divine authority for anti-democratic actions.
  • Regardless of the outcome of the 2024 election, the switch from historical claims of divine authority for democracy to divine authority to challenge democracy is already obvious and apparent.

3. White supremacy and Christian nationalism

  • Likewise, the unapologetically white supremacist “alt-right movement” that coalesced in 2010 around the philosophies of biological racism and the belief in the superiority of white peoples around the world have likewise mixed overt white supremacy with religious doctrines.
  • This close connection between religious claims and white supremacy among overtly racist organizations has shown up in mainline political arenas as well.
  • Evangelical leaders have consistently failed to condemn or disassociate themselves from leaders with overt white supremacy connections.
  • In spring of 2023, 26 members of the House Oversight and Accountability Committee refused to sign a letter denouncing white supremacy.


Tobin Miller Shearer does not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

Rite Aid Banned from Using AI Facial Recognition After FTC Says Retailer Deployed Technology without Reasonable Safeguards

Retrieved on: 
Tuesday, January 2, 2024

Rite Aid will be prohibited from using facial recognition technology for surveillance purposes for five years to settle Federal Trade Commission charges that the retailer failed to implement reasonable procedures and prevent harm to consumers in its use of facial recognition technology in hundreds of stores.

Key Points: 
  • Rite Aid will be prohibited from using facial recognition technology for surveillance purposes for five years to settle Federal Trade Commission charges that the retailer failed to implement reasonable procedures and prevent harm to consumers in its use of facial recognition technology in hundreds of stores.
  • It also will require Rite Aid to discontinue using any such technology if it cannot control potential risks to consumers.
  • In a complaint filed in federal court, the FTC says that from 2012 to 2020, Rite Aid deployed artificial intelligence-based facial recognition technology in order to identify customers who may have been engaged in shoplifting or other problematic behavior.
  • The company did not inform consumers that it was using the technology in its stores and employees were discouraged from revealing such information.
  • In its complaint, the FTC also says Rite Aid violated its 2010 data security order with the Commission by failing to adequately implement a comprehensive information security program.
  • Among other things, the 2010 order required Rite Aid to ensure its third-party service providers had appropriate safeguards to protect consumers’ personal data.

Cranberries can bounce, float and pollinate themselves: The saucy science of a Thanksgiving classic

Retrieved on: 
Thursday, November 9, 2023

Cranberries are a staple in U.S. households at Thanksgiving – but how did this bog dweller end up on holiday tables?

Key Points: 
  • Cranberries are a staple in U.S. households at Thanksgiving – but how did this bog dweller end up on holiday tables?
  • But as a plant scientist, I’ve learned much about cranberries’ ancestry from their botany and genomics.

New on the plant breeding scene

  • Humans have cultivated sorghum for some 5,500 years, corn for around 8,700 years and cotton for about 5,000 years.
  • In contrast, cranberries were domesticated around 200 years ago – but people were eating the berries before that.
  • Today, Wisconsin produces roughly 60% of the U.S. cranberry harvest, followed by Massachusetts, Oregon and New Jersey.

A flexible and adaptable plant

  • Like roses, lilies and daffodils, cranberry flowers are hermaphroditic, which means they contain both male and female parts.
  • The flower’s resemblance to the beak of a bird earned the cranberry its original name, the “craneberry.”
  • They can also be propagated sexually, by planting seeds, or asexually, through rooting vine cuttings.
  • This is important for growers because seed-based propagation allows for higher genetic diversity, which can translate to things like increased disease resistance or more pest tolerance.
  • These pockets serve a biological role: They enable the berries to float down rivers and streams to disperse their seeds.

Reading cranberry DNA

  • The cranberry is a diploid, which means that each cell contains one set of chromosomes from the maternal parent and one set from the paternal parent.
  • It has 24 chromosomes, and its genome size is less than one-tenth that of the human genome.
  • Insights like these help scientists better understand where potentially valuable genes might be located in the cranberry genome.
  • Researchers are developing molecular markers – tools to determine where certain genes or sequences of interest reside within a genome – to help determine the best combinations of genes from different varieties of cranberry that can enhance desired traits.

Ripe at the right time

  • Fresh cranberries are ready to harvest from mid-September through mid-November, so Thanksgiving falls within that perfect window for eating them.
  • In recent decades, the cranberry industry has branched out into juices, snacks and other products in pursuit of year-round markets.


Serina DeSalvio does not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

Why more food, toiletry and beauty companies are switching to minimalist package designs

Retrieved on: 
Thursday, November 9, 2023

The stripped-down packaging you’ll often see is reminiscent of the minimalist art that flourished in the 1960s.

Key Points: 
  • The stripped-down packaging you’ll often see is reminiscent of the minimalist art that flourished in the 1960s.
  • A reaction against overly complex, representative works, the art that emerged in this period was characterized by spareness and abstraction.
  • When less is more
    First, we wanted to see if shoppers were willing to pay more for products in these packages.
  • Kashi’s cereal boxes employ a muted color scheme and avoid overloading the package with claims or extensive product descriptions.

Exposing plants to an unusual chemical early on may bolster their growth and help feed the world

Retrieved on: 
Thursday, November 9, 2023

Usually it’s conditions like heat and drought that lead to this stress, and when they’re stressed, plants might not grow as large or produce as much.

Key Points: 
  • Usually it’s conditions like heat and drought that lead to this stress, and when they’re stressed, plants might not grow as large or produce as much.
  • Similarly, improving the ability of plants to survive stress often results in plants that produce less because they put more energy into protection than into growth.
  • I have been studying how the plant hormone ethylene regulates growth and stress responses in plants.

Ethylene is a plant hormone

  • Ethylene was first discovered as a gaseous plant hormone over 100 years ago.
  • Since then, research has shown that all land plants that have been studied make ethylene.

Ethylene as a way to ‘prime’ plants

  • My lab focuses on how plants and bacteria sense ethylene and on how it interacts with other hormone pathways to regulate plant development.
  • For this experiment, we’d exposed the seeds to ethylene gas for several days to see what effect this might have.
  • They had larger leaves as well as longer and more complex root systems than plants that had not been exposed to ethylene.
  • My colleagues and I wanted to know if diverse plant species showed growth stimulation when exposed to ethylene during seed germination.
  • We tested the effects of short-term ethylene treatment on germinating tomato, cucumber, wheat and arugula seeds – all grew bigger.
  • Studies have looked at how plants grow after priming at various ages and stages of development.

How does it work?

  • One is that ethylene priming increases photosynthesis, the process plants use to make sugars from light.
  • Correlating with the increase in photosynthesis is a large increase in carbohydrate levels throughout the plant.
  • Understanding the mechanisms for this is more important than ever and could help improve crop production to feed the world’s population.


Brad Binder receives funding from the U.S. National Science Foundation.

How animals get their skin patterns is a matter of physics – new research clarifying how could improve medical diagnostics and synthetic materials

Retrieved on: 
Wednesday, November 8, 2023

The colors making up these patterns must be distinct and well separated to be effective.

Key Points: 
  • The colors making up these patterns must be distinct and well separated to be effective.
  • For instance, as a warning signal, distinct colors make them clearly visible to other animals.
  • A question naturally arises: How can distinct color patterns form in the presence of diffusion?

Movement and boundaries

  • However, in mathematical models, the boundaries between color regions are fuzzy due to diffusion.
  • This is unlike in nature, where boundaries are often sharp and colors are well separated.


Our team thought a clue to figuring out how animals create distinctive color patterns could be found in lab experiments on micron-sized particles, such as the cells involved in producing the colors of an animal’s skin. My work and work from other labs found that micron-sized particles form banded structures when placed between a region with a high concentration of other dissolved solutes and a region with a low concentration of other dissolved solutes.

  • As the red dye moves into an area where it is at a lower concentration, nearby particles will be carried along with it.
  • You benefit from diffusiophoresis whenever you do your laundry: Dirt particles move away from your clothing as soap molecules diffuse out from your shirt and into the water.

Drawing sharp boundaries

  • We wondered whether Turing patterns composed of regions of concentration differences could also move micron-sized particles.
  • If so, would the resulting patterns from these particles be sharp and not fuzzy?
  • Diffusiophoresis resulted in sharper movement patterns, confirming its role as a physical mechanism behind biological pattern formation.

Learning nature’s trick

  • Lab experiments have shown that scientists can use diffusiophoresis to create membraneless water filters and low-cost drug development tools.
  • Our work suggests that combining the conditions that form Turing patterns with diffusiophoresis could also form the basis of artificial skin patches.

The work ahead

  • Besides animal skin patterns, Turing patterns are also crucial to other processes such as embryonic development and tumor formation.
  • Our work suggests that diffusiophoresis may play an underappreciated but important role in these natural processes.


Ankur Gupta receives funding from NSF (CBET - 2238412) and ACS Petroleum Research Fund (65836 - DNI9).

Engineered 'living materials' could help clean up water pollution one day

Retrieved on: 
Tuesday, November 7, 2023

Water pollution is both an environmental and humanitarian issue that can affect ecosystems and human health alike.

Key Points: 
  • Water pollution is both an environmental and humanitarian issue that can affect ecosystems and human health alike.
  • We’re hopeful that the materials we’re developing could be one tool available to help combat this problem.
  • Engineering a living material
    The “engineered living material” our team has been working on contains programmed bacteria embedded in a soft hydrogel material.
  • The hydrogel that forms the base of the material has similar properties to Jell-O – it’s soft and made mostly of water.