'Gender Pay Scorecard' grades 50 major U.S. companies

What factors explain the gender pay gap?

Photo By Glen Martin/The Denver Post via Getty Images
  • The report was conducted by the investment firm Arjuna Capital, which has been publishing the Gender Pay Scorecard for the past three years.
  • Only three companies — Starbucks, Mastercard and Citigroup — received an "A", as defined by the report's methodology.
  • It's likely that discrimination explains part of the gender pay gap, but it's a complex issue that often gets oversimplified.


How wide is the gender pay gap at some of the world's largest companies?

For this year's Equal Pay Day on March 31, the investment firm Arjuna Capital published a report on gender pay disparity that offers some answers. The firm's Gender Pay Scorecard includes quantitative data on 50 major U.S. companies, such as Apple, Nike and Amazon.

Companies are graded based on five categories: adjusted gender pay gap, median gender pay gap, racial pay gap, coverage, and commitment (Coverage here refers to the extent to which a company's disclosed pay data covers operations outside of the U.S.).

The most recent data from the U.S. Census Bureau shows that a woman working full time earns about 81.6 cents for every dollar a man earns, while her median annual earnings are about $9,766 less than his.

"The world's largest corporations have come under intense pressure to close their gender and racial pay gaps in response to investor pressure, the #MeToo movement, and increasing public policy and regulation," the report states. "This Equal Pay Day, we have compiled our third quantitative accounting of current pay disclosures, performance, and commitments among corporate leaders and laggards in four industries: finance, technology/communications, consumer, and healthcare."

Gender Pay Scorecard

Arjuna Capital

Of the 50 companies, only three received an "A" score: Starbucks, Mastercard and Citigroup. Meanwhile, 25 companies received an "F", though it's worth noting that 11 of those 25 companies didn't disclose any data at all.

Arjuna says shareholders can help close the gender pay gap by pressuring companies to disclose gender pay data.

"Investors have effectively used shareholder dialogues and proposals to move this process forward," the report states. "The continued growth of the gender and racial pay gap shareholder campaign, combined with an annual scorecard identifying industry leaders and laggards, will help improve corporate disclosure and practices, advancing the goal of pay equity."

Arjuna and other parity advocates especially want companies to disclose a specific measure of the gender pay gap: the unadjusted median pay gap, which is the raw difference between the median earnings of men and women. In contrast, the adjusted pay gap controls for factors like age, educational attainment, geography, hours worked and seniority. The adjusted pay gap is almost always narrower than the unadjusted version, so companies tend to prefer reporting this measure.

Arjuna Capital

"Many of the companies in the GPS report both adjusted and unadjusted gaps, but only for U.K. operations," the report states. "In fact, the only companies to report both adjusted and unadjusted median global pay gap numbers are Citigroup, Starbucks and Mastercard."

For example, Citigroup reported that its adjusted pay gap was only 1 percent, but its global unadjusted median pay gap was much bigger at 27 percent. Starbucks had the lowest median pay gap, paying women 98.3 cents on the dollar versus men, while reporting an adjusted pay gap of zero.

Arjuna concluded its third annual Gender Pay Scorecard by emphasizing the importance of disclosing gender pay data:

"The first step is for companies to analyze their current pay structures and disclose any gaps. Transparently addressing gender and racial pay gaps is essential to achieve pay equity and create more diverse companies."

Does discrimination explain the gender pay gap?

It depends on whom you ask. Some say that the bulk of the disparity stems from gender discrimination. Skeptics of the gender pay gap say it's a total myth. Who's closer to the truth?

Obviously, it's complicated. There are many factors you could examine to find causes for the gap. For example, pregnant women have to take time off work, and mothers — for complex reasons, some of which are cultural — tend to spend more time caring for children. Both help to lower women's overall earnings. Another potential cause lies in the body of research showing that men are more likely than women to negotiate salaries.

But one of the most compelling explanations for the gender pay gap is the fact that men and women make different career choices. On the whole, research on earnings between the genders shows that men tend to choose jobs in higher-pay industries, work more hours, work more dangerous jobs, and prioritize earnings over work-life balance.

Researchers at Harvard University recently conducted a study on gender pay disparity that focused on train and bus operators. The researchers wrote:

"Women value time away from work and flexibility more than men, taking more unpaid time off using the Family Medical Leave Act (FMLA) and working fewer overtime hours than men. When overtime hours are scheduled three months in advance, men and women work a similar number of hours; but when those hours are offered at the last minute, men work nearly twice as many. When selecting work schedules, women try to avoid weekend, holiday, and split shifts more than men. To avoid unfavorable work times, women prioritize their schedules over route safety and select routes with a higher probability of accidents. Women are less likely than men to game the scheduling system by trading off work hours at regular wages for overtime hours at premium wages."

The findings align with a major 2009 study conducted by the U.S. Department of Labor, which examined more than 50 peer-reviewed papers on the nation's gender pay gap. It found that the gender pay gap disparity "may be almost entirely the result of individual choices being made by both male and female workers."

U.S. Department of Labor

But that doesn't prove that gender discrimination is nonexistent in the workplace. After all, even statistically adjusted data shows a gender pay gap. Additionally, biased cultural forces may partly explain why women make certain career choices; for example, some research suggests that women are encouraged not to pursue careers in science and engineering at a young age.

So, how much does discrimination factor into the gender pay gap? It's hard to say. Some research has found discrimination to be responsible for 39 percent of the gender pay gap, while others say discrimination accounts for just a few cents of the disparity. Gender discrimination is simply hard to quantify.

But what the research does conclusively show is that anyone who says the gender pay gap is completely a myth or completely a societal injustice is oversimplifying the issue.

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New research establishes an unexpected connection.

Reactive oxygen species (ROS) accumulate in the gut of sleep-deprived fruit flies, one (left), seven (center) and ten (right) days without sleep.

Image source: Vaccaro et al, 2020/Harvard Medical School
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We don't have to tell you what it feels like when you don't get enough sleep. A night or two of that can be miserable; long-term sleeplessness is out-and-out debilitating. Though we know from personal experience that we need sleep — our cognitive, metabolic, cardiovascular, and immune functioning depend on it — a lack of it does more than just make you feel like you want to die. It can actually kill you, according to study of rats published in 1989. But why?

A new study answers that question, and in an unexpected way. It appears that the sleeplessness/death connection has nothing to do with the brain or nervous system as many have assumed — it happens in your gut. Equally amazing, the study's authors were able to reverse the ill effects with antioxidants.

The study, from researchers at Harvard Medical School (HMS), is published in the journal Cell.

An unexpected culprit

The new research examines the mechanisms at play in sleep-deprived fruit flies and in mice — long-term sleep-deprivation experiments with humans are considered ethically iffy.

What the scientists found is that death from sleep deprivation is always preceded by a buildup of Reactive Oxygen Species (ROS) in the gut. These are not, as their name implies, living organisms. ROS are reactive molecules that are part of the immune system's response to invading microbes, and recent research suggests they're paradoxically key players in normal cell signal transduction and cell cycling as well. However, having an excess of ROS leads to oxidative stress, which is linked to "macromolecular damage and is implicated in various disease states such as atherosclerosis, diabetes, cancer, neurodegeneration, and aging." To prevent this, cellular defenses typically maintain a balance between ROS production and removal.

"We took an unbiased approach and searched throughout the body for indicators of damage from sleep deprivation," says senior study author Dragana Rogulja, admitting, "We were surprised to find it was the gut that plays a key role in causing death." The accumulation occurred in both sleep-deprived fruit flies and mice.

"Even more surprising," Rogulja recalls, "we found that premature death could be prevented. Each morning, we would all gather around to look at the flies, with disbelief to be honest. What we saw is that every time we could neutralize ROS in the gut, we could rescue the flies." Fruit flies given any of 11 antioxidant compounds — including melatonin, lipoic acid and NAD — that neutralize ROS buildups remained active and lived a normal length of time in spite of sleep deprivation. (The researchers note that these antioxidants did not extend the lifespans of non-sleep deprived control subjects.)

fly with thought bubble that says "What? I'm awake!"

Image source: Tomasz Klejdysz/Shutterstock/Big Think

The experiments

The study's tests were managed by co-first authors Alexandra Vaccaro and Yosef Kaplan Dor, both research fellows at HMS.

You may wonder how you compel a fruit fly to sleep, or for that matter, how you keep one awake. The researchers ascertained that fruit flies doze off in response to being shaken, and thus were the control subjects induced to snooze in their individual, warmed tubes. Each subject occupied its own 29 °C (84F) tube.

For their sleepless cohort, fruit flies were genetically manipulated to express a heat-sensitive protein in specific neurons. These neurons are known to suppress sleep, and did so — the fruit flies' activity levels, or lack thereof, were tracked using infrared beams.

Starting at Day 10 of sleep deprivation, fruit flies began dying, with all of them dead by Day 20. Control flies lived up to 40 days.

The scientists sought out markers that would indicate cell damage in their sleepless subjects. They saw no difference in brain tissue and elsewhere between the well-rested and sleep-deprived fruit flies, with the exception of one fruit fly.

However, in the guts of sleep-deprived fruit flies was a massive accumulation of ROS, which peaked around Day 10. Says Vaccaro, "We found that sleep-deprived flies were dying at the same pace, every time, and when we looked at markers of cell damage and death, the one tissue that really stood out was the gut." She adds, "I remember when we did the first experiment, you could immediately tell under the microscope that there was a striking difference. That almost never happens in lab research."

The experiments were repeated with mice who were gently kept awake for five days. Again, ROS built up over time in their small and large intestines but nowhere else.

As noted above, the administering of antioxidants alleviated the effect of the ROS buildup. In addition, flies that were modified to overproduce gut antioxidant enzymes were found to be immune to the damaging effects of sleep deprivation.

The research leaves some important questions unanswered. Says Kaplan Dor, "We still don't know why sleep loss causes ROS accumulation in the gut, and why this is lethal." He hypothesizes, "Sleep deprivation could directly affect the gut, but the trigger may also originate in the brain. Similarly, death could be due to damage in the gut or because high levels of ROS have systemic effects, or some combination of these."

The HMS researchers are now investigating the chemical pathways by which sleep-deprivation triggers the ROS buildup, and the means by which the ROS wreak cell havoc.

"We need to understand the biology of how sleep deprivation damages the body so that we can find ways to prevent this harm," says Rogulja.

Referring to the value of this study to humans, she notes,"So many of us are chronically sleep deprived. Even if we know staying up late every night is bad, we still do it. We believe we've identified a central issue that, when eliminated, allows for survival without sleep, at least in fruit flies."

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