Bay Area Young Women Social Entrepreneurs (Apr 5)

“15 years have flown by since Young Women Social Entrepreneurs began! In our 10 year anniversary video, YWSE founders, leaders, and members reflect on the spirit of YWSE which keeps it going strong. Watch as we take a look at this special community that continues to inspire women all over the world.

Young Women Social Entrepreneurs (YWSE) is a global organization with chapters in Afghanistan, Ghana, Kenya, South Africa, and the U.S. (Los Angeles, Miami, New York, Portland, San Francisco, Washington DC). ”

The Tax on Being Different


There is a tax and we all pay it. This tax does not build bridges. It doesn’t pave roads or pay for defense, but it is very real. In the United States, only the total combined federal tax revenue ($3.2 trillion) rivals it for scale. But it doesn’t stop at our borders. This tax is collected around the world, and every year a great deal of money and productivity is lost as a result, impeding growth and stagnating economies. And while everyone pays this tax, its most direct burden is placed on those least able to pay it, defying any concept of fairness or economic inventive. It is the tax on being different.

To understand this tax, let’s start with the story of José Zamora. Last summer, José  reportedly sent over a hundred resumes a week without any response, much less an interview. So, José dropped the ’S’ out of his name and, so he claimed, everything changed. “Joe Zamora” was in demand in a way “José” could only envy.

Though José’s claims might seem exaggerated, there is ample research suggesting that his experience is real. Given identical resumes, controlled studies find that

Given this large and growing body of research, the classic claim “I had to work twice as hard to get where I am” is believable. Is it possible, though, to actually quantify this difference? What does it cost José to achieve the same career outcomes as Joe for the same work?

It turns out we can answer this question thanks to a data set of 122 million professional profiles collected by the HR Tech company Gild (where I was Chief Scientist). From that data, I pulled out every single José and Joe (Joe; no Josephs or any other variant). I found 151,604 Joes and 103,011 Josés. Even with just the simplest of statistics some interesting stories emerged. For example, José is more likely to become an MD than Joe, but Joe is four times as likely to reach the C-suite.

Let’s dive deeper than the surface and draw on the concept of signalling cost. A classic example of signalling cost is the peacock’s tail. Although a male peacock’s tail affords it no real survival advantage, it is a signal of the male’s fitness. The idea goes, since only the most fit males can waste energy on the biggest tails, females use it implicitly as a proxy for true fitness (much as many recruiters rely on Ivy League degrees). We can leverage the signalling cost concept here to ask, “What does it cost José to achieve the same career outcomes as Joe?”

Let’s start by pulling all of the Joes and Josés who are software developers. It turns out we still have thousands of both in our dataset, thousands of real people write code for a living. Then, let’s look at the probability that each was promoted from “software engineer” to “senior software engineer” (generic terms we used to cover a broad range of related job titles). Finally, let’s look at what sort of signals are required for José to be equally likely to be promoted as Joe. Specifically, let’s look at college degrees.

To be equally likely to get that promotion, José needs a masters degree or higher compared to Joe with no degree at all. This means that, for similar work*, José needs six additional years of education and all of the tuition and opportunity costs that education entails. This is the tax on being different, and for José that tax is $500,000-1,000,000 over his lifetime.

After diving into José’s story, I immediately applied the same analysis to other groups. Female software engineers need a Masters degree to compare equally with male’s bachelors degree. The difference is not as stark as for José, but it still means the women pay a tax of $100,000-300,000 just for a chance at the same career outcomes.

And the tax is superlinear, a black woman pays more than white woman and black man combined. Our analysis is even sensitive enough to pick up on the difference between growing  up in an inclusive vs. uninclusive home for a gay professional, which is a story for some later date.

After speaking with audiences about the tax I’ve had women come up to me and say, “I’ve been considering returning to school for an MBA, but now I think I might just be paying the tax. What should I do?” Unfortunately, one person cannot refuse to pay the tax. You cannot opt out of the tax without opting out of the system. At an individual level, it is nearly as fundamental as a natural law.

The tax of being different provides a very different face on issues of bias and discrimination. The tax is largely implicit. People needn’t act maliciously for the tax to be levied. In fact, at it’s heart is (to a scientist like me) a laudable idea: prove it to me. The problem is that we are requiring different levels of proof without realizing it. “I’ll hire José…when he’s sufficiently proved his value.” Imagine how many Josés gave up long before that point in the process, disincentivized by the enormous tax they sense ahead of them.

Only at a societal or even organizational level we can say “No”. We can recognize that we all pay this tax collectively in lost potential, lost productivity, and lost lives. Companies and communities that fail to recognize and elicit the full potential of their workforce will not remain competitive. In a future post, “Engineering Environments for Success”, I will discuss how we can slowly repeal the tax on being different.

* “similar work” assessment is based on Gild’s developer ratings derived from code analysis.