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Quick Hit: Wage gap illustrated

The NYTimes has a really interesting graphic on the gender wage gap. Check it out here.

It breaks wages down by profession to show how women compare to men across professions. It's interesting to notice the professions where women make more than men (special education teachers and postal clerks) and the professions where the wage gap is the largest (physicians and surgeons, financial managers and medical scientists).

Posted by Miriam - March 02, 2009, at 10:00AM | in Work

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28 Comments

[0+] Author Profile Page GraceMP said:

Last semester I read an interesting article for class about how even when the wage gap looks like its getting better for certain professions, you really should look at how the demographic for that profession has shifted overtime. In most cases, it was alarming to see how women aren't necessarily getting paid more, men are just simply leaving those particular professions.
For example, back in the day secretarial work was a man's job. when women started entering the workforce, they came in at that level and others similar to it and men simply went elsewhere, no longer competing.
I'm wondering how the numbers and shifts play out in this study. Any one have thoughts on this? I feel like we need to know a little more about how the data was collected, etc.

I've always found it interesting that one common gripe about the "wage gap myth" is that women should just get better educations. If you look across the board, higher education usually means a bigger wage gap, not a smaller one, as this chart illustrates.

[0+] Author Profile Page gordon.gecko said:

This sort of graphic illustrates my problem with pop-statistics in general. The first point I notice is the jobs with the lowest weekly wage inequality have the smallest variance in hours worked per week. Doctors, lawyers, and most professionals can work anywhere from 100 hours to 30 or 40 whereas a highschool teacher would have a much smaller range in hours per week. So is it fair to imply that female doctors earn 40% less for the same work if you're not controlling for hours?

Secondly you're not controlling for age. If men are disproportionately older in the professional jobs it is unfair to compare them to largely younger females. And since these are the jobs that tend to pay a lot more for seniority (think partner at law firm) it needs to be controlled.

I guess my real problem is these types of disingenuous statistics (think 77 cents per dollar) obscure the true causes of wage discrimination. If you want an honest debate you need honest statistics and these aren't honest. Until then we'll keep blaming the employer when we should be blaming the husband.

Another aspect of the wage gap that's not covered is that in some professions--librarianship, for example--the front-line workers tend to be female, while men often rise steadily to the top to managerial or directorship positions. They therefore earn more, and have considerably greater power and status, but the standard wage comparisons don't reveal that because you're talking about different job positions.

Isn't there a term used by sociologists to describe that phenomenon? Where men entering a traditionally female profession rise to the top, often without the requisite skills or experience that a female candidate would have to have for the same position? Apparently it's quite common.

[0+] Author Profile Page Lisa replied to laughingrat :

I've heard it referred to as the "glass escalator".

[0+] Author Profile Page Tara K. said:

Okay, I can't understand this graphic at all. How do you make sense of it?

roll your mouse over the dots. that will tell you how much women make relative to men in that job.

The male salaries are on one axis and the female salaries are on the other axis

for example, the median salary for a male zookeeper might be $800 a week. For a female, $600. .

So there will be a dot at $800, $600. the dot will tell you that women make 25% less in this job.

[0+] Author Profile Page Logrus said:

The graphic is overly simplified and because of this it is obscuring the actual causes of the largest segment of the wage-gap; that cause being social conditioning that has 39% of women leaving the full-time workforce within ten years of entering it.

As another poster noted the obfuscation of factual data in favor of rhetoric by proxy does not one thing to fix or even draw attention to the real inequities, which are more likely to be in the home than in the workplace.

The economist June O'Neill has written some good articles on this subject.

[0+] Author Profile Page borrow_tunnel replied to Logrus :

You mean as in a husband not helping out enough so that the woman can work outside the home or just being so possessive as to not let her get her own job?

[0+] Author Profile Page Logrus replied to borrow_tunnel :

Either or both, and it's not just husbands here. Parents teaching their sons and daughters that it's natural to subvert the goals of their female child or their child's future spouse.

If the parents do a good job of teaching their daughter to tell anyone who tries to get between them and their own naturally formed goals to "fuck off!" pretty soon that woman will only have supportive people in her life. And if the parents of boys teach their kids to expect a real partner, not an assistant/servant/surrogate mother, then that boy will be fortunate enough to eventually have a real partner.

/obviously I'm talking about a heterosexual M/F binary here, but statistics state that this is where the problem is coming from.

[0+] Author Profile Page David said:

I think one of the greatest failures of our education system is not teaching statistics or data analysis correctly. Every time I see wage gap statistics I am appalled, not by the fact that a wage gap exists, but because the fast majority of people have no idea what the statistics mean that they are using.

Let me draw your attention to a bunch of different things that are wrong with most if not all of the wage gap statistics. First, they calculate the gap using the median wage (in this case weekly earnings). This means that if there are 101 workers where worker 1 makes the least and worker 101 makes the most, and the wage of worker 51 is the median wage. This method normally works very well if you have steady state conditions, but in the modern work force it is a terrible approximation. If you assume the number of men in a occupation is constant, but you have an increasing number of women (ie more women entering the workforce), that means that the median salary for men will not change, but since there are more women who are just entering women’s median salary will decrease. So, what this means, is statistically, even if there is no discrimination whatsoever, if more women are entering the workforce, there will be the appearance of a wage gap. Right now we know that there has been constant growth in the number of women in the work force, this means that there will be a constant false degree of wage gap. This doesn’t mean that there isn’t discrimination, but it does mean that some of the wage gap we see is actually due to more women entering the work force, not really a bad thing if you ask me. The next paragraph is an example of this.

There are 5 women workers and 5 male workers, one from each sex enters the labor market every year and one leaves. Their salary starts as one dollar and goes up by one dollar every year and they will all work for 5 years. So male salaries: $1 $2 $3 $4 $5 Female Salaries: $1 $2 $3 $4 $5. Now, we apply the wage gap equation and get $3/$3=1 and therefore there is no wage gap. But, now, three more females decide to work this coming year and only one leaves, so there are now seven. Female Salaries: $1 $1 $1 $2 $3 $4 $5 Male Salaries: $1 $2 $3 $4 $5. So now if we apply the wage gap equation we get $2/$3=.66 Are women really getting paid 44 cents less then men are for the same work in this example? According to the wage gap they are, but it is kind of paradoxical that the fact that conditions are getting better for women (ie that they can enter the workforce) is actually increasing the appearance of discrimination? Is there a problem with the wage gap statistic as a measure of discrimination, you bet.

This example shows that if the number of women participating in the work force increases, it will increase the wage gap. Now, no discrimination happened, but rather women on their first year were paid the first year salary and thus the median for women changed. So, in my opinion, in this example there is a wage gap, but that does not mean any discrimination is happening. Since the female participation rate in the labor force has been steadily increasing for a long time now, the wage gap is going to be larger, not because of discrimination, but because of more women earning starting salaries. It will also take five years (in my example) for the wage gap to go back to 1 assuming that three women enter every year form now on. Or, if starting next year it reverts to having only one women enter each year, then in four years the men will be the ones suffering a wage gap because the median women’s salary will be higher than the men’s.

What we really want to see is not a comparison of median salaries, but rather a comparison of average salaries as a function of employment length. This will not give us the difference between a mans and women’s median salary, but rather it will give us the average difference in salary between two people who have been employed for equal amounts of time in a particular occupation. The median salary method falls apart because you may be comparing the salaries of someone with 15 years of experience with that of someone with only 13 years if there was a large influx of women.

Gordon Gecko (someone who’s name implies he knows how to really read numbers) also brings up a great point below. Full time is working 40+ hours a week. There are countless studies that have shown time and time again that men and women on average have different working preferences and different attitudes on average towards working ridiculous amounts of hours. Statistically this must be accounted for. We aren’t really interested in how much a person earns, what we want to know is how much is someone willing to pay them for an hour of their work. Reporting median salaries is useless unless one normalizes the data to a give number of hours.

Socialization was also cited as a reason for the wage gap in terms of women leaving the work force, having kids… Agreed, socialization is probably the real reason behind the wage gap, not employers. There is a great economic reason for this. Let me put it this way. Let’s assume I am an employer. I pay my five male employees $100000 a year, I have no female employees. I now find out that I can pay a women $80000 a year for the same work. That means if I fire all the men and hire only women I will save $100,000 a year which I can pocket as personal profit. Now, am I really so sexist as to give up $100000 a year for free?

So, let us look at socialization. It works two ways. The first way is obvious, women are taught that if possible they should stay home and take care of the kids and that that is their role in life. I could expand more, but I hope we are all agreed that this is the general trend in women’s socialization. I do have two post that disturbed me though when reading this thread: “Until then we'll keep blaming the employer when we should be blaming the husband.” And “You mean as in a husband not helping out enough so that the woman can work outside the home or just being so possessive as to not let her get her own job?” Do you really think that there are so many husbands like this that they account for the wage gap? We don’t blame women for being socialized not to stay in the work force, so I don’t think it is fair to blame husbands for being socialized to believe that their role in life and the thing that gives their lives meaning is to be the bread winner. I agree that this socialization leads to problems, but if we start blaming the wage gap on men who think this way, then it is only fair to also blame the wage gap on women who think that their only responsibility is to keep the house clean and the family happy. Rethinking gender rolls and how we are socialized doesn’t mean blaming men. Believe it or not, I as a man, feel that women have taught me more about my role as a male then men have. Women play a huge role in enforcing traditional gender rolls, just like men do, and to say that it is the fault of the husbands and to completely overlook all the women who are helping to maintain the roles is bit of a problem.

The only way to really solve the whole gender gap thing is to allow men to know that they don’t have to be the sole bread winners, in the same way that women are now allowed to be such. Breaking down the gender roles for women is great, but so long as the roles are still strong for men, women will not be able to become equals in the work force because what they want is still defined as a man’s role. Both genders need to be freed from their roles for any sort of equality.

I generally agree with most of what you said: There are many factors underlying the wage gap and the graph will mislead some people to think that women are paid much less for doing the same amount of work.

Objection 1: But it is also useful to know what the overall wage gaps are even without alot of the controls (although age should be controlled for). This gives us a picture of the absolute purchasing power of men vs. women in different jobs and also the different economic struggles they might be facing. Over time, it provides a yardstick for how much social change is occurring. In 2050, without controls, the gap should be closing if gender roles continue to change.

Objection 2: The problem I have with your objection (and similar ones) is that it is then used to then suggest that discrimination does not occur. Discrimination is tough to measure. We don't know how many women left certain fields because they perceived discrimination. We do know from various psychological studies that simply changing the gender (karen vs. kevin) on a resume (or "blackness" of a name: jerome vs. jeremy) leads to very different hiring rates, sometimes with 10-20% gaps. So a woman needs to be better than average to get a job in some fields, and yet they aren't paid more when relevant factors are controlled for.

Objection 3: If an employer can get away with paying some of his/her employees less, they will. Some of the wage gap is due to women not negotiating as forcefully as men. But there is a flip side to this: Women who negotiate forcefully risk being viewed more negatively than men who do so.

[0+] Author Profile Page Lisa said:

The wage gap is such a complex topic because so many of the 'why's are immeasurable. There is the fact that after doing the "second shift" at home after work that adds stress and decreases free time which may dissuade women from pursuing more strenuous career paths. It's a lot easier to deal with the pressure of an 8+ hour day of work when you come home to have dinner made for you, the laundry done, the dishes cleaned, etc. In two parent hetero households that choose to have a stay at home parent, the woman is almost always the one to stay home. I think having a parent at home is wonderful for those who choose it, but society tends to characterize men who stay home as lazy bums who let the women wear the pants (this should also tell you a thing or two about what people really think about the hard domestic work that women do). I don't think the fact that women often prioritize family over money or career success is a bad thing, but we should strive to make it socially acceptable for either gender to take on that role.

In the workplace, there are a whole host of issues. As is the case with most sexism, I think employers/upper management rarely have conscious thoughts so blatant as "she is a woman, therefore she can't do xyz." Instead, it's typically more like, "Judy just doesn't have leadership quality" or "Sarah wouldn't fit in with the other managers, but she sure is great at working with customers." The way women are socialized works against them in a lot of ways as well. Women are not encouraged to be assertive so they may miss opportunities to press for promotions or recognition. It can even come down to extremely nuanced socialization like the way we speak. Women tend to add qualifiers to the things they say, apologize excessively, and speak with an upward inflection, all of which give an impression that the speaker is not self-assured. And let's face it, assertive women are less socially acceptable. Women who stay in line and don't assert themselves aren't promoted because they appear unambitious and unable to lead while women who do assert themselves aren't promoted because they are considered "bitchy" and unlikeable. Men seem to be able to be assertive and likeable, or at the very least admirable.

There is a huge list of reasons for that wage gap that I think others will touch on. But the inequalities in the workplace are not isolated from the inequalities of greater society. Most career paths and work environments are set up to advantage men which reflects a society that gives advantage to men. We have a long way to go in changing the status and perception of women in general before we'll see true equality in the workplace.

[0+] Author Profile Page Lisa replied to Lisa :

I'd like to add that I also believe wage gap statistics are often misleading and honestly, it's probably not possible to really measure the wage gap. It's just not as simple as "women make $x to men's $z". But look at the number of women in senior positions at nearly any company and it will be clear that there is real inequality. Whether that stems from the way women are socialized or discrimination in the workplace, hopefully we can all acknowledge that it deserves a closer look.

[0+] Author Profile Page questioning? replied to Lisa :

'As is the case with most sexism, I think employers/upper management rarely have conscious thoughts so blatant as "she is a woman, therefore she can't do xyz." Instead, it's typically more like, "Judy just doesn't have leadership quality" or "Sarah wouldn't fit in with the other managers, but she sure is great at working with customers." '

This is exactly how sexism, racism and almost all discrimination represents itself today. Women and PoC are called out on their trustworthiness, leadership qualities and character. Very few people can admit to themselves or others that they don't want to hire the Latina lady because of who she is. Instead, they (often subconsciously) pick a subjective quality of her personality and criticize that.

What I'd like to know is why women are paid less, and what I can do to avoid getting ripped off.

Where's that article?

[0+] Author Profile Page South replied to Cory :

I recommend "Why men earn more: the startling truth behind the pay gap and what women can do about it" by Warren Farrell.
To summarrise though, you need to do some combination of working long hours in dangerous conditions in a job you don't like for a long period of time after moving far from your home to get the job in the first place. (oh, and if a high paying job has a long commute you should take it)
Of course the book doesn't claim that all men do all theses things, but they are statistically more likley to do one or more of them and they're factors assosiated with a higher wage and more rapid promotion.

[0+] Author Profile Page Cory replied to South :

What about the pay gap with the lawyers and doctors?

[0+] Author Profile Page jaja replied to Cory :

without more numbers its hard to say, but generally because of the age of older lawyers and doctors, who tend to be male, the average income is skewed because older lawyers/doctors make more than younger lawyers/doctors. gordon.gecko laid it out above

[0+] Author Profile Page South replied to jaja :

Also there are differences in tendencys towards differnet specialisation between genders. i.e. surgeons and GPs, corprate law and law that doesn't suck your soul out and leave you a bitter dried out unfullfilled empty husk of a human being who drinks or drugs themself to sleep every night only to wake sobbing each morning as their dreams of their childhood shread and tatter before the horrifying depresson of facing a new day as themself......


No offence to any corporate lawyers out their. You poor poor bastards :)

[0+] Author Profile Page zaph said:

Socialisation has been brought up as a factor that could lead to a difference in earnings between men and women. Now if we accept that gender is a completely acquired concept, with no genetic component, which I'm not convinced about, we have to ask the question; what are the barriers which prevent more equal child care? One of these cuts to the heart of the problem I have with the modern feminist movement.
Lets say we have a married couple expecting their first child. The wife earns twice as much as her husband, they decide that they want one of them to become the full time stay at home parent. They follow economic logic, and the husband quits his job. He become the full time carer, and she becomes the breadwinner. Then their marriage gets into trouble, which is certainly not impossible, a new child can put that sort of strain on the relationship. A gender neutral divorce settlement would award custody to main carer, with the wife paying maintenance and having access rights (holidays, weekends, that sort of thing). In the UK at least (maybe America is different), in cases such as this, generally the wife will receive custody, and maintenance payments from her partner. The partner who is no longer employed. Now what does this have to do with the wage gap? It is an incentive for men to avoid becoming the main carer, and stay in their jobs. Even if it makes sense to do it the other way round. This should be a feminist issue, but it isn't. Instead this issue has been abandoned by the feminist movement, and taken up by the lunatic anti-women movement.
I am trying to say we live a situation where public space, the legal system, the work place, and the political system are becoming more and more gender neutral. The private space has lagged behind, until we as a society can accept the idea of a house husband, and full time father. Progress in the workplace is going to be stalled.

[0+] Author Profile Page Lisa replied to zaph :

"The private space has lagged behind, until we as a society can accept the idea of a house husband, and full time father. Progress in the workplace is going to be stalled."

Absolutely and this relates to double burden women face (coming home from a full day of work and having to do all the domestic duties). Women have been allowed to explore more and more of the workplace thanks to women's movement fighting for increasing opportunities. But there hasn't been reciprocation. Men haven't responded by taking up more of the duties and responsibilities traditionally held by women. And that's because society says it's emasculating to do "women's work." This is the heart of sexism... traditionally masculine tasks are considered superior to traditionally feminine tasks. Men and manliness are superior to women and femininity.

To summarrise though, you need to do some combination of working long hours in dangerous conditions in a job you don't like for a long period of time after moving far from your home to get the job in the first place.

Sex work comes to mind here for many women. And ain't that the only area where women consistently out earn men? Damn. That's sort of all we need to know.

The thing is there is a lot of sexism keeping women out of traditionally dangerous male dominated jobs such as firefighting, combat roles, and other jobs that require the holy grail of upper body strength. And just how woman friendly is an oil rig or deep sea fishing boat, I wonder?

[0+] Author Profile Page South replied to spike the cat :

Yes, sexism does get in the way of women pursuing careers in the "hazard" professions. But frankly I think it has far more to do with women's socialisation towards being less willing in general to put their body's on the line for money. Sounds sensible to me.....

(That's a very good point about sex work though. High wages for an unpleasent dangerous job that doesn't rely on qualifications. I think I might know of some coal miners who should maybe look at a change of proffesion lol)

[0+] Author Profile Page timothy_nakayama replied to spike the cat :

The other one area where women have consistently outearn men would be modelling. Most people could probably name a handful of female supermodels, but they would be hard-pressed to name more than 1 or 2 (if any) male supermodels. Even at just the normal model level, the demand and pay for female models outstrip those of their male counterparts.

I am unsure on how feasible (or legal) it would be, but if there are gyms dedicated to women only (with all-women staff), what is to prevent women from forming their own all-women oil rigs, deep sea fishing boat, construction crew??? With an all-women team, you'd be as women-friendly as you can get while still getting the work done.

[0+] Author Profile Page timothy_nakayama replied to spike the cat :

The other one area where women have consistently outearn men would be modelling. Most people could probably name a handful of female supermodels, but they would be hard-pressed to name more than 1 or 2 (if any) male supermodels. Even at just the normal model level, the demand and pay for female models outstrip those of their male counterparts.

I am unsure on how feasible (or legal) it would be, but if there are gyms dedicated to women only (with all-women staff), what is to prevent women from forming their own all-women oil rigs, deep sea fishing boat, construction crew??? With an all-women team, you'd be as women-friendly as you can get while still getting the work done.

[0+] Author Profile Page meeneecat replied to timothy_nakayama :

Let me tell you why you are dead wrong about the modeling thing. It's pretty obvious you are making broad assumptions about what it's like to be a model based on a stereotype: that modeling is glamorous and that all models end up like Tyra Banks, making millions.

Actually modeling was rated as one of the 10 worst jobs in America, and overall is one of the lowest paid jobs (isn't it interesting how the predominantly female jobs also tend to be the lower paid ones)?

"Models are paid millions to twirl in the latest bra and panty set. Right? Nope -- not unless they are one of an extremely small (and beautiful) handful of young women.


Last year, models made a median hourly wage of $11.22, according to the Bureau of Labor Statistics, a bit less than twice the minimum wage of $5.85. Not so glamorous.


"Most models take other jobs. They're waiters. It gives them the flexibility to go to model calls and auditions," said Ean Williams, executive director of DC Fashion Week, a designer showcase held twice a year in the nation's capital. "There are a lot of people that are very beautiful, very talented, that don't make it in the business."


The young and beautiful aren't the only ones working like dogs and earning peanuts. In fact, models, demonstrators and product promoters rank No. 8 on a new list of the 10 worst jobs in America. "

[0+] Author Profile Page timothy_nakayama replied to meeneecat :

Hi meneecat,

I am not saying modelling is a very high-paying job. Nowhere in my post did I say that. I am saying in the modelling industry, the earnings of women models outstrip men models. I would never say that a female model outearns a male banker/dentist/lawyer/accountant, because that would be comparing apples to oranges, ie. different industries.

From my experience organising events, whenever we contact a modelling agency, definitely more than half of the models are females. There is also more demand for female models during product launches (even of neutral products like phones, cameras, laptops, etc), special events, etc. Therefore, seeing as there is more demand for female models, I think it would be reasonable to assume that female models generally outearn male models.

If you have some stats that show otherwise, then if you don't mind sharing, that'd be great.

Whether models in the modelling industry are paid lots of money or not was not what I was getting at.

Cheers.

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