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The problem I've heard from friends in education is that it's just very difficult to affect these in the US education system because of how underfunded the system is as a whole. Most of these issues, at least when we talk about cisgendered folks, come from how parents push their values onto their kids. I have plenty of friends whose parents discouraged daughters from exploring technically or mechanically involved interests because of ideas they had about masculinity and femininity.

My parents softly discouraged my sister from playing with Legos as a kid because "girls like pretty things."



I'm not sure that's entirely what's to blame when the countries with the least gender discrimination (Scandinavia) tend to be about 20% female in tech. I think that when people are free to choose their fields based purely on personal inclination, without major financial incentive, tech lands at about 20% female and early childhood education ends up being the opposite.

Now of course, a lot of software in the US is below 20% female and we easily end up with spirals where departments end up lower than that and develop a toxic environment that pushes each new woman out. I personally ended up majoring in math instead of cs because of that process at my college.


Or, just maybe, those stories about Scandinavia are a fig-leaf to justify discrimination. There's clear country-level differences in proportions of engineers(+scientists) in EU countries: https://www.trendingtopics.eu/bulgaria-with-the-2nd-largest-...

I would hesitate to advance any theories as to cause based on that data (e.g., Denmark - part of Scandinavia - is >50% and Finland - not part of Scandinavia but next to it - is <30%).


I'm basing this off departmental demographics for CS at Aarhus and Copenhagen Universities.

Scientists and engineers overall include a lot of disciplines that are not CS. Biology in particular is frequently majority female.


Yeah I'll be the first to admit that I don't have the answers. You might be right.

I guess the interesting point of discussion here is "personal inclination". A lot of my female friends have stories about how their parents encouraged their brothers to fix things around the house, get their hands dirty, read manuals, and set up new appliances. They tell me how they were, conversely, encouraged to make friends, maintain relationships, and steered toward more aesthetic pursuits like art, drama, or music.

My sister, at an age when she had no strong interests of her own, was given paintbrushes and nice paper as gifts by our parents but not Legos because they felt like girls were more likely to enjoy aesthetic things than mechanical things. Funny enough, as an adult she has neither mechanical nor aesthetic interests. The question I guess is how much of "personal inclination" is driven by these small decisions of what options we give to kids.

I will say my experiences are colored by the fact that my family is a low-income immigrant family in the US from a culture with definite gender discrimination and so they hold stronger gender prejudices than probably a high-income Scandinavian family. My guess is also that younger generations have grown up with a much better idea of gender equality and will raise their kids with less of this prejudice.

I also observed in my school that a lot of women felt more comfortable in the math department than CS (though CS had much less prestige compared to now), so thanks for your story and background.


I think I may also have somewhat of a blind spot here because I grew up with a mom who is a software engineer herself and I was bought a bunch of electronics/building toys by engineer relatives on both sides. When I was 13 or 14 I was given the parts for a computer under the instruction to put it together and make sure to dual boot linux. I knew a fair number of other girls my age whose parents really wanted them to be engineers/devs and did similar things, but a lot of them were uninterested and went on to happy careers in other fields.

The math vs CS dept thing is concerning because at the foundations they're very similar fields. It's such a strange phenomenon that my graph theory elective in the math dept was 30 or 40% female, yet algorithms was 5% female. Definitely at my institution there were structural issues in the CS dept that didn't exist in the math dept.


Lol our CS and math departments had the exact same thing. I remember our algebraists were 50/50 men and women but the algorithms folks were 5% women.


> the US education system because of how underfunded the system is as a whole.

The US spends more per student than any other country, by a lot. Money is very clearly not the problem.

BTW, if you condition PISA scores on racial groups, any racial group (black, white, asian, whatever) scores higher in the USA than in any other country, except Hong Kong.


> The US spends more per student than any other country, by a lot. Money is very clearly not the problem.

I've heard this, but will fully admit I don't know how real this is. For one, the US generally has the highest COL in the world, so it's bound to spend more per student than any other country. Moreover, the general concern I've seen is that badly funded school districts in the US are much worse off than well funded school districts. Moreover gender disparities are not as bad in well funded school districts.


I've seen that concern as well, but it's pretty clearly a zombie concern from the days when schools would be funded almost entirely by local property taxes. Most states now equalize funding between local districts.


I don’t know the picture in every state, but in CA schools still receive 31% of their funding from local taxes. That’s still quite a bit. Then there’s other sources of funding like the school PTA which does things like fund school supplies.


Again, the state equalizes. After the 2013 funding reforms, the state gives districts gives districts with high-need students more money to make up for local funding shortfalls. The statistics I've seen (e.g. https://www.ppic.org/publication/financing-californias-publi...) indicate that this more than closes the gap.




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