FriedRiceNSpice
Captain
Oracle, Salesforce are going to be pretty close to FAANG, they are at most a half tier below and exhibit similar demographics. PayPal, Adobe, VMWare not much further behind. Engineering quality at ADP is generally going to be more significantly lower, and I personally am not as familiar with the others. In any of these tech focused companies, East Asians/Indians are over represented. All of these tech companies as a whole still represent the top quartile of software engineers in the US. Majority of software engineers in the US are not going to be working at a software-oriented tech firm, they are distributed across firms of varying sizes across a diverse set of sectors. Outside tech and a subset of finance, the bar for software engineers in the US is pretty dismal.Even ignoring the massive selection bias associated with this type of analysis (with restrictions associated with which foreign-born individuals get employment authorization + US-born Asians are overrepresented in San Francisco/San Jose and U.S. born children generally stay in the metro areas where they grew up) - this effectively concedes the point - US firms (including thousands of successful software publishers) are primarily staffed by U.S.-born residents educated in the United States - and thus by implication, U.S. education is thorough, efficient, and effective. What’s more - the towering global successes of less notable U.S. software publishers - such as Oracle, Adobe, PayPal, Salesforce, VMWare, ServiceNow, NetApp, ADP, Citrix, Ansys, among others - are made by individuals in mid-career and beyond (those educated in the 1990s/early 2000s). Every indicia of educational quality shows education is much better than it was 2 decades ago.
Quality of education in US exhibits significant stratification. If you look at private schools and the top school districts in the country, education in the US is top tier. Otherwise, quality of education exhibit high degree of variance across different school districts. The quality in the least funded school districts are dismal. And at the university level, the US has dozens of world class universities. While unfair, the US education system more or less prioritize education for students with the highest chances of success. And if you look at the demographics of the top school districts, guess what trends you can observe? Increasing proportions of Asians. In many US metro areas, the ranking of a school district exhibits statistically significant correlation with the proportion of Asians. And as proportion of Asians in the best school districts increase over time, then the corollary is that the percentage of Asians in the most competitive STEM jobs will also increase in the future.