The goal for this project was to produce a workflow that allows data to represent, and manifest visually, U.S. immigration laws, for better interpretations of their effects. For example, if a law was passed in the 1990s that made immigrating to the U.S. harder for those coming from Asian countries, this workflow would perhaps be able to show the effects of this law.
The major response variable for this workflow is income (adjusted for inflation), with predictor variables including education level, and continent of origin. While specific countries of origin may show more patterns related to specific laws, sorting countries into their respective continents made for easier to digest visualizations. However, further exploring how to represent data for specific countries may benefit this workflow in the future.
Below, are a few interactive visualizations used for this workflow, as well as respective laws represented in the data…
Note: Around 5% of the data (income below $15,000 and above $50,000) is excluded from the maps below in order to make each continent comparable. This may harm the ability to see some patterns. However, considering the maps measure averages, it seemed like an appropriate step. However, if this seems to obscure/destroy too much, this can be undone.
The 1990 and 2000 Census maps show the distribution of income across the US, with a selection tab to specify which region to focus on. These two years were chosen because 1990 was when the Census Bureau started to track the variables we used.
The Income By Education bar plot, based on the 1990 Census, shows the distribution of education levels from “no high school diploma” to “Doctorate’s degree” with each region as its own bar and color. For example, we noticed:
Across the regions we focused on, all of them benefitted from higher education, which led to more income earned on average.
Immigrants from Europe and Asia are more likely to obtain higher education.
Average income for people with less than a Bachelor’s degree tend to be in the same general area, but European immigrants tend to earn more than the other regions.