When I finished my PhD I was dismayed to see that all entry-level positions required prior-industry experience. How can I have industry experience if I just got my PhD?
Rentals make up a significant portion of the U. The UC Berkeley Urban Analytics Lab collected, validated, and analyzed 11 million Craigslist rental listings to discover fine-grained patterns across metropolitan housing markets in the United States.
But first, 4 key takeaways: There are incredibly few rental units below fair market rent in the hottest housing markets. Some metro areas like New York and Boston have only single-digit percentages of Craigslist rental listings below fair market rent.
Housing vouchers may end up working very differently in high-cost vs low-cost areas. Craigslist listings correspond reasonably well with Dept of Housing and Urban Development HUD estimates, but provide up-to-date data including unit characteristics, from neighborhood to national scales.
For example, we can see how rents are changing, neighborhood by neighborhood, in San Francisco in a given month. The data set contains 11 million Craigslist rental listings from summer This map depicts 1. Other hot-spots exist in south Florida and the metro areas of large, affluent cities like Chicago, Denver, and Seattle.
The interior of the U. Horizontal line depicts the nationwide median. The other usual suspects from Southern California, Hawaii, and the Eastern Seaboard also pepper this list.
But among the 15 most populous metro areas, the large cities elsewhere in the Sunbelt plus Detroit are much cheaper: Rents also vary widely within cities.
Distribution of rents for all US Craigslist regions leftwith the 15 most populous metros broken out for detail right. The area under the curve between any two points represents the probability for that interval. I know that this rainbow spaghetti is a bit much, but bear with me for a moment.
Metropolitan fair market rent based housing vouchers — designed to unlock neighborhoods of opportunity to the poor — may work differently in high-cost versus low-cost areas. Housing affordability on Craigslist The article looks at three simple but telling indicators of affordability: This chart shows the share of its income that a typical i.
Ratio of median rent to median monthly household income for the 15 most populous metro areas in the US. Details for all the other metro areas are available in the journal article.
However there is considerable variation.
More than two-thirds of the listings in Phoenix and Las Vegas are below the fair market rent, but New York and Boston have only single-digit percentages of listings below this threshold: Horizontal line depicts the standard 40th percentile fair market rent.
This is troubling for housing advocates. As discussed earlier, fair market rents might be insufficient for households trying to upgrade neighborhoods in metros with highly dispersed rents; they also appear to limit housing seekers in New York and Boston among others to very narrow slices of available housing units.
Craigslist data offer a real-time alternative to easily take the pulse of local housing rental markets at fine scales to inform current estimates. Horizontal line depicts the nationwide median square footage.
Memphis, TN offers the greatest value among large metros at 1, square feet, while New York offers the least value at square feet. Details for all the other metro areas are in the journal article.
Metropolitan patterns Urban planners need current data at the local scale. Such visualizations enable local planners to quickly take the pulse of changing neighborhoods: This is a powerful tool for understanding housing characteristics, trends, and affordability: In southern California, the greater Los Angeles area similarly shows a gradient in rents from expensive coastal areas towards cheaper inland areas.
Although some inland urban areas like San Bernardino and Palm Springs have moderate rents, others like Victorville are heavily represented by the lowest quintiles: Craigslist rental listings in the greater Los Angeles area top and the Midwest between Chicago and Detroit bottom The Craigslist data reveal different spatial patterns elsewhere in the country.
In the Midwest, Chicago has a high-priced urban core with mid-priced suburbs, but Detroit inverts this metropolitan model with a low-priced core and more expensive exurbs. Usage trends On Craigslist, the most rental listing activity takes place on Mondays and Tuesdays, while Sundays have the fewest listings posted.
From Monday onward, the number of daily listings posted declines, before repeating all over again the next week. Housing advocates might target housing searches to take advantage of rhythms in volume, cost, and unit characteristics.
For a full discussion of the web scraping methodology and copyright law, check out the journal article.Women in Science: A Spectrum of Reflection (image courtesy of Indiana University) Gender equality is a topic constantly debated in science.
Notable differences related to hiring, compensation, and workplace bias are commonly observed in the field. The differences can usually be correlated to gender. Researchers collected, analyzed, and mapped 11 million Craigslist rental listings to study U.S.
rental housing markets, affordability, and housing policy. Automated re-districting program to prevent gerrymandering. My submission to the Election Law Journal, and the awful horrible very bad reviewers who reviewed it. There is a workaround to this albeit an ugly one. You can achieve the desired effect by first importing the Table from the Excel Source File into an Access DB (using linked tables for example), then importing that Access Table into your final Excel Destination file.
leslutinsduphoenix.com: The American Presidency and the Social Agenda (): Byron W. Daynes, Glen Sussman: Books. Women in Science: A Spectrum of Reflection (image courtesy of Indiana University) Gender equality is a topic constantly debated in science.
Notable differences related to hiring, compensation, and workplace bias are commonly observed in the field. The differences can usually be correlated to gender.