From 5fcd11f0f81fe3c0a4b0b91624588de315957726 Mon Sep 17 00:00:00 2001 From: Benjamin Warren Date: Tue, 28 Jan 2025 10:42:16 -0500 Subject: [PATCH 1/5] Added Ideas Folder Ben W. ideas testing --- .DS_Store | Bin 0 -> 6148 bytes ideas/idea.txt | 1 + 2 files changed, 1 insertion(+) create mode 100644 .DS_Store create mode 100644 ideas/idea.txt diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..5a64667043ee8526fb1484c26eeae8b00236812f GIT binary patch literal 6148 zcmeHK%Wl&^6upxstwTY|0;Fz`j94L6Aq{B-ViSV9V8NzFAOtAbaY(J&9xHZ;P!!2) z_yInkd$xQ5pTL?O-@ppaJR-$OflY-_H8;9*X68PeIWyz&5E1K5f<2-J5m``y)k`SO z5MdX(CKcUt8OUS~n>y6O&n9=x+jJNP3r7?w+&59e$d_ZMs?9ph?9q>3^n9J6fJB}W&b?e*d_m8Jv1dmJc zF%SOYkskl)32)tT67gh&tl}TnD8`%!U6~d71Z#Qz65?1PYo6@-if5gU=n(Vo&|_c| z*@NZG#oxA1l6S8aX!x^s2SC&n=@#WEe0EToeYx`@x0^>}o6& z%2x*pc?AGg(Jcja@c|%WY>i!wg+f>$OoakfDAQLAroz#0Yrn3>LZJ#LrY|2%Kbh$p z3X@Mqep|W|>nb#*VZbm@W?(}#8{+&w{QdpE9AsLC0mHzBVt`d0*XdzM`fObroH%Q3 t=xeAD;a4b>At>~5EGyzD-hoPi%@!44S7V_NJrMIDAZaj#Vc?%K@CyJMx4ZxV literal 0 HcmV?d00001 diff --git a/ideas/idea.txt b/ideas/idea.txt new file mode 100644 index 0000000..03ae75f --- /dev/null +++ b/ideas/idea.txt @@ -0,0 +1 @@ +*this is an idea…* \ No newline at end of file From 869a274eb21f8334761a2d0559cad61cc4441036 Mon Sep 17 00:00:00 2001 From: Benjamin Warren Date: Tue, 28 Jan 2025 10:45:46 -0500 Subject: [PATCH 2/5] Update .DS_Store --- .DS_Store | Bin 6148 -> 6148 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/.DS_Store b/.DS_Store index 5a64667043ee8526fb1484c26eeae8b00236812f..1357a5b239c2b6aead5541a29509effa447b09d7 100644 GIT binary patch delta 18 ZcmZoMXffE(&BE%(z`&rtc>+s`FaR^01o!{| delta 18 ZcmZoMXffE(&B7YVz`$U-c>+s`FaR_z1qlEE From 35b47b2dfc621c9202bd53aeef741c686b7965fb Mon Sep 17 00:00:00 2001 From: Benjamin Warren Date: Wed, 29 Jan 2025 21:46:24 -0500 Subject: [PATCH 3/5] Submitting Idea #1 File Data400Idea1Updated.md contains a description of my first mini-project idea. --- ideas/.DS_Store | Bin 0 -> 6148 bytes ideas/Data400Idea1Updated.md | 29 +++++++++++++++++++++++++++++ ideas/idea.txt | 1 - 3 files changed, 29 insertions(+), 1 deletion(-) create mode 100644 ideas/.DS_Store create mode 100644 ideas/Data400Idea1Updated.md delete mode 100644 ideas/idea.txt diff --git a/ideas/.DS_Store b/ideas/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..c0ea1c7560766ba2ca43e1efb4ef6f4911dfa329 GIT binary patch literal 6148 zcmeHKyG{c!5FA5_NHnPsrN01(#0OZ>fs`82lW^%0g#!BP_-vScfD#>ujsnd_>#^56 zc5aH>TL5M8+RuR*fGOP&Z#In0_RU9jl958B^Nbr@^S4Bg%_#f(fN{^!VTBj^A%BHA z9`MYwY;Qxn#18#(yMJ15_iOU(Pv6n6-rYEpNdYM!1*Cu!kOIFcV6~SvJqy$*1*Cu! z_)@^$50!4%5{E#4b#U+&fH+~;jdSlMh}8nbmN*15LMuTf2DN01QG(8R&AgU41O^?& zZ{|69bIA^+`0b2WPe*Bi8l`{~I9A{^mNTpWxAY(S|6`I?Qa}p)D+S7=yYCi!q^zx@ xhqGE+>5ueJW3H!j@KQ|lQp|;w;){d4YIE+l#39h>j60pE4*}CfCI$XNfe*&g9jE{R literal 0 HcmV?d00001 diff --git a/ideas/Data400Idea1Updated.md b/ideas/Data400Idea1Updated.md new file mode 100644 index 0000000..b98d714 --- /dev/null +++ b/ideas/Data400Idea1Updated.md @@ -0,0 +1,29 @@ +## Idea #1: + +**Research question:** Do historically racist housing policies have an impact on modern-day home values in Carlisle, Pennsylvania? + +**Data source(s):** + +1. Cumberland County GIS provides parcel-level data on properties in the county, including land value, home value, property taxes collected, year built, and name of owner. + +2. During the research process for my senior thesis in History, I have brought together several historical data sets linked to racial housing discrimination in Carlisle. + + a) The first is a list of households headed by Black individuals from the 1900 census, including number of people in the household, ward number, and address. + + b) The second is a collection of a dozen property development documents in the Carlisle area that include racial restrictions for ownership. + +I plan to bring these disparate data sources together, using covenant status and Black ownership in 1900 as predictive variables for present-day home value. + +**Models:** + +1. Least-squares regression - a least-squares regression model will be useful to estimate the impacts of Black ownership and racial covenants on present-day values. + + a) In the case of home values, there are many complex relationships between confounding variables that might be related to home values. One way to address this issue is to use geographic or socioeconomic controls within a least-squares model. For example, the ward in which the home was built might be used as a control. + +2. Random forest regression - if the relationship between covenants/Black ownership and home values is non-linear or very complex, a random forest regression model will help unravel those nuances. It also provides feature importance scores, which will allow me to understand the impacts of the variables relative to each other. + +**Impact on stakeholders**: This is a truly consequential issue. Colin Gordon, an historian at the University of Iowa called racial covenants the "original sin" of segregation in America, and largely blames them for today's large racial wealth gap. At a time when millions of white Americans were building generational wealth for themselves and their families by purchasing homes in prosperous neighborhoods, African Americans and other racial minorities were deliberately excluded. Over several generations, this opportunity gap widened into hundreds of thousands of dollars of wealth out of the reach of Black families. + +There are several possible outcomes of this project. If I find that coverage by racial covenants are correlated with increased modern property values - or that Black ownership in 1900 was related to lower values - it raises major questions about wealth inequality in Carlisle. In the case of Evanston, Illinois, a progressive suburb of Chicago, evidence of discrimination against African Americans living in the town in the early twentieth century led to \$10 million in reparations to the descendants of Black residents. + +**Ethical implications:** Studies of racial discrimination, especially quantitative ones, always face certain ethical dilemmas. It is impossible to distill decades of poor treatment, from legal discrimination to outright violence, into a mathematical model. Any attempt to do so is in poor form, and disrespects the legacy of those who fought for equality and civil rights in their communities. It is key, then, to define the limitations of the project and its aims. in this case, the goal is to estimate the impacts of two variables linked to racial housing discrimination to modern-day home values. The limitations are many, but in particular stem from a limited cross-sectional data set and an incomplete record of racial covenants in Carlisle. diff --git a/ideas/idea.txt b/ideas/idea.txt deleted file mode 100644 index 03ae75f..0000000 --- a/ideas/idea.txt +++ /dev/null @@ -1 +0,0 @@ -*this is an idea…* \ No newline at end of file From 297a746cdc64d9b120353552243743557a08c515 Mon Sep 17 00:00:00 2001 From: Benjamin Warren Date: Thu, 6 Feb 2025 11:51:55 -0500 Subject: [PATCH 4/5] Added Idea #2 New (backup) idea for mini-project --- ideas/Data400Idea2.md | 27 +++++++++++++++++++++++++++ 1 file changed, 27 insertions(+) create mode 100644 ideas/Data400Idea2.md diff --git a/ideas/Data400Idea2.md b/ideas/Data400Idea2.md new file mode 100644 index 0000000..ba6716e --- /dev/null +++ b/ideas/Data400Idea2.md @@ -0,0 +1,27 @@ +## Idea #2: + +**Research question:** How did demographic change impact local housing markets throughout the 20th century? + +**Data source(s):** + +1. The Federal Reserve Bank of Philadelphia published a data set with historical home price indices for major U.S. cities across more than a century. + +2. The U.S. Census every ten years contains city-level population information, including total population and demographics. + +I plan to combine these two sources into a data set that contains population change rates, home price and rental price index for major U.S. cities every ten years. + +**Models:** + +1. OLS with fixed effects - since I have a longitudinal data set, a fixed effects model controls for city-specific variables that won't change over time. + +2. Difference-in-Difference - this type of statistical model is useful if I want to isolate specific moments (e.g., the Great Migration) and their impacts on home values in specific cities. + +3. Bayesian techniques - since I have a highly-varied data set (cities differ from each other significantly) and a longitudinal structure, bayesian techniques might be effective. In particular, the ability to incorporate prior domain knowledge in a context like this is highly useful. + + a) One possibility is to use a Markov Chain Monte Carlo technique (yes, I did have to look this up). Since I believe the effects on each city to vary substantially (say, across a normal distribution), and the data is not very large (just every 10 years) MCMC's ability to create uncertainty distributions and generate many samples is a plus. + +**Impact on stakeholders**: The stakes of this analysis are similar to Idea #1, but on a much larger scale. The conventional wisdom dictates that increasing population leads to higher demand, thus increasing home values and rental prices. But, in the 20th-century U.S., this was complicated by discriminatory real estate practices against immigrants and Black migrants from the southern states to the urban north. At a time when millions of native-born white Americans were building generational wealth for themselves and their families by purchasing homes in prosperous neighborhoods, African Americans and European, Latin American, and Asian immigrants were often deliberately excluded. + +There are several possible outcomes of this project. If the growth of immigrant and minority populations in U.S. cities leads to higher home values and rental prices than simple population growth, this may indicate that these newcomers were charged disproprortionately high rents and home prices. If it leads to disproportionately low home values and rental prices, it may mean that patterns like 'white flight' and the subsidization of public housing tanked real estate values in these cities. + +**Ethical implications:** Since this project looks at these issues at such a large scale, the ethical implications are minimal. Still, it is important to take any conclusions with a grain of salt and place them in historical context. 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