Showing posts with label Race. Show all posts
Showing posts with label Race. Show all posts

18 May 2026

U.S. Marriage Trends

In the African-American community in the U.S., these kinds of factors have led to fewer marriages, lots of female headed households, and lots of half-siblings. Working class whites and Hispanics in the U.S. have started to follow the same patterns.
Over the past half-century, U.S. four-year colleges have shifted from enrolling mostly men to enrolling mostly women, while the economic position of non-college men has weakened markedly. We examine how these changes correspond with the evolving structure of marriage markets across cohorts and places. 
As college men have become increasingly scarce, college women have maintained stable marriage rates by marrying high-earning non-college men. This shift—combined with the broader economic decline of non-college men—has sharply reduced the pool of economically stable partners available to non-college women: the share of non-college men who earn above the national median and are not married to college women has fallen by more than 50%. Cross-area evidence shows that education gaps in marriage are smaller where non-college men face lower rates of joblessness and incarceration. Taken together, the evidence suggests that deteriorating outcomes for men have primarily undermined the marriage prospects of non-college women.
from a new NBER working paper by Clara Chambers, Benjamin Goldman & Joseph Winkelmann.

01 September 2025

Labor Day Musings

* The state of labor in one chart:

The failure of businesses to share productivity increases with their workers starting in the early 1970s is the root cause of a lot of the current political reality in the United States. In my view, the decline of private sector union membership is more a product of declining worker economic power than a cause of this shift, but that's an open question in economics.

* The number of immigrants in the U.S. labor force has fallen by 1.2 million since Trump started his second term. According to the Wall Street Journal: "With zero net immigration, Apollo Chief Economist Torsten Slok estimates, the U.S. economy would be able to sustainably add only about 24,000 nonfarm jobs a month, compared with an average 155,000 from 2015 through 2024."

Agriculture (overwhelmingly in "red America") in the U.S. is particularly suffering both due to tariffs and due to the immigration crackdown that is cutting into the agricultural labor workforce. Nebraska and Iowa saw their state GDPs fall at an annualized rate of 6.1% in the first quarter of 2025.  Those tariffs were found to be mostly illegal by the U.S. Court of International Trade in a ruling affirmed by the U.S. Court of Appeals for the Federal Circuit in a 7-4 ruling. The effect of the ruling is on hold until mid-October pending a petition for certiorari to the U.S. Supreme Court which has consistently ruled in favor of Trump despite his weak legal arguments.

The anti-immigrant fervor is driven by two main factors: (1) the economic stagnation of working age men without any college education who native born white men attribute to immigrants, international trade, and civil rights for women and minorities, and (2) the fear of white protestants in places with few immigrants that their culture will cease to be dominant.

* Courts in India are very slow.

[I]n one recent example a Delhi court concluded a property dispute after 66 years. Both the original litigants were dead. Still, the lawyer for one of the warring parties cautioned that the conclusion was in fact not the end, as the ruling would be appealed.

Three years ago, after pondering a dispute for 16 years, the supreme court sent back a 60-year-old land case for fresh adjudication to a lower court, which had already taken over 30 years to give its judgment in 2006.

A 2021 study of Mumbai real estate found that more than a quarter of the projects under planning or construction and 43 per cent of all “built-up spaces” in the city were under some litigation. My apartment block was one of them.

…One of the reasons for this accumulation is human resources. India has around 16 judges per million people, compared to over 150 for the US. In 2016, the issue brought the country’s chief justice, TS Thakur, to tears during a speech as he requested that the government hire more judges to wade through the “avalanche” of backlog.

For what it is worth, there are far fewer judges per capita in the U.S. than in Europe, even though the total number of legally trained professionals in the U.S. and in Europe per capita are similar.

The lack of state capacity in the area of courts means that property and contract rights and other forms of private law are weaker, which is bad for the economy.

* Adults in the U.S. are having sex less often (the decline is at least as great among high school students). It is basically a coincidence, but my children were conceived right around "peak sex" in the recent history of the United states.


* Wildfires are at record high in Europe due to climate change.


* The U.S. housing market is starting to favor smaller single family homes again after a peak in roughly 2014. Single family houses in the U.S. are still, on average, much larger than they were 30 years ago.


* A mere 6.0 magnitude earthquake in Afghanistan, shortly before midnight on August 31, 2025, was enough to cause at least 800 deaths and 2500 injuries.

* "Flukewarm": That feeling when you're reluctant to make a recipe, because the last time you made it, it came out perfectly. But it was a fluke, you're not sure what you did right, and you're worried you won't be able to repeat your past success.

* Last Saturday, I went to a store to buy a blind spot warning system for my car. They weren't available in 2015 when I bought it. But, I couldn't. Tariffs have delays shipments of cars parts like that one by more than a month and have greatly increased the price of those parts.

* As our country devolves into a civil war, ICE agents in unmarked cars wearing masks and not displaying their badges are unlawful combatants, and are thus they are not entitled to the protections of the Geneva Conventions. Instead, they are terrorists who are not entitled to the protections of legitimate combatants under the laws of war. They also aren't entitled to the peacetime protections and privileges of law enforcement officers.

* Rhode Island has the lowest state murder rate in the United States. Louisiana has the highest (or very nearly so) and has about ten times as many murders per capita.

* The lion's share of the counties in the U.S. with life expectancies lower than North Korea are (1) in the South and majority black or nearly so, (2) include Indian Reservations (or the Alaskan equivalent), or (3) are in Appalachia. The outliers are still in the South.



* Non-U.S. central banks are substituting gold for U.S. Treasury Bonds.



* The U.K. electrical wall plug design is safer than the U.S. design.

People are dying on overloaded boats trying to emigrate from Gambia (in West Africa) to Europe. "More Than 130 People Are Feared Dead in West Africa Boat Tragedy: Around 150 people boarded a boat in Gambia that was thought to have been headed for Europe. The boat capsized after traveling about 380 miles."

* A judge ordered Alligator Alcatraz in Florida closed on the petition of an Indian tribe with an interest in the land, because an environmental impact statement wasn't done. The debacle cost $250 million. All detainees at the location which was inhuman and defective have been moved to other detention centers in Florida.

* Finland (which is the source of about half of my genetic ancestry) is a genetic outlier in Europe (for reasons that are well understood and closely related to the fact that it is also a linguistic outlier). 23andme was able to correctly pinpoint the place of origin of my Finnish ancestors to a region about the size of a U.S. county. The other half of my ancestry (which I know to some detail due to genealogy) is basically a European mutt that can't be localized from genetics much at all.


Other places with significant Uralic populations, Basque country, historically Celtic areas (despite the putative cultural origin of the Celts in the vicinity of Czechia which is being used as a baseline in the chart above), and places with significant Islamic migration since the 700s CE, also stand out in  this map. Sardinia is the closest modern match to the genetics of Europe prior to the arrival of the Indo-Europeans.

* It doesn't take a history genius to understand why South America, in general, and Argentina, in particular, has so much Italian ancestry (to a significant extent, because a lot of Italian Nazis fled there after World War II).

* The Holocaust has an immense effect:


* New Mexico is, by a variety of measures like education and poverty, much more like red states than blue states. But it has stayed blue because the GOP has historically made its Hispanic and Native American residents feel unwelcome and tried to persecute them. 

Utah is, by a variety of measures like education and poverty, much more like blue states than red states. But, its predominantly Mormon religion's conservative tenets have kept it out of the Democratic party fold.

* The cost of living is about 30% greater in the highest cost of living states in the U.S. than in the lowest cost of living state (Arkansas). Most of the difference is due to real estate prices.

* A plausible observation:


* Louisiana still hasn't recovered from Hurricane Katrina twenty years ago. It permanently reduced the population of the state, and of New Orleans, in particular (predominantly due to migration away from it, not due to the fatalities themselves).


* Almost every country in Western Europe has supplied Ukraine with military equipment. So have quite a few other countries (mostly in what could be called the Western European diaspora).

* Most of North America was once home to Buffalo, although the size of the herds may have been exceptionally large because the Native American populations that hunted them were decimated by European diseases not long before European migrants first documented them.


* Almost all of the land on Earth was connected about 200 million years ago.


* Republicans in Congress have grown less likely to have attended elite universities (while Democrats have grown more likely to have done so), mirroring the shift in college educated people towards the Democratic party.

* Data centers v. office building construction.


* Soil quality in Europe.


* Firefighting employment in Europe.


The U.S. figure is 0.2% (there are about 1.019 million firefighters out of 163.3 million employees, but two-thirds of them, who are not included in the 0.2%, are volunteers). This is similar to the European average.

* The twenty years from 1807 to 1827 did a lot to shape the political map of the Americas.


* Squirrels v. people.



* Women didn't start wearing underwear (i.e. panties and bras) in Europe until the 19th century, for the most part.

* Modern musical notation was invented by a Benedictine monk, Guido of Arezzo in 1025 CE and he also invented the Do-Re-Me system. Recognizable modern musical notation is older than Middle English.

* Billionaires have lower effective tax rates than the upper middle class and even less than for the average person.
We estimate income and taxes for the wealthiest group of US households by matching Forbes 400 data to the individual, business, estate, and gift tax returns of the corresponding group in 2010–2020. In our benchmark estimate, the total effective tax rate—all taxes paid relative to economic income—of the top 0.0002% (approximately the “top 400”) averaged 24% in 2018–2020 compared with 30% for the full population and 45% for top labor income earners. 
This lower total effective tax rate on the wealthiest is substantially driven by low taxable individual income relative to economic income. First, the C-corporations owned by the wealthiest distributed relatively little in dividends, limiting their individual income tax unless they sell their stocks. Second, top-owned passthrough businesses reported negative taxable income on average in spite of positive book income, further limiting their individual income tax. The top-400 effective tax rate fell from 30% in 2010–2017 to 24% in 2018–2020, explained both by a smaller share of business income being taxed and by that income being subject to lower tax rates. 
Estate and gift taxes contributed relatively little to their effective tax rate. Top-400 decedents paid 0.8% of their wealth in estate tax when married and 7% when single. Annual charitable contributions equalled 0.6% of wealth and 11% of economic income in 2018–20.

* Japan has the lowest housing prices in its major metropolitan areas of any comparable cities in the world. It isn't clear to me how much of this is due to lax land use laws arising from handling that function at a regional level rather than locally, and how much of this is due to its low birthrates and modest immigration rates.

25 August 2025

Who Gets Into Ivy League Colleges?

We use anonymized admissions data from several colleges linked to income tax records and SAT and ACT test scores to study the determinants and causal effects of attending Ivy-Plus colleges (Ivy League, Stanford, MIT, Duke, and Chicago). 
Children from families in the top 1% are more than twice as likely to attend an Ivy-Plus college as those from middle-class families with comparable SAT/ACT scores. Two-thirds of this gap is due to higher admissions rates for students with comparable test scores from high-income families; the remaining third is due to differences in rates of application and matriculation. 
In contrast, children from high-income families have no admissions advantage at flagship public colleges. The high-income admissions advantage at Ivy-Plus colleges is driven by three factors: (1) preferences for children of alumni, (2) weight placed on non-academic credentials, and (3) athletic recruitment. 
Using a new research design that isolates idiosyncratic variation in admissions decisions for waitlisted applicants, we show that attending an Ivy-Plus college instead of the average flagship public college increases students’ chances of reaching the top 1% of the earnings distribution by 50%, nearly doubles their chances of attending an elite graduate school, and almost triples their chances of working at a prestigious firm. 
The three factors that give children from high-income families an admissions advantage are uncorrelated or negatively correlated with post-college outcomes, whereas academic credentials such as SAT/ACT scores are highly predictive of post-college success.
That is from a new paper by Raj Chetty, David J. Deming, and John N. Friedman. One immediate conclusion is that standardized test scores help lower-income groups get into the best schools, compared to the alternatives.

From Tyler Cohen at Marginal Revolution

It is well known and consistent with experience that graduating from an Ivy-Plus college is a huge advantage over graduating from a flagship public university.

The fact that Ivy-Plus colleges favor legacies is well known. The fact that admissions favoritism for athletes disproportionately favors students from affluent families (often in obscure sports that students from less affluent families don't even encounter) is much less widely known. It is unsurprising, however, that neither of these factors (controlling for academics and Ivy-Plus admission) influence post-graduation outcomes much (or even hurt). 

It is also no surprise that non-academic credential are important for Ivy-Plus admission or that affluence is a plus in this department. But it is somewhat surprising that those non-academic credentials don't influence post-graduation outcomes much (or even hurt).

few points that the abstract buries, however, are that SAT/ACT scores are moderately strongly correlated with socio-economic classthat SAT/ACT scores are strongly correlated with IQ (and are not ethnically biased), and that test preparation influences SAT/ACT score outcomes much less than most people (even people very familiar with the college application process) usually believe. See also hereAs an aside:

ACT English + ACT Math are actually more predictive of college success and retention than the ACT Composite or the other two parts of the ACT that are more content based. In relative terms, here is how predictive each subsection of the ACT is:

Math (significant at p=0.01 level) 26
English (significant at p=0.01 level) 16
Reading (significant at p=0.05 level) 3
Science (not statistically significant) -1.

Race and ethnicity also influence Ivy-Plus admissions, although in ways rather more complicated than commonly assumed, and in a manner that is rapidly in flux at the moment in light of a recent U.S. Supreme Court decision.

None of this is terribly surprising, but it is a nice, compact analysis with a good methodology. It largely corroborates a similar study about two years ago. As a summary of that study explained:

About 7 percent of the country’s very top students come from the top 1 percent of the income distribution. These students tend to have scored at least 1500 on the SAT (or 35 on the ACT), received top marks on Advanced Placement tests, earned almost all A’s in their high school classes, and often excelled in science fairs or other competitions. . . . 
Perhaps the most surprising pattern involves so-called legacy students, those who attend the same college that their parents did. At the elite colleges that the researchers studied, legacy students had stronger academic qualifications on average than nonlegacy students. Similarly, graduates of private high schools had stronger academic records on average than graduates of public high schools or Catholic schools. 
* . . . About half of legacy students at these colleges would not be there without the admissions boost they receive.  
* A similar advantage applies to the graduates of private schools (not including religious schools). Schools like Andover, Brentwood and Dalton do such a good job of selling their students — through teacher recommendations, essay editing and other help — that colleges admit them more often than academic merit would dictate. Many college admissions officers think they can see through this polish, but they don’t.  
* Recruited athletes are admitted with much lower academic standards — and are disproportionately affluent. It’s not just true of the obvious teams, like golf, squash, fencing and sailing. In today’s era of expensive youth sports, most teams skew wealthy. If colleges changed their approach to sports, they could admit more middle-class and poor athletes (or nonathletes) with stronger academic credentials.
Most of these colleges do not admit only the hyper-qualified affluent students; they also admit many other high-income students. As I mentioned above, 7 percent of the country’s very best high school students come from the top 1 percent of the income distribution. But what proportion of students at elite colleges comes from the top 1 percent of the income distribution? Much more: 16 percent.

I didn't emphasize it when I wrote about this two years ago, but it also is worth observing that 84% of Ivy-Plus college students are not from families in the top 1 percent of the income distribution, although very few of them are truly poor (and if they are poor, they tend to have a very high socio-economic class and social capital despite their personal lack of affluence). This is less than the 93% it would be in a purely meritocratic system, but it is still the lion's share of these students.

Indeed, the colleges with the most affluent student bodies are not the Ivy-Plus schools, but slightly less selective elite liberal arts colleges, like Colby College in Maine and Colorado College in Colorado, that have relatively weak grant based financial aid resources.

31 March 2025

Deaths of Despair

A March 23, 2017 post about the surging rate of death among non-Hispanic white men with no college education, goes a long way towards explaining what drove the political shift towards Trump in 2016, 2020, and 2024 in this voting block.

Another source from a 2020 paper notes that:

From 1992–94 to 2016–18, age-adjusted mortality for whites in the least educated 10% has risen by 69–112% for women and 47–67% for men (2.2–3.2% and 1.6–2.2% per year, respectively).

A published version of what seems to be the same article in 2022 states in its abstract that:

Measurements of mortality change among less educated Americans can be biased because the least educated groups (e.g., dropouts) become smaller and more negatively selected over time. We show that mortality changes at constant education percentiles can be bounded with minimal assumptions. Middle-age mortality increases among non-Hispanic Whites from 1992 to 2018 are driven almost entirely by the bottom 10 percent of the education distribution. Drivers of mortality change differ substantially across groups. Deaths of despair explain most of the mortality change among young non-Hispanic Whites, but less among older Whites and non-Hispanic Blacks. Our bounds are applicable in many other contexts. 

A 2022 NBER report looking at COVID deaths comes to basically the same conclusion. 

A 2024 NBER report expanded on this conclusion noting the importance of different smoking and obesity rates in less educated and more educated areas:

Equally educated people are healthier if they live in more educated places. Every 10 percent point increase in an area’s share of adults with a college degree is associated with a decline in all-cause mortality by 7%, controlling for individual education, demographics, and area characteristics. Area human capital is also associated with lower disease prevalence and improvements in self-reported health. The association between area education and health increased greatly between 1990 and 2010. Spatial sorting does not drive these externalities; there is little evidence that sicker people move disproportionately into less educated areas. Differences in health-related amenities, ranging from hospital quality to pollution, explain no more than 17% of the area human capital spillovers on health. 
Over half of the correlation between area human capital and health is a result of the correlation between area human capital and smoking and obesity. More educated areas have stricter regulations regarding smoking and more negative beliefs about smoking. These have translated over time into a population that smokes noticeably less and that is less obese, leading to increasing divergence in health outcomes by area education.

An October 14, 2024 report notes that:

We find mortality improvement has slowed across the population, with substantial heterogeneity across socio-demographic groups. Notably, working age mortality among high-school graduates rose by around 16% from 1996 to 2019 while working age White mortality had almost no net improvement over the period and rose by a little under 10% from 2010 to 2019. Meanwhile, working age Black and Hispanic mortality fell by nearly 25% and 20%, respectively, from 1996 to 2010, before stagnating.

We estimate that the COVID-19 pandemic increased overall mortality by around 20 percent in 2020 and 2021, with around a 40% increase in mortality among Hispanics adults and an over 25% increase in mortality among working age adults without any college education.

The reductions in black and Hispanic deaths coincide with falling crime rates, which disproportionately impacted black and Hispanic communities.

Ironically, reduced crime rates may have hurt the economic well-being of white men with no college education in relative terms now that they faced more competition from black and Hispanic men without college educations who were no longer in prison or gangs, and were instead part of the less skilled work force (even if they weren't worse off in absolute real income and unemployment rate terms).

Opioid overdose deaths finally leveled off during the Biden Administration (see also here) But this is still a demographic in crisis and Trump is responding to what they believe (mostly wrongly) is the source of their woes.

05 March 2025

Half The Story

Too much crime reporting is like this story. It regurgitates a police department's press release, but makes no effort to provide context or understanding for why an incident like this happened, even when it is quite atypical and doesn't fit into the usual mold, when even fairly minimal actual reporting could provide much more insight to readers.

An ambush murder in broad daylight on a public street involving seven perpetrators is rare, and one in which five of the suspects were women is even more rare. A murder in which all of the seven suspects and at least one of the two victims is black, in mostly white first ring suburb of Denver, like Lakewood, is also atypical.

The final suspect in the ambush killing of a pregnant woman was arrested Tuesday evening in Aurora.

Isaac Amir Pierrie, 24, was arrested on suspicion of first degree murder and attempted first degree murder in connection to the 2023 homicide, according to a post on X from the Lakewood Police Department. He had been on the run for more than two years.

Melanie Massay was shot and killed in an ambush around 1:30 p.m. on Feb. 28, 2023, in the 1300 block of Zephyr Street. Her unborn child also died. A man was also shot during the attack but lived.

Pierrie is the last of seven suspects arrested in Massay’s killing. Monte Hayes, ReaAsia Hollins, DaJanah Abrams, Jrayla Taylor, Trinity Walker and Jaliyah Burks all were previously arrested in connection to the shooting.

From the Denver Post. The linked previous story in the current story provided only a little more detail:

“In a lot of cases like this we have to keep the investigations quiet, especially in a situation where we have seven suspects,” said John Romero, spokesperson for Lakewood Police Department. “It was in the best interest of the investigation and the family to hold back on some of the information until now.”

Lakewood officers responded to reports of a gunshot wound victim around 1:30 p.m. on Feb. 28 [2023], Romero said.

When they arrived at the scene, officers found Massay’s body and a second victim who had been shot in the back, Romero said. The second gunshot victim survived.

Police issued arrest warrants for the seven people suspected in Massay’s death in January and have arrested five, according to Romero.

Isaac Pierrie, 23, and Jaliyah Burks, 19, are wanted on suspicion of first-degree murder, attempted murder and assault, according to court records.

Burks is a 5-foot-2-inch, Black woman weighing about 110 pounds with black hair and brown eyes, Romero said. A description was not available for Pierre, but photos released by the police department in Thursday’s crime alert show the 23-year-old is a Black man with black hair and brown eyes.

A Facebook post from the Lakewood police has pictures of the suspects and the victim who was killed, but not her male companion who survived.

 

Almost by definition a group of seven people participating in an ambush murder with guns is some sort of gang activity. But, was the pregnant woman killed the real target, or just unfortunately in the proximity of a man who was the real target.

Were they part of the rival gang? Were the killers seeking retribution for betrayal in a drug deal or snitching? Was this a matter of claimed infidelity? Was she a human trafficking victim?

The arrest warrants were issued in January of 2024, more than ten months after the shooting. Five were arrested within a few weeks (and possibly much sooner), two more took longer. 

How were the seven suspects identified? Did the man who survived identify them? Once one person caught and turned against his or her co-conspirators? Was their surveillance cam video? Was there a police informant in their gang?

If this story is typical, readers of the paper will never know, because the paper won't every follow up on the case with that level of detail. The convictions and sentences might be reported, and perhaps the male victim will be identified eventually, but what was really going on will never be disclosed, even if the narrative was laid out in one or more public trials.

The problem isn't so much that the story is reported before more complete information is available. This is an unavoidable problem with almost every breaking news story in TV news, radio news, newspapers, and online new media. But, in a better world, there would be in depth follow up eventually.

Greater depth and a quest for a deeper understanding is what distinguishes a great media source, like the New York Times, from a merely mediocre one, like the Denver Post, that rarely even tries to get beyond the press releases from law enforcement.

The obituary for the woman killed provides at least a little context:

Melanie Massay

September 10, 2001 — February 28, 2023
Lakewood, CO

Services are private, those who show up uninvited will be ARRESTED.

Melanie Amanda Massay was born to her parents, Chataca Moneque Brown and Wayne Anthony Massay. She was third child born to Chataca and was raised with her 3 siblings. As a child, Melanie LOVED cereal. When she had a delicious serving, her lips would instantly roll. She was a very entertaining young lady who enjoyed hanging out with friends, having fun and making others laugh. One of her fondest memories as achild included beating up her brother and sisters. She was cute but bossy and had expensive taste.

Melanie attended Central High School. Her graduation is March 24th, 2023, in her honor, baby Honesty will receive her graduation certificate with nana Chataca Brown at New Legacy Charter School. She gained employment as a medical assistant at Hope Senior Living where she gained her nursing certificate, furthering her medical career.

In 2021, Melanie was blessed with a beautiful baby girl named, Honesty Lorain Dior Massay. She truly embraced motherhood. They enjoyed many moments together including going to the water park, going to firework shows, and even to Disney on Ice.

Melanie was a spiritual woman who took her relationship with the Holy Spirit seriously. She was guided in her spirituality by her mother who taught her the value of being in tune with the Holy Spirit.

In her free time, Melanie enjoyed hanging out with her bestfriend, Lashay, they supported each other in every way possible. Lashay enjoyed learning about Melanie’s heritage because, both Creole Afro Indian and Guyanese. In addition, Melanie enjoyed going shopping with her mother and baby girl, Honesty.

Chataca, Melanie’s mother reminisces on many wonderful moments that she has had with her daughter. This is a very challenging time for her but she is looking forward to taking care of baby girl, Honesty and giving her all the support that she needs as she grows. Chataca knows that one day, they will meet again.

Melanie passed away on February 28, 2023, those left to cherish her memory include her daughter, Honesty Lorain Dior Massay; her mother, Chataca Moneque Brown; her father, Wayne Anthony Massay; her 3 siblings, cousins and friends.
Honesty was three years old. Melanie apparently knew something was up the day before. Her mother said that: “In her phone, she kept saying, ‘I’m so scared. I feel like I’m going to die,'” Brown said. “The next day, my daughter’s life was taken.” Melanie's mother, Ms. Brown, is about 44 year olds and apparently lives in Aurora, Colorado.

A three minute TV news spot shows the scene and the deceased woman's mother (and disclosed that the deceased woman was pregnant with twins). It also discloses that the deceased woman knew some of the suspects and was a childhood friend of one of them. 

Melanie apparently didn't finish high school at her public high school in Aurora but was enrolled in a charter school devoted to meeting the needs of teen parents to eventually earn it. She apparently had two half siblings through her mother whom she grew up with. Her father probably also lived in Aurora.

19 year old Jaliyah Burks turned herself in on March 7, 2024, more than a year after the shooting, a couple of months after the warrant for her arrest was issued, and almost a year ago. In 2021, Burks was apparently on the women's basketball team at Newman International Academy in Cedar Hill, Texas, where she was a high school senior, and went to prom (although it is conceivable that this is a different person with the same name).

The other five suspects, arrested before she turned herself in, like the woman who was killed, were also young adults in the same general age range of my children and my nephew:

Monte Hayes, 23, ReaAsia Hollins, 20, DaJanah Abrams, 25, Jrayla Taylor, 22, and Trinity Walker, 18

Monte Hayes may have played basketball for an Englewood High School team, as the age and location are about right and the name is a match.

DaJanah Abrams is apparently currently being held in the Broomfield County jail. Someone of the same name who is about the right age was a dietician who lived in Houston, Texas and went to three different colleges in Lousiana.

Hollins was booked on January 25, 2024 at the Jefferson County jail. She was registered as an unaffiliated voter residing at 1705 N. Franklin Street #301, Denver, Colorado 80218 (very close to my old office). I've probably seen in her passing driving home from work.

Jrayla Taylor was booked on January 23, 2024 at the Jefferson County Jail. She was registered to vote as a Democrat at 18948 E. Mercer Drive, Aurora, Colorado 80013. She has a couple of short YouTube videos posted of kids dancing in a bedroom. 

Trinity Walker is a much more common name, making it harder to connect information separate from the crime to her, and may not have been old enough to register to vote at the time of the crime.

A booking photo of Isaac, the last suspect arrested, in Aurora, after two years on the run, shows a tattoo peeping out on his chest, although its meaning is unclear:


Fox News 31 reported that:
Massay’s mother, Chataca Brown, told FOX31’s Alliyah Sims last year that Massay thought the people involved were friends. . . . 
“I fed these children,” Brown said then. “My daughter housed one that was homeless. All the while, they were plotting to ambush my pregnant daughter.”

Shortly after Massay was dropped off at her home, there was gunfire. Her mother said bullets hit the young woman in the back of the head and leg. She tried defending herself.

“Melanie shot that one bullet,” Brown said. “One of the guys actually had two guns and ambushed my daughter. Just shot my daughter to death.” . . .

Lakewood police said the Aurora Police Department, U.S. Marshals, the Department of Corrections, the Douglas County Sheriff’s Office and Immigration and Customs Enforcement assisted in arresting Pierrie.

Apparently, Melanie was armed and fired back in self-defense at the time of the killing, and apparently the last person arrested was not a U.S. citizen. 

Melanie was apparently either a first or second generation immigrant from the South American country immediately adjacent to Venezuela.

All of the suspects face very serious charges and very long prison terms.

But even with a through search of available information, there are lots of gaps in the story.

30 January 2025

Race Becoming Less Predictive Of Incarceration

The profoundly protective effect of any college education (not necessarily graduating from college) against prison admission, however, remains firmly in place.

Using administrative and survey data, we show that there has been a sea change in the contours of American imprisonment. At the end of the twentieth century, inequality in the prison admission rates of Black and White Americans was comparable to inequality in the prison admission rates of people with and without a college education. However, educational inequality is now much greater than racial inequality in prison admissions for all major crime types. Violent offenses have replaced drug offenses as the primary driver of Black prison admissions and Black–White inequality in the prison admission rate. The prison admission rate of Black Americans has fallen, but the prison admission rate of White Americans with no college education has dramatically increased for all offense categories. These findings, which are robust to adjustments for changing selection into college attendance, contribute to a growing body of evidence documenting narrowing racial inequality and widening educational inequality in Americans’ life chances.
Christopher Muller and Alexander F. Roehrkasse, "Falling racial inequality and rising educational inequality in US prison admissions for drug, violent, and property crimes" 122 (4) PNAS e2418077122 (January 21, 2025).

27 November 2024

Red County And Blue County Realities

The realities of life in conservative leaning (red) parts of the United States are different than in liberal leaning (blue) parts of the United States. Roughly speaking, these distinctions play out not so much at the state level as at the county level. This post explores some of the differences in lived realities for people in blue counties compared to red counties that helps to explain their stark political differences in the U.S. as part of a more cohesive narrative that can help build understanding about their true causes. Of course, even this rather lengthy list is far from comprehensive.

Economic Productivity and Population Density

Per capita GDP in blue countries is roughly twice what it is in red counties. This is huge!

The population density in the inhabited parts of blue counties is much higher than the population density of red counties and "purple counties" which are evenly balanced between liberal and conservative leanings, tend to have intermediate population densities which are often suburban.

Ski resort towns and other counties with tourism based economies (e.g. greater Las Vegas) often have low population densities when crudely comparing permanent residents to the land area of the county, but have large swaths of land where no one lives with small dense resort style housing areas which house many seasonal residents in addition to permanent residents.

The link between economic productivity per capita and population density isn't accidental. One of the most consistent empirical laws of economics is that higher population density leads to greater productivity which makes it possible to pay higher wages and necessary to do so in a competitive employment marketplace. It holds true across cultures, across geographical regions, and across thousands of years. It has been true all of the way back to Jericho and Sumer and the Nile River Valley and the Indus River Valley to the present. It was true in the pre-Columbian Americas in North America, in Mesoamerica, and in South America.

Transit and Electric Vehicles

Public transportation is more cost effective and provides better service in higher population density blue counties than in lower population density red counties.

Red counties also have longer average motor vehicle trips than blue counties, because people are spread out further from each other, and longer average trip lengths (and longer peak monthly and annual trip lengths) disfavor all but the very latest electric vehicles relative to gasoline and diesel vehicles.

Housing, the Cost of Living, and Wages

The cost of living is much lower in red counties than in blue counties. This is mostly driven by lower housing costs in red counties (both renting and owning) than in blue counties relative to median wages, and by lower business real estate costs in red counties relative to blue countries that indirectly impact retail prices.

Lower housing prices in red counties mean that homelessness is much less of a crisis in red counties than in blue counties.

The pressure to increase the minimum wage is greater in blue counties where the cost of living is higher than it is in red counties where the cost of living is lower. A "living wage" in a blue county is higher than the "living wage" needed to maintain the same standard of living in a red county. 

Slower home price appreciation in red counties than in blue counties also means slower property tax increases over time.

Lower home prices in red counties also mean that red county homeowners who have owned their homes for many years have much less wealth in the form of home equity than blue county homeowners who have owned their homes for comparable periods of time.

A lower cost of living also places less pressure on red county residents to set aside savings that build wealth, than blue state residents who know that they need to save money to be able to afford a security deposit or down payment for a home, to afford education for their children which is critical for a blue county child's future income, and to afford other major purchases. Of course, lower incomes also make it harder to save money.

But with little home equity if they sell their homes, and less savings, and a higher cost of living in blue counties relative to incomes for less educated and less skilled worker wage premiums in blue counties, many residents of red counties are basically trapped there. They can't afford to move to a blue county even if they'd like to do so. The jaws of the trap are even tighter for red county residents with no blue county residents who are no longer working and are on fixed incomes.

Blue counties have higher housing costs because their populations tend to grow faster than the housing supply as people move their for their larger number of jobs that pay better than in red counties. 

About half of red counties, if not more, are losing population while their housing stock remains more or less the same, and even those red counties that have growing populations are growing slower than blue counties, so it is easier for the construction industry to increase the supply of housing enough to keep up with the slowly growing population. Moreover, in many red counties, populations have been declining, stagnant, or at least below the national average, relentlessly, for decade after decade pretty much starting in 1960s and almost every decade since in the last sixty years. Indeed, the percentage of the population engaged in farming has declined for almost every single decade from the 1790s until into the 2000s. These long slow declines undermine even hope for an eventual recovery or stabilization.

Since housing prices in red counties seem likely to fall, or at least only keep up with inflation, this also makes investing in maintaining and improving homes in red counties a bad investment. In contrast, in blue counties with every soaring real estate prices, keeping a home well-maintained and up to date with renovations and improvements can yield disproportionate returns, causing the existing housing stock in blue counties to be in better shape and more up to date.

More educated and skilled workers make much more income in blue counties than in red counties, which more than makes up for the higher cost of living there. Less educated and skilled workers also make more income in blue counties than in red counties, but not enough to make up for the higher cost of living there.

Tighter economic circumstances and economic stagnation in a community, also fosters zero sum game thinking, and eats away at empathy as taking care of your own becomes your priority. All potential forms of competition, from international trade, immigration, female workers competing with male workers, and non-white workers competing with white workers, all starts to look like a threat in this mindset, whether or not this is true. And, older white men without college educations, in particular, who are the core of the MAGA movement have seen their demographic's economic prosperity decline in relative terms to lots of other groups (even if it has not actually meaningfully declined even after adjusting for inflation and their own costs of living are low), through events taking place mostly in their own lifetimes.

Fertility

It is more expensive to raise children in a blue county with its higher cost of living, than in a red county. So, families in blue counties are smaller, with fewer children in response to those realities. Blue county children are also more likely to need and benefit from expensive higher education (which red county voters don't want to support funding for since higher education confers a much smaller benefit to them than it does to the children of their blue county peers).

The expansion of economic opportunities for women also greatly increase the opportunity costs for all women, in blue counties and red counties alike, of having more children. This opportunity cost has caused the number of children per woman per lifetime to fall particularly fast for less educated women who previously weren't qualified to be teachers or nurses, and had few options other than being house wives, but can now work in a variety of less skilled jobs previously held predominantly by men.

This has made the "trad wife" ideal unattainable for most families, but especially those consisting of non-college educated couples with lower incomes who need two incomes just to support themselves and one or two kids. But when women are less economically dependent upon their husbands and often have steadier and better paying work than their husbands, then families are less tight economic glue holding them together, and a provider man's position as "head of the household" is undermined.

Nostalgia

In a red county that has been stagnant or in decline for half a century or more, nostalgia for the "good old days" can be intense. High school educated people used to have incomes proportionately much closer to those of college educated workers and managers, even if the absolute buying power of those workers hasn't actually fallen, and this has gotten steadily worse since the early 1970s. In contrast, blue county college educated men have seen uninterrupted prosperity (and a lot more men have college educations now than in the 1970s). Women have seen their access to higher education and to more remunerative employment in non-traditional professions soar. Minority members are much less shut out of the top levels of the career ladder than they were in the 1960s even if they haven't reached parity, improving in relative terms. High school educated men have stagnated, in part, because of the structure of the economy (it is important to recognize that the two and a half decades after World War II were a remarkable one time only exception that can't be reproduced for the most part, and not the norm), and in part, because the average was being pulled up by smart, socially functional men who had no access to college educations then and now have gained college educations leaving their less bright and more difficult peers behind in a new economy. 

Civil rights aren't a zero sum game, but it is easy for a high school educated man prone to feeling aggrieved for economic reasons to see it that way, and women and minorities have secured a lot of civil rights that they once lacked. 

Smaller and less stable families for all but billionaires or near billionaires, it seems, has also undermined and narrowed the role of men as fathers of many children, something was was commonplace for middle class men in the Baby Boom era (although people forget that this time period was also one with much higher poverty rates than those of today until the "War on Poverty" rebalanced the status quo a bit).

The patriarchy has weakened, and they are the heirs of the patriarchy. So, of course, they yearn for the good old days, even though that was facilitated by key factors that can't be recreated with new policies.

Unions

The union narrative of the left is that unions brought us the weekend, the 40 hour work week, overtime, workplace safety, employer provided health care, and more. And, this isn't wrong. But it is incomplete.

Unions facilitate turning the economic power of workers into concrete economic gains for them in an efficient manner. But this facilitation and negotiation and political action related role only works at times when the demand for the labor of the unionized workers is great and the supply is smaller.

When there is a glut of less skilled, less educated workers, because the economy has been transformed to be less labor intensive, through automation, for example, and because other countries long ago restored the manufacturing capacity that was destroyed in World War II and no longer need to import manufactured goods to the same extent, unions don't provide workers with much in the way of concrete benefits because they don't have much to negotiate with. 

Likewise, part of the shortage of workers during the Baby Boom was because women left the work force en masse to have kids (a desire deferred during the Great Depression and World War II which were times of great scarcity), reducing the supply of workers and leaving the men who  re-entered the work force after World War II in greater demand with more economic power. This also won't recur. The many men who died or were seriously injured in World War II also shrunk the supply of able bodied adult male workers in the U.S., which is certainly not something we would like to repeat.

This, in a nutshell, is why private sector labor unions have declined steadily until just a few years ago (when worker economic power and demand was near a prolonged record high also accompanied by prolonged record low unemployment). For decades they couldn't deliver. And, since the labor market is weaker in the less productive red county economies, unions are even less effective in red counties than they are in blue counties.

Employers never like unions, but in red states, there isn't an intense worker desire to protect unions because they provide minimal benefits there, so the legal balance has tipped against unions in red states with things like "right to work laws", while in blue states, where the strong economy gives workers more power and unions more to bargain with, the balance between unions and management legally and politically has been more stable, because unions in blue states can deliver more to workers who therefore have a more intense desire to support them politically against employer attacks.

Religion

Being religious provides few economic and educational benefits to college educated upper middle class people, and can be a hinderance. And, it provides only modest economic and educational benefits to working class girls. But it provides great economic and educational benefits to working class boys (both black and white).

Religiosity is also strongly associated with uncertainty in life, especially economic uncertainty. Less educated people, on average, are at much higher risk of unemployment and prolonged unemployment during their working years. Farmers and fishermen are also subject to great uncertainty in their economic prospects due to factors like weather and the availability of fish from year to year than even "middle skilled" workers in blue counties and "urban farmers" (who work in truck gardens or indoor marijuana grows).  So, people in red counties are more likely to see religion as more important in their lives even controlling for whether they are religiously affiliated or not.

Red counties (especially in the South, in Utah, and in other Mormon dominated counties) have a far greater percentage of Christians with far less denominational variation than blue counties. Red counties are far fewer religious non-Christians (e.g., Jews, Muslims, Hindus, Sikhs, and Buddhists) than blue counties do. So, religious diversity is not part of the everyday experience of residents of red counties.

Family Stability

The same economic instability and uncertainty, and lack of economic prosperity that makes red county residents more religious also dramatically influences their family stability.

The biggest predictor of whether a cohabiting couple will not marry, or whether a married couple will divorce, in basically every culture, is whether the woman in the couple earns more in the cash economy than the man. And, men without college educations, who make up a disproportionate share of men in red counties, are much more likely to have sustained periods of unemployment and to have mediocre earnings that have been stagnant, adjusting for inflation, for decades, than men with college educations (or even "mid-skilled jobs" and some college) in blue counties.

Also, high school educated women who leave the work force to have kids for a while receive few, if any, economic penalties to their earning capacity when they return to the work force, while college educated women who do that see their earning capacity when they return to the work force plummet. And women in red counties are much more likely to obtain some level of post-high school education than men. Indeed, programs to help women improve their education and skills often succeed in improving the economic well being of women, while programs to help men do the same rarely attract interest from men or have much of an impact.

As a result, couples with high school educations are failing to marry (the average high school educated couple has a child two years before getting married while the average college educated couple has a child two years after getting married and does so at an older age), and getting divorced when they do marry, at unprecedented high rates (in white couples echoing trends that started to appear with black couples without college educations in the late 1960s, as discussed for example, in the Moyihan report at the time).

In these breakups and divorces, where the inability of the man in the couple to be the stronger economic provider in the relationship is a key cause of the breakup, the man also has little if any ability to pay child support and alimony, or to provide a significant property division settlement (i.e. the legal rights a woman gains from being married).

The economic struggle that high school or less educated couples have to stay employed and earn a decent income after decades of wage stagnation for high school educated workers, also makes these families much more vulnerable to situations where they neglect or abuse their children, often resulting in a termination of parental rights or just child protective service intervention.

Both unstable couples, and neglect/abuse situations, means that many red county children often grow up without their father as part of the household for prolonged periods of time (echoing the experience of African-American children half a century earlier).

These trends are also exacerbated by the trend towards assortative marriage. There are fewer marriages in which one member of a couple is college educated and higher earning and the other is not college educated and has lower earning capacity. In part, this is because people have long tended to marry people of similar IQ, but now higher IQ women obtain college educations, while historically, this was much less common.

So, red county families are vastly more fragile than blue county families. This has led to a perennial state of moral panic in red counties about masculine identity and "family values" which when viewed as a moral problem prompts an attack on perceived sources of immorality and lost of masculine identity, which has led red county men to try to express their insecurity about their masculinity by trying to display that in ways other than being an economic providers, and by scapegoating LGBT people.

In contrast, college educated couples, who are much more common in blue counties, are much more likely to marry before having children, and have divorce rates that are falling to levels not seen since the 1960s.

Higher Education

In blue counties, higher education programs at all levels from certificates to associate's degrees to four year college degrees greatly increase your earning potential and pay for themselves in as little as a year or two, and usually in less eight years for all but the least qualified students in the least technical programs.

In red counties, higher education programs other than four year college degrees are a net money loser even at low community college tuitions when living at home, and even a four year degree can take as much as twenty-four years to pay for itself with higher earnings.

This is fundamentally because urban areas with healthy economies have productive ways to utilize the skilled and abilities developed in college, while rural and small town economies don't have jobs that productively utilize what someone learns from a college education.

See here and here.

Immigration

Blue counties have greatly disproportionate shares of immigrants and, in particular, disproportionate shares of immigrants who are settled residents of their communities rather than migrant workers living semi-nomadic lives. Due to their familiarity with immigrants in their daily lives, residents of blue counties are much less afraid of immigrants, who they know from experience to be good community members (at least to the same extent or more than native born members of the community) and who they know from experience are not disproportionately likely to commit crimes.

Red countries have a disproportionately smaller share of immigrants, who are often limited primarily to medical professionals and migrant farm workers. Due to their lack of familiarity with immigrants and the lack of a healthy economy, red county residents are much more likely to fear immigrants. Attitudes towards immigrants and globalization is also influenced by the reduced likelihood of red county residents to have had any higher education (as discussed above), or to have travelled abroad or to have lived in very different places within the United States (as discussed below).

Travel and Migration

Residents of red counties are much less likely to have a passport or to have traveled abroad than residents of blue counties. They are also less likely to have spent significant amounts of time living in places in the United States other than the vicinity of the place that they grew up, and even when they have lived elsewhere are likely to have lived somewhere else quite similar to the place that they grew up.

Studies of cousin marriage have shown that people in cousin marriages are less economically successful on average, primarily as a consequence of being less likely to leave the community where they grew up to move to larger cities.

Race

Some counties are overwhelmingly white, and those counties tend to be red counties that are rural or small town settings, especially in Appalachia, the rural Midwest, and much of the mountain states. The main exceptions are in New England (e.g. rural and small town areas in Vermont and Maine and Western Massachusetts) and counties defined by college towns.

Counties that are majority non-white tend to be blue counties even if they are similar to red counties in other respects, these include most of New Mexico and parts of Southern Colorado, counties with Indian Reservations (from Oklahoma to Arizona to North Dakota), and much of rural Hawaii and Alaska.

Quite a few red counties, however, are biracial. They have a white majority, and a non-white minority, usually black in the South and the Rust Belt, usually Hispanic in the Southwest, and sometimes Native American in countries near Indian Reservations and in Alaska (in the case of Alaska Natives) that don't actually have Indian Reservations or Alaskan Native communities. Few red countries, in contrast, and many blue counties, are genuinely multiracial, with significant numbers of people from more than two races or ethnicities.

Age, Health Care, Disabilities, and Credit

Residents of red counties tend to be older than residents of blue counties (except that Mormon dominated red counties tend to have younger residents).

Blue counties have more specialized and higher quality medical care available, and more medical professionals per capita than red countries which have a greater need for medical care due to their older populations. Blue states also tend to have fewer people who are uninsured since unlike some red states, they don't intentionally turn away free federal funds for Medicaid expansion and mostly don't provide state funding for health care beyond the federal minimum contribution. 

Red county residents have less interaction with medical professionals, especially medical doctors, than blue county residents, and a greater proportion of medical doctors in red counties are foreign born than in blue counties, which can impair the quality of doctor-patient interactions and communication.

Red county residents are less likely to have good health care outcomes following trauma incidents and strokes than blue county residents since they are less likely to reach a trauma center or top quality hospital during the "golden hour." More generally, red county residents have less first hand experience with what top quality modern health care can accomplish, on average, than blue county residents.

Red county men in the work force are much more likely to be employed in jobs with highly elevated rates of occupational injuries (like farming, fishing, timber work, mining, and construction) than blue county men in the work force.

A greater proportion of workers in red counties have physically demanding jobs that make it far more common for these workers to become disabled or forced to retire at younger ages than in blue counties.

Higher percentages of the population that are uninsured, and general lower levels of economic security among high school educated people who are more common in red counties also mean that average credit ratings are much lower in red counties than in blue counties, and that a very substantial proportion of the population in red counties have money judgments outstanding that can cause their wages and bank accounts to be garnished and their property seized, which can build animosity towards the legal system, and distrust of law enforcement officers who enforce judgments and of financial institutions in red counties. In blue counties where economic prosperity is more often uninterrupted and adequate health insurance is more common, in contrast, credit ratings are higher, money judgments are much more rare, and trust in the civil courts and financial institutions is much greater. Lack of health insurance also breeds justifiable fear of interactions with the medical establishment which can lead to financial ruin for many red county residents, while it rarely has that effect for blue county residents.

Self-Respect and Fragile Self-Esteem

The non-college educated white men at the core of the MAGA movement have taken immense blows to their self-esteem in many cases, and if they haven't have seen friends and neighbors who have.

The fact that they didn't go to college or went and didn't graduate brands them as a failure. They have failed to be reliable and prosperous economic providers. They have often failed to hold together intimate relationships and marriages. They have often failed to fulfill the expectations of society for fathers. They are often reliant on government payments, perhaps disability payments or SSI or Social Security, even if they earned them, rather than earning money from meaningful work.

In the MAGA heartland of West Virginia, 20% of the state's entire GDP consists of federal spending in the state less federal taxes paid from the state, and this is true of basically every county. Even if some of this is subtle, like Medicare and Medicaid provided health coverage, or a Social Security disability pension that was someone's only option to survive, a disabled man of working age who worked in physical labor all of his life, still sees receiving this support as a blow to his sense of self-respect which leaves his self-esteem as something fragile to prop up by means other than being an economic provider. Receiving government aid can feel bad even when you need it and it makes you better off because it is a constant reminder of your own failures.

Cursing the federal government and claiming you can be independent of it, reality be damned, can help compensate for the blow to one's self-esteem and self-respect that flows from being dependent upon it, even though it is counterproductive (at least in the short term) to do so.

Veterans, Hunters, Dangerous Animals, Law Enforcement Response Times, Firearms, And Crime News

Men in red countries are much more likely to be military veterans, than men in blue counties.

Men in red counties are much more likely to have engaged in recreational hunting than men in blue counties.

The higher proportion of men in red counties who are military veterans and/or have engaged in recreational hunting, means that men in red countries are much more likely to be gun owners than men in blue counties, and in particular, are much more likely to own firearms other than handguns.

Due to lower population densities in rural America, where the vast majority of counties are red counties, the average red county resident is a much greater distance from the average law enforcement responder than the average blue county resident, and as a result law enforcement response times to 9-1-1 calls are longer in red counties than in blue counties. Encounters with dangerous wildlife are also much more common in red counties than in blue counties. These circumstances creates a greater perceived need to own firearms for self-defense and the defense of others in red counties than in blue counties.

Also, while blue county news reporting typically covers a whole metropolitan area, resulting in a constant stream of news about violent crime, red county news reporting is typically hyperlocal, covering only a portion of the county around a small town, resulting in fewer reports of violent crimes near the people reading it, even though their crime rates per capita are actually higher. So, red counties tend to be perceived as less crime ridden than they are, while blue counties tend to be perceived as more crime ridden than they actually are. This interferes with the ability of people in red counties to see the connection between their high rates of firearm ownership and lax gun control enforcement and the rates of suicide and homicide and police use of firearms that they experience. In contrast, the connection seems stronger than it is in blue counties, because there is so much crime to cover in a populous metro area that only the most serious violent crimes which often involve firearms, receive news coverage, creating the perception that this is the most typical kind of crime in blue counties even though this isn't the case.