Using GSS data, I calculated the mean IQ for people who graduated with degrees in popular majors (sample = 855)
Mean IQ
English 112.0
History 111.3
Law 110.1
Art 110.0
Political Science 107.9
Biology 107.1
General Sciences 106.6
Education 106.1
Communications 105.9
Math 105.6
Finance 105.4
Psychology 105.2
Marketing 105.0
Overall average 104.3
Liberal Arts 104.0
Engineering 103.8
Law Enforcement 103.8
Social Work 103.6
Business Administration 102.4
Computer Science 102.2
Health 101.9
Accounting 101.7
Nursing 101.3
General Studies 101.1
Keep in mind that IQ is measured with a vocabulary test which favors verbal intelligence. Notice how the smartest students tend to major in the least practical fields.
I divided majors into practical and not practical, and found a difference:
Mean IQ
Not practical 106.5
Practical 103.4
Smart people tend to choose majors which are least likely to translate into a job. This is another indication of how smart people are not necessarily the most rational.
Friday, November 25, 2011
Monday, November 21, 2011
Regional traditionalism and marriage among black men
Blacks seem to do a little better in more conservative regions.
Using GSS data for the nine U.S. regions, I calculated the Pearson correlations between: 1) the percent of black men who are married, 2) the mean level of church attendance (for all races), and 3) the mean level of political conservatism (for all races).
All correlations are positive and very strong: percent married/church attendance, .84; and percent married/political conservatism, .66. (While we're at it, the correlation between attendance and conservatism across the nine regions is .89. Religiosity and conservatism are, empirically, practically the same thing.)
Using GSS data for the nine U.S. regions, I calculated the Pearson correlations between: 1) the percent of black men who are married, 2) the mean level of church attendance (for all races), and 3) the mean level of political conservatism (for all races).
All correlations are positive and very strong: percent married/church attendance, .84; and percent married/political conservatism, .66. (While we're at it, the correlation between attendance and conservatism across the nine regions is .89. Religiosity and conservatism are, empirically, practically the same thing.)
Thursday, November 17, 2011
Hispanics are now the face of American poverty
This graph from Pew shows that if the poverty rate is adjusted for such items as medical expenses, tax credits, and non-cash government benefits, Hispanics become the poorest large group of Americans. Over the past 45 years, we have imported a population which is now bigger and poorer than the black community. Our worst enemies could never have done this to us.
Sunday, November 13, 2011
On the measurement of energy
Steve Sailer says, "It's unfortunate that social scientists don't seem to have a reliable quick test of energy the way they have tests of intelligence, since it's obvious that energy differs widely among individuals and is important in influencing life outcomes."
The GSS has asked participants the following: "How much of the time during the past 4 weeks did you have a lot of energy?" Turns out, the answers are roughly normally distributed (sample size = 1,409):
Percent having a lot of energy over the past month
All the time 10.4
Most of the time 34.5
A good bit of time 22.6
Some of the time 18.4
A little biit of the time 9.5
None of the time 4.6
And here are the correlations with several variables:
Age -.18
Education .12
Income .15
Occupational prestige .05
As expected, energy decreases with age, and is associated with more education and income. (The correlation with occupational prestige is trivial).
These findings provide evidence that this single item is not an invalid measure of energy. The correlations are small, but I would expect just that, given that we are measuring a trait at one moment in time that has exerted its influence over a lifetime. Add to that the fact that energy level is probably not as stable over time as, say, IQ.
Like Steve, I see energy making a big difference. I would be a much more accomplished person if I had the energy. Reading my blog, you might think I have a preference for brevity. Truth is, I'm too lazy to write more. I'd like to do the research to find out how to boost my drive, but it makes me tired even to contemplate it. I'll lie down and let the impulse pass.
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The GSS has asked participants the following: "How much of the time during the past 4 weeks did you have a lot of energy?" Turns out, the answers are roughly normally distributed (sample size = 1,409):
Percent having a lot of energy over the past month
All the time 10.4
Most of the time 34.5
A good bit of time 22.6
Some of the time 18.4
A little biit of the time 9.5
None of the time 4.6
And here are the correlations with several variables:
Age -.18
Education .12
Income .15
Occupational prestige .05
As expected, energy decreases with age, and is associated with more education and income. (The correlation with occupational prestige is trivial).
These findings provide evidence that this single item is not an invalid measure of energy. The correlations are small, but I would expect just that, given that we are measuring a trait at one moment in time that has exerted its influence over a lifetime. Add to that the fact that energy level is probably not as stable over time as, say, IQ.
Like Steve, I see energy making a big difference. I would be a much more accomplished person if I had the energy. Reading my blog, you might think I have a preference for brevity. Truth is, I'm too lazy to write more. I'd like to do the research to find out how to boost my drive, but it makes me tired even to contemplate it. I'll lie down and let the impulse pass.
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Friday, November 11, 2011
Thursday, November 10, 2011
Wednesday, November 09, 2011
Growing up Mormon and marital infidelity
Here are the percentages of Americans who have cheated on their spouse listed by whether or not you grew up as a Mormon (sample size = 1,104):
Percent ever cheating on spouse
Grew up Mormon 4.5
Everyone else 17.6
The difference is not statistically significant because there are only 44 people in the sample who grew up Mormon.
Percent ever cheating on spouse
Grew up Mormon 4.5
Everyone else 17.6
The difference is not statistically significant because there are only 44 people in the sample who grew up Mormon.
Monday, November 07, 2011
Race and sexual harassment
The Cain sexual harassment scandal makes me wish I had good survey data in order to look, for example, at whether there are racial differences. The Longitudinal Study of Violence Against Women did ask male college students if they have ever used their authority (as boss, teacher, camp counselor, supervisor, etc.) to get a female to engage in unwanted: 1) sexual activities short of intercourse, and 2) intercourse. Here are the percentages of men who answered yes (sample size = 821):
Percent using authority for sex play
Whites 2.3
Blacks 1.4
Others 4.2
Percent using authority for intercourse
Whites 3.0
Blacks 2.8
Others 6.2
None of the differences are significantly different due to the rarity of sexual harassment. Keep in mind that blacks and others (who are mostly Hispanic) are less likely to have positions of authority so their rates would probably be higher if they equaled whites in leadership positions. Plus, validity research has shown that black males are less willing than whites to admit to deviant behavior.
Percent using authority for sex play
Whites 2.3
Blacks 1.4
Others 4.2
Percent using authority for intercourse
Whites 3.0
Blacks 2.8
Others 6.2
None of the differences are significantly different due to the rarity of sexual harassment. Keep in mind that blacks and others (who are mostly Hispanic) are less likely to have positions of authority so their rates would probably be higher if they equaled whites in leadership positions. Plus, validity research has shown that black males are less willing than whites to admit to deviant behavior.
Study: Flynn effect is not caused by hybrid vigor
From Psychological Review:
Mingroni (see record2007-10421-011 ) proposed that heterosis or hybrid vigor may be the principal driver of the Flynn effect—the tendency for IQ scores to increase at a rate of approximately 3 points per decade. This model was presented as a resolution to the IQ paradox—the observation that IQ scores have been increasing despite their high adult heritability—on the basis that substantial changes in IQ can only be accounted for by changes in underlying genetic factors. It is here argued that this model is predicated upon a misconception of the Flynn effect, which is most pronounced on the least g-loaded components of cognitive ability tests and is uncorrelated with genetic effects such as inbreeding depression scores (which are correlated with the g loadings of tests). Evidence supportive of the recently proposed life history model of the Flynn effect is presented. In the discussion, other theoretical objections to the heterosis model are also considered. On this basis, it is concluded that the Flynn effect is strongly entwined with developmental status and that heterosis cannot be its principal cause.
Sunday, November 06, 2011
Social class, camping, and fundamentalism
Do lower status whites enjoy nature? GSS respondents were asked if they've gone camping in the past year. Based on occupational prestige scores, I constructed 4 classes: lower, working, middle, and upper.
Percent who camp
Lower 41.6 (n = 269)
Working 46.5 (n = 376)
Middle 46.6 (n = 397)
Upper 53.3 (n = 260)
The share goes up a little among higher classes, but the differences are not statistically significant. Enjoying nature is common at all social levels.
While we're focusing on class, let's look at the belief among whites that the Bible is inerrant. In an earlier post, I looked at differences by education, but occupational prestige is a more direct measure of social class. I'm highly educated but far from upper class.
Percent who believe Bible is inerrant
Lower 37.8 (n = 1,345)
Working 34.0 (n = 1,725)
Middle 25.1 (n = 1,318)
Upper 17.9 (n = 751)
The lower and working classes are not significantly different, but all other comparisons are. The claim that Biblical fundamentalism is an middle- or upper-class movement is simply incorrect.
Percent who camp
Lower 41.6 (n = 269)
Working 46.5 (n = 376)
Middle 46.6 (n = 397)
Upper 53.3 (n = 260)
The share goes up a little among higher classes, but the differences are not statistically significant. Enjoying nature is common at all social levels.
While we're focusing on class, let's look at the belief among whites that the Bible is inerrant. In an earlier post, I looked at differences by education, but occupational prestige is a more direct measure of social class. I'm highly educated but far from upper class.
Percent who believe Bible is inerrant
Lower 37.8 (n = 1,345)
Working 34.0 (n = 1,725)
Middle 25.1 (n = 1,318)
Upper 17.9 (n = 751)
The lower and working classes are not significantly different, but all other comparisons are. The claim that Biblical fundamentalism is an middle- or upper-class movement is simply incorrect.
Wednesday, November 02, 2011
Ethnicity and camping
Half Sigma has observed that black folks don't enjoy nature. The General Social Survey asked Americans if they've gone camping in the past 12 months. Here are the percentages who answered yes by ethnic group:
Percent who camped in past year
Norwegian 66.7*
Dutch 52.9
Irish 52.4
Mexican 50.0
German 50.4
English/Welsh 46.7
Polish 46.2
Scottish 46.0
Italian 45.8
Russian 44.0
Jewish 40.6
Swedish 37.5
American Indian 13.3**
Blacks 10.7**
*significantly above average
**significantly below average
Blacks are at the bottom of the list. American Indians are next which is pretty ironic. Perhaps sleeping in a teepee isn't camping, it's home.
Half Sigma also claims that working-class whites love nature. I think he's right. (My blue-collar parents practically live in the wild.) We'll look at the data next.
Percent who camped in past year
Norwegian 66.7*
Dutch 52.9
Irish 52.4
Mexican 50.0
German 50.4
English/Welsh 46.7
Polish 46.2
Scottish 46.0
Italian 45.8
Russian 44.0
Jewish 40.6
Swedish 37.5
American Indian 13.3**
Blacks 10.7**
*significantly above average
**significantly below average
Blacks are at the bottom of the list. American Indians are next which is pretty ironic. Perhaps sleeping in a teepee isn't camping, it's home.
Half Sigma also claims that working-class whites love nature. I think he's right. (My blue-collar parents practically live in the wild.) We'll look at the data next.
How much evidence of racism?
Herman Cain was asked if racism is behind the story that he may have sexually harassed some employees. He answered yes. His next statement succintly summarized the grounds for the daily cries of racism we hear in contemporary America. When asked if he had any evidence to support his claim, he said no, none.
Monday, October 31, 2011
Ethnicity and nihilism
I calculated mean nihilism scores by ethnic group. (The question is about agreement that life serves no purpose, sample size = 3,051):
Mean nihilism score
Mexicans 1.93*
Filipino 1.80
Polish 1.78*
Puerto Rican 1.74
Czech 1.73
French Canadians 1.69
American Indian 1.68
Blacks 1.59
Swiss 1.58
Danish 1.57
Hungarian 1.55
Average 1.55
French 1.51
Italians 1.51
Asian Indian 1.50
Spanish 1.50
Germans 1.50
Chinese 1.50
Scottish 1.48
Jewish 1.48
Dutch 1.47
English/Welsh 1.47
Irish 1.48
Yugoslavs 1.40
Norwegian 1.40
Swedish 1.36**
Russian 1.35
Greek 1.33**
* significantly above average
** significantly below average
Data analyses on this blog have revealed again and again that Mexican Americans are in many ways a distinctive group. The gap between them and Greek Americans is large--three-quarters of a standard deviation. One reason why farm workers are nihilistic (as we saw in the previous post) is because they are disproportionately Mexican.
Mean nihilism score
Mexicans 1.93*
Filipino 1.80
Polish 1.78*
Puerto Rican 1.74
Czech 1.73
French Canadians 1.69
American Indian 1.68
Blacks 1.59
Swiss 1.58
Danish 1.57
Hungarian 1.55
Average 1.55
French 1.51
Italians 1.51
Asian Indian 1.50
Spanish 1.50
Germans 1.50
Chinese 1.50
Scottish 1.48
Jewish 1.48
Dutch 1.47
English/Welsh 1.47
Irish 1.48
Yugoslavs 1.40
Norwegian 1.40
Swedish 1.36**
Russian 1.35
Greek 1.33**
* significantly above average
** significantly below average
Data analyses on this blog have revealed again and again that Mexican Americans are in many ways a distinctive group. The gap between them and Greek Americans is large--three-quarters of a standard deviation. One reason why farm workers are nihilistic (as we saw in the previous post) is because they are disproportionately Mexican.
Sunday, October 30, 2011
Finding purpose
For those looking for direction in life, I think I've found a method. Ask yourself what you are willing to die for, and live for that. When I pose the question to myself, the answer that immediately comes to mind is my children.
Friday, October 28, 2011
Occupation and nihilism
General Social Survey (GSS) participants were asked if they agree that life serves no purpose. Answers range from strongly disagree (1) to strongly agree (5). I calculated the mean by occupation and list below the top and bottom five:
Nihilism--Top Five Means
Farm workers 2.20
Health aide 1.91
Construction laborers 1.89
Sewing machine operator 1.88
Farmers 1.86
Machine operator 1.86
Nihilism--Bottom Five Means
Sales supevisor 1.30
Other finanical officers 1.25
Financial managers 1.20
Managers 1.19
Real estates sales 1.17
The difference between farm workers and real estate sales is large--1.3 standard deviations. Evidently, a sense of meaningless is more of a problem for people with low status, repetitive occupations. Jobs with power and money are correlated with less nihilism. Perhaps powerlessness is a major source of thinking that life serves no purpose.
Nihilism--Top Five Means
Farm workers 2.20
Health aide 1.91
Construction laborers 1.89
Sewing machine operator 1.88
Farmers 1.86
Machine operator 1.86
Nihilism--Bottom Five Means
Sales supevisor 1.30
Other finanical officers 1.25
Financial managers 1.20
Managers 1.19
Real estates sales 1.17
The difference between farm workers and real estate sales is large--1.3 standard deviations. Evidently, a sense of meaningless is more of a problem for people with low status, repetitive occupations. Jobs with power and money are correlated with less nihilism. Perhaps powerlessness is a major source of thinking that life serves no purpose.
Wednesday, October 26, 2011
Social class and fundamentalism
A reader commented in the "Fundamentalists and delinquency" post that belief in the inerrancy of the Bible is an upper-class phenomenon.
GSS participants were asked: "Which of these statements comes closest to describing your feelings about the Bible? 1. The Bible is the actual word of God and is to be taken literally, word for word. 2. The Bible is the inspired word of God but not everything in it should be taken literally, word for word. 3. The Bible is an ancient book of fables, legends, history, and moral precepts recorded by men."
Here are mean levels of education by answer for whites (sample size = 19,324):
Word of God 12.01
Inspired word 13.71
Book of fables 14.33
Other 14.13
At the 95 percent confidence level, the Inspired Word group is significantly more educated than the Word of God group, and the Book of Fables group is more educated than both of them.
GSS participants were asked: "Which of these statements comes closest to describing your feelings about the Bible? 1. The Bible is the actual word of God and is to be taken literally, word for word. 2. The Bible is the inspired word of God but not everything in it should be taken literally, word for word. 3. The Bible is an ancient book of fables, legends, history, and moral precepts recorded by men."
Here are mean levels of education by answer for whites (sample size = 19,324):
Word of God 12.01
Inspired word 13.71
Book of fables 14.33
Other 14.13
At the 95 percent confidence level, the Inspired Word group is significantly more educated than the Word of God group, and the Book of Fables group is more educated than both of them.
Saturday, October 22, 2011
Racial differences in child abuse deaths
BBC News is making a big deal about the high rate of child abuse deaths in America. Michael Petit, president of Every Child Matters, gives a long list of liberal explanations for the problem. For all his expertise, he somehow forgot to mention race. According to CDC data, the deaths of 0-4 years olds per 100,000 by race for the 1999-2007 period are as follows: Asians 1.6, non-Hispanic whites 2.5, Hispanics 3.2, American Indians 6.6, and blacks 8.3.
Petit, I'm sure, is privately aware of the racial differences, but he might not know about regional differences among non-Hispanic whites:
New England 1.3
Mid-Atlantic 1.7
Pacific 2.0
S. Atlantic 2.5
West North Central 2.6
East North Central 2.8
East South Central 3.0
Mountain 3.1
West South Central 3.1
Coastal whites are less violent.
Petit, I'm sure, is privately aware of the racial differences, but he might not know about regional differences among non-Hispanic whites:
New England 1.3
Mid-Atlantic 1.7
Pacific 2.0
S. Atlantic 2.5
West North Central 2.6
East North Central 2.8
East South Central 3.0
Mountain 3.1
West South Central 3.1
Coastal whites are less violent.
Wednesday, October 19, 2011
Fundamentalists and delinquency
*significantly more than fundamentalists
White Add Health respondents (sample size = 3,489) were asked, "Do you agree or disagree that the sacred scriptures of your religion are the word of God and are completely without any mistakes?" The above table shows the percentages who have committed a specific crime at least once in the past 12 months. "Fund" is short for fundamentalist.
You can see a tendency of fundamentalist teenagers to be more law-abiding than youths who don't believe scripture is inerrant. Keep in mind that fundamentalists have the disadvantages of lower average IQs and socioeconomic status. They are not less violent, just less prone to commit property crime. Perhaps conservative religious people are the same as others on attitudes toward violence, but are more respectful of property.
Monday, October 17, 2011
Trends in Catholic religiosity
In his new book Suicide of a Superpower, Pat Buchanan claims that since Vatican II, American Catholics have gotten less religious and more culturally liberal. The graph (GSS data, sample size = 13,432) shows that he's right. Attending more than weekly (gray) or weekly (pink) is down. The following are up: 2-3 times a month (magenta), once a month (gold), once a year (green), and never (red).
This graph shows that Catholics are slightly more approving of abortion for any reason than they were in the 1970s.
Trends for Mexican Americans (data not shown) are more conservative. Attendance has basically held steady over the past four decades, and support for abortion on demand has actually dropped from 38 to 23 percent. My guess is that the constant infusion of new immigrants from Mexico keeps Catholic Mex-Ams religious and comparatively conservative on abortion.
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Via a reader at iSteve, it looks like this might be the vocabulary test used by the General Social Survey. (Someone please tell me if I'...
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Here's the second set I promised. A reader suggested that the first set tends to be older, and it is among younger blacks where you see ...



