A rant on fertility rates and other nonsense

Amid the great twitter shutdown of Thursday morning, I inadvertently got myself into my first twitter fight. I’m still not entirely sure how we got to the point of this person, previously unknown to me, accusing me of believing that condoms were not a form of conception, but I think it had to do with her not reading a post of mine from last year.

When it ended, we somehow were talking about the US fertility rate. I was trying to make that point that if only 1% of women of child-bearing age in the US were pregnant, trying to get pregnant or breastfeeding, we would have far fewer than 4 million babies born per year, while she wanted to insist the the right wing agenda was fighting abortion in order to increase the fertility rate of whites.

We were clearly talking past each other. Nonetheless, I thought of the conversation Saturday morning when a friend forwarded me this “the world is coming to an end because white women in the US aren’t having babies” article from the WSJ. There are so many things wrong with this piece, starting with the inherent racism (the fertility rate may be 14/1000 inhabitants, but it’s the immigrants who are having babies, which is going to wipe us out), to the misuse of statistics (I’m not sure how a slight increase in fertility constitutes “sinking like a stone,” but hey, I’m not a statistician or demographer or economist or anything…oh, wait…).

The set of solutions proposed by the author are equally problematic and short-sighted. While I admit that universities are in need of reform and education is too expensive, I am flummoxed by the observation that we should send fewer people to college. Apparently, fewer people (read: women) in college means people will have more babies which means more people paying taxes. Women leave college or the workforce to get pregnant or take lower wage jobs so that we can have more tax revenue? I’m confused. Despite the apparent appeal to the mercantilists who wanted to keep people poor so they would work hard, it goes entirely counter to his contention that we need people to be innovative and entrepreneurial. How do you expect people to be innovative if you don’t let them receive training in what’s already been done? Besides, I think the idea that we’re innovative because our population is growing is backwards. We don’t need more people in order to be more innovative, we need more efficient and effective use of taxpayer dollars to incentivize discovery, to provide opportunities, and to care for people who cannot take care of themselves.

Further, nowhere does the author promote pro-child policies that don’t utilize the tax code. There’s no talk of parental leave or support (such as expanding the Family Medical Leave Act, which just turned 20), child care, or other pro-parent policies. There’s no talk of improving public schools, so that having a child in a place like Chicago or New York isn’t subject to the constraint (held for some, not all) to be able to pay for private school.

Sisters and Partisanship

Andres Marroquin highlights a recent paper on his blog regarding the presence of sisters and its effect on political leanings and attitudes toward gender roles. The paper is clear, concise, seems statistically sound, and declares confidently that “having sisters causes young men to be substantially more likely to identify as Republicans and to express conservative viewpoints, particularly with regard to gender roles.”

In some ways, this outcome is counter intuitive. My initial thought was that having sisters should lead to a less rigid adherence to traditional gender roles because caring about one’s siblings means you would like them to be free to live their lives as they pleased, etc.

Oh, folly.

The paper does expand upon this more, but I don’t think it does a really good job of explaining the effect it actually finds. The result is not really that having a sister makes you more conservative, it’s rather likely that when boys have sisters and their parents reinforce typical gender roles by assigning gender-specific chores or other means, men are more conservative. It’s a more nuanced outcome and not as shocking, but it’s the more correct way to view it, I think. The paper is sold as a departure from the “parents influence children” literature and its contribution as “siblings influence each other,” but they don’t provide a clear mechanism for how the siblings actually influence each other outside of how the parents influence the children.

Statistically, having a sister might mean you are more conservative, but that doesn’t mean that boys with sisters will automatically be more conservative. There is still likely significant room for parental influence in establishing (or bucking) gender roles.

Totally don’t get Amazon’s pricing schemes

About a week ago, I visited a friend and colleague in DC and got to meet her beautiful baby boy. While I and another friend played and cooed and giggled, my friend raved about a baby mobile (Wimmer-Ferguson Infant Stim-Mobile). The baby loved it, she loved it, her husband loved it and apparently it made everyone in her household happier. Since my college roommate welcomed the arrival of her fourth little one a few weeks ago, I decided to send her a “hey you made it through three weeks with four kids” present and what better gift than one that will totally enrapture an infant for multiples of minutes, like even tens of minutes. Peace and quiet? Yes, please.

Another good friend is due this month, (yes, it’s the year of babies, and I’m behind, sorry y’all!) and I thought, well, the mobile’s two for two, why not send it to V as well? Last Friday, I went to buy it and imagine my surprise when the price on Amazon went up by $2.64 between this week and last week. A more than 10% increase in the price of the good when I’m buying the second one? While I can’t say that I’m seeing different prices based on my purchases (if so, I just guaranteed higher prices by declaring it’s the year of babies on my blog), it does seem odd that the price would go up on something I had just purchased. I was in such a principles of micro frenzy at the moment: Marginal benefit is decreasing! Willingness to pay falls as the number of goods increases. Why aren’t they charging me less, not more? That’s what the law of demand says, #goshdarnit.

That’s flawed thinking, of course. If they are actually offering me a different price based on my buying history, and I’m going back for another one, the first one probably already proved its worth (a chorus of “I love it” from my college roommate is what prompted me to look again for V), and so perhaps now I’m willing to pay more for it.

If that didn’t confuse me enough, I got over my mini-fit enough from the other day to go back and buy it regardless of the price increase, and it was back down again, within a few cents of what I had paid the first time.

One savvy small-business owner friend suggested that Amazon might be trying dynamic pricing to determine the best price for the product. That is perhaps even more fascinating than them trying to charge individuals different prices based on their purchase history or demographics. They did some of this before, denied it, and got in trouble for it, back in 2000, if you didn’t remember. Then, they were accused of charging different prices based on demographics, but claimed it was an experiment and totally random, and promised not to do it again.

At my last look, the price is back up on the baby mobile, the highest I’ve seen it. I don’t know what’s going on, certainly something.

Update: I’m not the first to notice this. Apparently, Amazon and other retailers are experimenting with airline-like pricing. h/t @ericmbudd

Update  #2: The New York Times is ON it. h/t @thomaspace

The long-term effects of food stamps

I was so confused yesterday when the NBER email arrived because I didn’t remember it being Monday. Last week just kind of crept into this week and though I’m ready for my mountains and family, I didn’t expect it to come so fast!

A paper on that sells itself as a ray of sunshine in the midst of a bleak and dreary literature on children’s lifelong outcomes from exposure to poverty, maternal stress, fires, and more. And it’s kind of true. The maternal stress/in-utero distress papers seem to be getting a lot of play lately (here’s one). Hillary Hoynes, Diane Whitmore Schanzenbach and Douglas Almond think perhaps we should look at long-run positive outcomes from the things (read: policies and social safety net programs) we can control. The abstract for “Long Run Impacts of Childhood Access to the Safety Net” reads:

A growing economics literature establishes a causal link between in utero shocks and health and human capital in adulthood. Most studies rely on extreme negative shocks such as famine and pandemics. We are the first to examine the impact of a positive and policy-driven change in economic resources available in utero and during childhood. In particular, we focus on the introduction of a key element of the U.S. safety net, the Food Stamp Program, which was rolled out across counties in the U.S. between 1961 and 1975. We use the Panel Study of Income Dynamics to assemble unique data linking family background and county of residence in early childhood to adult health and economic outcomes. The identification comes from variation across counties and over birth cohorts in exposure to the food stamp program. Our findings indicate that the food stamp program has effects decades after initial exposure. Specifically, access to food stamps in childhood leads to a significant reduction in the incidence of “metabolic syndrome” (obesity, high blood pressure, and diabetes) and, for women, an increase in economic self-sufficiency. Overall, our results suggest substantial internal and external benefits of the safety net that have not previously been quantified.

I tried to read it on the plane, but was distracted by an early, incorrectly used semi-colon. Yes, that’s enough to make me stop reading a paper (especially after wading through 19 student papers with many incorrectly used semi-colons). I’ll get back it to it later, promise.

CCTs and Crime

The connection between poverty and crime is both well-established and notoriously difficult to distentangle. We know that high-crime areas are likely to be poorer than low-crime areas, and yet we don’t usually profess that crime causes poverty, although a certain blogger/writer team of economist and journalist is quick to remind you that crime doesn’t pay. We might expect poverty to cause crime for a number of reasons–idleness leads to thrill-seeking, social norms make stealing appear common or acceptable, families may not be able to feed their families without stealing–but separating one effect from the other is incredibly difficult.

In a careful and very well executed new paper by three economists at the PUC-Rio, crime is in fact lowered in the face of conditional cash transfers, or a directed attempt to put more money in the hands of low-income families while simultaneously requiring their kids to go school/not work during school hours. The authors exploit the expansion of the program–to pay benefits to families with older children–to causally identify the effect of additional income on crime.

The authors find that expanding the Bolsa Familia program to include 16- and 17-year olds did have a dramatic, causal effect on crime rates.

My primary question on the paper has to do with the expansion. Because the program had already been in place for some time, many families lost some income when their children turned 16 and thus were no longer eligible for benefits. Many of these same families would regain benefits with the expansion. So, did crime increase as these children aged out? Surely there’s some variation in average age and distribution of children in the program by school, so we should be able to at least speculate on whether there is something about turning 16 and 17 that makes one particularly prone to criminal behavior, or whether leaving the program leads to more behavior. Perhaps we can’t identify it the same way causally, but it’s an important dimension, I think.

The second problem I have is stylistic: a clear link to a number in a table with words such as “the program expansion lead to an average X% decrease in crime” would have helped make reading easier.

h/t: @franciscome

Cited: Laura Chioda, João MP de Mello and Rodrigo R. Soares. “Conditional Cash Transfer Programs: Bolsa Família and Crime in Urban Brazil.” PUC Working Paper No. 559.

Inheritance and education as substitutes

The effect of inheritance laws on gender equity is a subject that remains largely understudied; most of the information we have is anecdotal or follows from intuitive reasoning. It makes sense that in places where land ownership is a significant predictor of future outcomes and job opportunities are limited, not owning land (or not inheriting it) would likely lead to worse outcomes. Given that inheritance laws tend to favor male children (and in some cases first-born male children), it stands to reason that women and girls would have the most to lose from disinheritance.

In a twist, a working paper by two Italian economists shows that inheritance actually leads to less investment in schooling, and more investment in health for male children, but not for female children. The paper relies on a policy change in Ghana which changed inheritance from a primarily matrilineal system to a more patrilineal system, leading to more male sons inheriting land from their fathers. The authors show, using a difference-in-difference strategy, that males who were subject to the new laws, and thus more likely to inherit land, eventually obtained one less year of education than boys who weren’t subject to the law. They were also healthier using a height-for-weight z scores, indicating higher investments in nutrition and health, which would be necessary for more efficient working of land.

The argument is that inheriting land/investments in health and education were close substitutes due to the social norm that fathers provided for their sons’ livelihoods. If a father could not provide for his child by giving him land, he could send him to school or set him up with an apprenticeship. Given limited resources, the parents might choose education over investments in health. With inheritance laws favoring sons of fathers, that “over-investment” in education ceases and higher investment in health follows. This is likely only an issue for parents for whom the constraints are binding–i.e., they have a limited amount of resources to spread around. The poorer a family is, the more likely they are to run up against this constraint, and thus the effect of the patrilineal inheritance laws is likely greater for the landowning poor than wealthier landowners.

For girls, the results are somewhat ambiguous, and theoretically, the outcome is difficult to predict. Whether girls are affected by disinheritance of land as a result of the changed law (through lower nutrition and higher education?), is likely closely tied to the social norms regarding providing for girl children. If the social norm is “people in this community (should or do) set up girls to provide for themselves,” as it appears to be for boys, we would likely see such changes in investments. If the social norm doesn’t reflect an obligation to girl children, then the change in inheritance laws shouldn’t have a great effect.

Source: La Ferrara, E. and A. Milazzo (2011) ‘Social Norms, Inheritance and Human Capital. Evidence from a Reform in the Matrilineal System in Ghana’. A preliminary draft.

Time use and hindsight

I am in the midst of revising a paper that uses a very specific question from the Fragile Families Data set about reading to children. When I began writing the paper, I started looking for evidence with time-use surveys, such as the American Time Use Suvey (ATUS) which asks participants to record everything they do and for how many minutes on two given days (a weekday and a weekend, usually). I noticed, particularly at the PAA meetings this Spring, that there was a lot of controversy about these surveys. What, exactly, can they tell us about general effects, when we are looking at such a small sample of time for any given individual? More specifically, if we want to examine the effects of a particular policy, how does looking at one individual’s day give us a causal effect of a policy? Time use surveys are incredibly useful for seeing exactly how individual spends his time on any given day, and the possibilities for understanding the dynamics of child-rearing and marriage are far-reaching. The trade-off is that you have no way of knowing whether this is a typical day or not. On average, for the population, if we have a random sample of individuals and days are sufficiently randomly assigned, we should get an idea of what the population does, on average. But asking if a particular impetus leads to a specific behavioral change (for instance, does an increase in income mean you invest more in child’s education) is a little more problematic. The alternative is to ask questions in a survey setting about time-use behaviors without specifying the time. That’s what the Fragile Families does, and the question about how many days per week you read with your child has its own problems. I have long argued that when individuals answer the question, they must do some averaging over time. The question is not “how many days did you read with your child last week” as might be preferred or indicated by the literature on work (did you work last week?), but rather a sort of what do you usually do? I’ve been surprised at how much pushback I’ve received on this matter from discussants and reviewers. Most say the natural model to use is a count model, like negative binomial or Poisson, but I think it makes more sense to use an ordered probit, which allows for 4 to be more than 2, but not necessarily twice as much as 2. I don’t think the reading days answer is as firmly countable and identifiable as something like parking tickets, where a count model is the readily apparent model. I imagine the question is a lot like exercise. Over the weekend, I helped a friend with her match.com profile and one of the questions is how many days a week do you exercise? For some, the answer is absolutely 7, every single day. For others, zero, not lifting a finger. For most, though, I’d guess it varies from week to week. One week, you go every day, the next week is busy at work, so you go less often. Perhaps you go on a whole-day hike and tell me two days instead of one because you don’t want to seem lazy. Thus, when I ask you the question of how many days a week you exercise, you’re not really giving me a straight answer, through no fault of your own. You’re averaging over the last couple of weeks, you’re perhaps adjusting your answer to reflect what you think the surveyor is looking for, and you’re partially giving an impression of how much you value exercise. I’m having a hard time making this same argument regarding time spent with children to discussants and reviewers, and I’m not sure what I’m missing in my explanation to make it more convincing.  

Fun stuff on infant health and taxes

I’m not a huge fan of the US tax code. I think it’s far too complicated and full of ridiculous things you can do to get around paying your taxes. This makes for rent seeking and a huge time suck. That said, I’m always interested in the types of incentives that certain taxes provide to change behavior, particularly when it comes to child health and investments in children. A new NBER working paper examines the relationship between infant health and the Earned Income Tax Credit.

Without having read the paper, my first thoughts are 1) why do we think the EITC would affect infant health specifically? and 2) those are pretty large effects for an increase in income. The authors argue that an exogenous increase in income means mothers will seek out more prenatal care, but it seems that a 10% reduction in the rate of low birth weight babies would require a large portion of the tax credit (increase in income) to go towards prenatal care for most mothers (or all for some and a small amount for others). Maybe they address it later on, but this, too, will make for some good plane and train reading this week.

The abstract is here:

This paper evaluates the health impact of a central piece in the U.S. safety net for families with children: the Earned Income Tax Credit. Using tax-reform induced variation in the federal EITC, we examine the impact of the credit on infant health outcomes. We find that increased EITC income reduces the incidence of low birth weight and increases mean birth weight. For single low education (<= 12 years) mothers, a policy-induced treatment on the treated increase of $1000 in EITC income is associated with 6.7 to 10.8% reduction in the low birth weight rate, with larger impacts for births to African American mothers. These impacts are evident with difference-in-difference models and event study analyses. Our results suggest that part of the mechanism for this improvement in birth outcomes is the result of more prenatal care and less negative health behaviors (smoking). We find little role for changes in health insurance. We contribute to the literature by establishing that an exogenous increase in income can improve health, and illustrating a health impact of a non-health program. More generally, we demonstrate the potential for positive external benefits of the social safety net.

Source: “Income, the Earned Income Tax Credit, and Infant Health.” Hilary W. Hoynes, Douglas L. Miller, David Simon. NBER Working Paper No. 18206, July 2012
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Child obesity, Latin America and a good reminder

A few weeks ago, Adam Ozimek and I of Modeled Behavior had a discussion in the comments section here about the soda ban in New York City and the debate around paternalism. When I was slow to respond, we continued over email, just proof that you’re never really going to end a debate with an economist.

Adam was kind enough to send me a link to a piece in the Atlantic, which I thought did a much better job of summing up the arguments against the soda ban and paternalism in general, which I had, up to that point, not seen as convincingly articulated. What I liked about the argument is that it alluded to culture and how creating laws that are both nonsensical and devoid of cultural understanding and social norms makes for really bad law. And this I can totally get behind.

With that in mind, I spent much of last week searching for recent programs in the developing world for adolescent girls. The scope of this new project is rather wide and includes programs aimed at increasing political and community participation by girls, delaying marriage and sexual debut, improving education, health status, and bargaining power, decreasing HIV and violence against women, and so much more. I was thumbing through websites on health and violence and found the program Agente F, partially sponsored by Telefonica, one of the major cell carriers in Latin America. It’s intended to teach kids about healthy eating habits and avoid obesity, which, apparently, is fast becoming a problem in Latin America. I didn’t know. I thought we were still dealing with hunger and poverty, but apparently I’m behind the times. I have been unable to ascertain how widely this program is used, or whether anyone has actually played the game, but it’s interesting in that it has a lot of institutional support, at any rate.

I consider myself somewhat adept at Latin American cultures, and some more than others, having lived and spent time in many Latin American countries. I tell people “buen provecho” when they’re eating and can sing happy birthday in Spanish, Portuguese and Venezuelan (it’s a different song). I know where it’s appropriate to wait in line and where you’ll never get your coffee if you don’t hustle your way to the counter. I can talk to you a little bit about Catholics and saints and am sure to take a shower immediately if I get wet in the rain (RIP, Tomas.). I’m not a native, by any means, and I surely make mistakes, but it’s not a completely foreign world to me.

So I was struck by how many of the questions on the Agente F game I was unable to answer. Not just the ones about how many bones are in the body or how many muscles. Those, I guessed on and mostly did fine. One question in particular asked what should you do to ensure a good night’s sleep? I said exercise, but the answer was take a cold shower before going to bed. I see the logic. Your body needs to cool down before going to bed, and it’s often hot in many Latin American countries, which can make it difficult to sleep, but I thought it was a very odd answer.

A few questions were in this vein. The answers seemed totally foreign to me and reminded me how important cultural context is in creating programs and legislation with the policy goals of influencing behavior and actions. Despite my experience living in Latin America, I’m not a native. I have no idea whether taking a cold shower before bed would sound like a reasonable thing to a Mexican or a Colombian; maybe it’s totally within the realm of reason. Heck, maybe it’s within the realm of reason for natives of the United States and I’ve totally missed the boat. Regardless, culture is an important element to take into consideration when designing programs and laws.

CESifo Conference on Children

I think this looks pretty cool. Call for papers comes due on July 15. And I’ve never been to Germany!

CESifo Economic Studies and UCLS Conference on Families, Children and Human Capital Formation

From 19/Oct/2012 to 20/Oct/2012

Among the issues to be covered include the causes and (short-and long-run) consquences of child health, early-life interventions and events, education and familiy poilicies and divorce (including the role of the family more generally). The keynote lectures will be delivered by Anna Aizer (Brown University) and Kevin Milligan.

Scientific organiser(s):  Matz Dahlberg ,  Eva Maria Mörk and  Anna Sjögren

See call for papers 
Submit a paper
Contact for queries: office@cesifo.de