Emily Oster

8 min Read Emily Oster

The choice of where to send your child to school can feel unbelievably consequential. School is where they will spend the majority of their waking hours, for at least 12 or so years. It’s where they’ll (hopefully) learn to read, to do math, to interact with other people and exist in a constrained social environment. It’s where they will find their friends and, come middle school, their archnemeses. Given all of this, it’s unsurprising that it is a hugely stressful choice for many parents. You do not want to mess up and risk your child’s hating learning or, perhaps worse, finding the wrong archnemesis. These are formative years!

This stress translates into parents looking to find the “best” school for their child. And that goal often leads them to school rankings. These are everywhere — GreatSchools.org, Niche, U.S. News & World Report. Websites like these grade and rank schools. For example, you can go to U.S. News & World Report and see a ranking of public or charter schools in your state. (Here’s the data for Rhode Island, where I live.) 

Rankings like these influence the school districts we move to, the schools we choose within those districts, and parental decisions about outside options like private school. Despite their influence, I think the data cautions strongly against overuse of rankings like these. They get more attention than they deserve in parental decision-making.

This is true for two specific reasons, both rooted in economics. One is that rankings do not take into account the variation in needs and desires across families. The second is that the rankings are subject to selection bias. Both of these issues boil down to the need to consider what you are looking to achieve with your school choice. 

There is no simple bottom line here, but the bottom line is that school rankings should — at best — be one input to your decision-making. They are absolutely no substitute for thinking this through deliberately in the context of your particular kid. 

The limited value of a single ranking

The first issue in using these rankings is that — in this case, as in many others — they collapse a lot of data into a single ranking that may not be relevant for all, or even any, people.

This issue relates to a paper that my husband, Jesse Shapiro, wrote with Isaiah Andrews. Jesse and Isaiah’s paper is called “A Model of Scientific Communication” (which is one of their shorter and more understandable titles). The basic idea is that the most helpful way to communicate data to people depends on how similar their preferences are.

Online school rankings take into account many factors. Nearly all of them use student test scores as a key input, but some of them also take into account student-teacher ratio, ethnic diversity, how test scores vary by demographic group, school funding, and other variables. 

If everyone agreed on how much each of these components should be valued in the ranking, then the simplest way to communicate the information to people is with a single ranking (which reflects these universal values). This would be great, because looking at one number is simple, and if we all agree on how to construct that number, we are all set. 

However: if people do not agree — if some people put greater value on diversity and others greater value on math test scores, and still others disagree on how to trade off class size and school funding — then this simple “one number” approach to data communication doesn’t work. It would be much better (this is the point of Jesse and Isaiah’s paper) to provide people with the individual components and let them decide for themselves how to combine them. 

Whether the single ranking or multiple data points is better depends on how similar people’s preferences are. My view is that in the context of schools, the answer may be “not very similar,” in which case the single ranking is not very useful. Put differently: The rankings in, say, U.S. News & World Report are most valuable to you if your preferences align strongly with what U.S. News thinks is important. If they do not, then these rankings on their own may not really help at all. 

What do the rankings really capture?

A second core issue here is the question of what these rankings actually capture. The most important component in nearly all of them is state test scores. In the U.S., every state tests all students in grades 3 through 8 in math and in English language arts every year. Test scores — typically reported in pass rates (defined by the state standard) — are available by school and, usually, demographic group. One school may have, say, 40% of their students proficient in math, while another has 70%. The school rankings will generally be higher for those with the 70% rather than the 40%.

To reiterate some of the points above, it’s not at all clear that these scores are what every parent cares about, certainly not exclusively. But it turns out even if all you care about is your child’s performance on these tests, these rankings may not be sufficient.  

As a parent, thinking about my child’s learning and test performance, my goal may be to pick the school that delivers the largest increase in test performance. This concept is sometimes called “value added” — with this test-focused preference set, you’d want to pick the school that has the highest value added in scores. The rankings, though, focus on levels. And it turns out that those numbers are not necessarily the same.

The reason, which is perhaps obvious, is selection into schools. Schools pull from local areas. Areas with higher-income households, where parents have more education themselves and where resources are overall greater, tend to have schools with higher scores. But this would be true even if all schools were identical in their teaching and learning, because we know family background matters for test scores. 

A school in which 70% of the children are testing proficient in math in a very poor school district is, on average, going to be delivering greater learning than a school with the same proficiency in a rich district. The rich school district is starting with kids who have more advantages coming in — more tutoring resources, more books at home, and on and on — and their scores are reflecting that even if they do nothing in school.  

We know this issue is true in theory, but a new paper shows how it works in practice. The authors (economists, including my wonderful Brown University colleague Peter Hull) show that school rankings are highly correlated with the share of white students in the school (with schools with more white students being ranked better). When they isolate the “value added” of the schools, though, they find no relationship between racial composition and value added. All of the higher ranking of the schools with greater white enrollment was a result of bias. 

From a personal standpoint, what does this mean? First: Anytime you see these rankings, remember they reflect, in large part, differences in income and other demographics and their impact on test scores. This can help contextualize.

Second, more practically: all of this means that differences in test scores across schools are almost certain to overstate the impact of the school on your individual child’s test scores. If your child goes to a school with a 10% higher math pass rate on the state exams, you should expect significantly less than a 10% increase in the chance that they pass the exams. The influence of the school on your child is simply less than the average difference. 

Is any of the data useful?

The first discussion above suggests that you may want to seek out a range of information on schools to make decisions that align with your preferences. The second point is that test scores themselves may matter less for your individual child. With this in mind: is there anything you should look at?

In the data, there are a couple of school-level inputs, or characteristics, that do seem to be causally linked to student learning. One is student-teacher ratio: fewer students per teacher has been shown to increase learning (it’s true that richer districts have a smaller number of students per teacher, but other analyses that are able to isolate causality also show this). A second input is accountability — schools in which there is more teacher training and follow-up accountability tend to have better outcomes. This evidence is largely based on studies of what works in charter schools. 

Beyond these considerations, this is a choice that is going to come down to a lot of family-specific questions. What does your child need? What’s the feel of the school? Is a smaller house in a more expensive school district right for you, or a larger house in a less expensive one? How much do you value your child being able to walk to school versus being driven or taking the bus? 


These are all extremely important, and this is an example of a decision I talk about in The Family Firm as being amenable to the “Four Fs” framework for hard choices. School ranking may be one input into this hard decision, but it is only one, and probably not the most important.

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I hear from many of you that the information on ParentData makes you feel seen. Wherever you are on your journey, it’s always helpful to know you’re not alone. 

Drop an emoji in the comments that best describes your pregnancy or parenting searches lately… 💤🚽🍻🎒💩

I hear from many of you that the information on ParentData makes you feel seen. Wherever you are on your journey, it’s always helpful to know you’re not alone.

Drop an emoji in the comments that best describes your pregnancy or parenting searches lately… 💤🚽🍻🎒💩
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Milestones. We celebrate them in pregnancy, in parenting, and they’re a fun thing to celebrate at work too. Just a couple years ago I couldn’t have foreseen what this community would grow into. Today, there are over 400,000 of you here—asking questions, making others feel seen wherever they may be in their journey, and sharing information that supports data > panic. 

It has been a busy summer for the team at ParentData. I’d love to take a moment here to celebrate the 400k milestone. As I’ve said before, it’s more important than ever to put good data in the hands of parents. 

Share this post with a friend who could use a little more data, and a little less parenting overwhelm. 

📷 Me and my oldest, collaborating on “Expecting Better”

Milestones. We celebrate them in pregnancy, in parenting, and they’re a fun thing to celebrate at work too. Just a couple years ago I couldn’t have foreseen what this community would grow into. Today, there are over 400,000 of you here—asking questions, making others feel seen wherever they may be in their journey, and sharing information that supports data > panic.

It has been a busy summer for the team at ParentData. I’d love to take a moment here to celebrate the 400k milestone. As I’ve said before, it’s more important than ever to put good data in the hands of parents.

Share this post with a friend who could use a little more data, and a little less parenting overwhelm.

📷 Me and my oldest, collaborating on “Expecting Better”
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Comment “link” for an article with other tools to help you navigate risk and uncertainty.

#emilyoster #parentdata #riskmanagement #parentstruggles #parentingstruggles

I spend a lot of time talking people down after they read the latest panic headline. In most cases, these articles create an unnecessary amount of stress around pregnancy and parenting. This is my pro tip for understanding whether the risk presented is something you should really be worrying about.

Comment “link” for an article with other tools to help you navigate risk and uncertainty.

#emilyoster #parentdata #riskmanagement #parentstruggles #parentingstruggles
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Original thread source: Reddit @croc_docs

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🌶️ 37% have found their sweet spot and are happy with the frequency of s e x they are having
🌶️ About 64% of respondents were very or somewhat satisfied with the quality of the s e x they are having

Do any of these findings surprise you? Let us know in the comments!

#hotflash #intimacy #midlifepleasure #parentdata #relationships

Dr. Gillian Goddard sums up what she learned from the Hot Flash S e x Survey! Here are some key data takeaways:

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🌶️ 37% have found their sweet spot and are happy with the frequency of s e x they are having
🌶️ About 64% of respondents were very or somewhat satisfied with the quality of the s e x they are having

Do any of these findings surprise you? Let us know in the comments!

#hotflash #intimacy #midlifepleasure #parentdata #relationships
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#parentdata #emilyoster #flyingwithkids #flyingwithbaby #carseats #carseatsafety

Should your kid be in a car seat on the plane? The AAP recommends that you put kids under 40 pounds into a car seat on airplanes. However, airlines don’t require car seats.

Here’s what we know from a data standpoint:
✈️ The risk of injury to a child on a plane without a carseat is very small (about 1 in 250,000)
✈️ A JAMA Pediatrics paper estimates about 0.4 child air crash deaths per year might be prevented in the U.S. with car seats
✈️ Cars are far more dangerous than airplanes! The same JAMA paper suggests that if 5% to 10% of families switched to driving, then we would expect more total deaths as a result of this policy.

If you want to buy a seat for your lap infant, or bring a car seat for an older child, by all means do so! But the additional protection based on the numbers is extremely small.

#parentdata #emilyoster #flyingwithkids #flyingwithbaby #carseats #carseatsafety
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Note: Survey data came from the ParentData audience and users of the Nanit sleep monitor system. Both audiences skew higher-education and higher-income than the average, and mostly have younger children. The final sample is 14,919 children. For more insights on our respondents, read the full article.

SLEEP DATA 💤 PART 2: Let’s talk about naps. Comment “Link” for an article on what we learned about daytime sleep!

The first three months of life are a chaotic combination of irregular napping, many naps, and a few brave or lucky souls who appear to have already arrived at a two-to-three nap schedule. Over the next few months, the naps consolidate to three and then to two. By the 10-to-12-month period, a very large share of kids are napping a consistent two naps per day. Over the period between 12 and 18 months, this shifts toward one nap. And then sometime in the range of 3 to 5 years, naps are dropped. What I think is perhaps most useful about this graph is it gives a lot of color to the average napping ages that we often hear.

Note: Survey data came from the ParentData audience and users of the Nanit sleep monitor system. Both audiences skew higher-education and higher-income than the average, and mostly have younger children. The final sample is 14,919 children. For more insights on our respondents, read the full article.
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Tag a Dad who this holiday may be tricky for. We’re sending you love. 💛
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#parentdata #postpartum #postpartumdepression #paternalmentalhealth #newparents #emilyoster

“Whilst googling things like ‘new dad sad’ and ‘why am I crying new dad,’ I came across an article written by a doctor who had trouble connecting with his second child. I read the symptoms and felt an odd sense of relief.” Today we’re bringing back an essay by Kevin Maguire of @newfatherhood about his experience with paternal postpartum depression. We need to demystify these issues in order to change things for the better. Comment “Link” for a DM to read his full essay.

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Head to the newsletter for more and stay tuned for part two next week on naps! 🌙

#parentdata #emilyoster #childsleep #babysleep #parentingcommunity

SLEEP DATA 💤 We asked you all about your kids’ sleep—and got nearly 15,000 survey responses to better understand kids’ sleep patterns. Comment “Link” for an article that breaks down our findings!

This graph shows sleeping location by age. You’ll notice that for the first three months, most kids are in their own sleeping location in a parent’s room. Then, over the first year, this switches toward their own room. As kids age, sharing a room with a sibling becomes more common.

Head to the newsletter for more and stay tuned for part two next week on naps! 🌙

#parentdata #emilyoster #childsleep #babysleep #parentingcommunity
...

Weekends are good for extra cups of ☕️ and listening to podcasts. I asked our team how they pod—most people said on walks or during chores. What about you?

Comment “Link” to subscribe to ParentData with Emily Oster, joined by some excellent guests.

#parentdata #parentdatapodcast #parentingpodcast #parentingtips #emilyoster

Weekends are good for extra cups of ☕️ and listening to podcasts. I asked our team how they pod—most people said on walks or during chores. What about you?

Comment “Link” to subscribe to ParentData with Emily Oster, joined by some excellent guests.

#parentdata #parentdatapodcast #parentingpodcast #parentingtips #emilyoster
...