All posts by Victoria Liublinska Prince

Might a ZIP Code Determine One’s Destiny?

In one of the latest episodes of the “Hidden Brain” podcast titled “Zipcode Destiny”, host Shankar Vedantam and Harvard economist Raj Chatty revisit the American Dream and discuss interplay between early education and childhood environment in setting one’s chances for socioeconomic success later in life.

In one of his latest studies, Professor Chatty reanalyzed data from existing randomized studies conducted decades ago evaluating the impact of a good kindergarten teacher on a child’s cognitive outcomes. The original conclusions were unimpressive: while there was some benefit in terms of improved standardized test scores in the first few grades, any gains faded out soon after.

Professor Chatty realized, though, that these studies weren’t looking far enough into the future. Merging in Social Security and income tax records, he and his colleagues showed that gains from being assigned to a better kindergarten classroom reemerge in adulthood. Children exposed to better teachers are significantly more likely to obtain a college degree and, on average, have higher earnings.

A great teacher, however, does not only train students in technical subjects but, more importantly, helps them develop “soft” skills like self-discipline, confidence, focus, and teamwork. Data shows that such non-cognitive skills are much more predictive of success in adulthood. Put simply, it is more important to get along with peers than scoring high on a math test!

In the second part of the podcast these finding are viewed through the lens of the ever-evolving American Dream. Opportunities for upward mobility do not just vary by state and city – children growing up only a few blocks apart can have very different outcomes in life. Findings show that community-level factors such as segregation levels, size of middle class, percent of two-family parents, are predictive of kids’ outcomes. Also, places with higher levels of social capital (e.g., a sense of community) are more favorable for economic mobility.

Many of these findings are outlined on the Opportunity Insights website, a resource put together by a team of Harvard researchers studying factors related to economic opportunities. The site offers a plethora of useful information, including academic papers and reports on the topic, interactive maps of mobility outcomes at a neighborhood level, as well as a free online course on Using Big Data to Solve Economic and Social Problems.

Circling back to the original question about the impact of early education, Professor Chatty shared results from another experiment that explored the effects of providing housing vouchers to residents of underprivileged communities for relocation to neighborhoods with better outlooks. Again, the new long-term reanalysis showed that the highest positive effect of such relocation was observed among kids whose families moved when they were very young. The length of exposure to a more opportune environment mattered a lot.

These insights can be used to inform policies aimed at decreasing inequality and reviving the American Dream. Professor Chatty suggests improving the reward system for teachers in public schools. The current structure places the most emphasis on experience, taking little consideration of teachers’ efforts and productivity. Also, a team of researchers is mapping data to identify “opportunity bargain” neighborhoods that are affordable to low-income families and have good long-term outcomes for children. They then work with local governments to develop programs that motivate low-income families to move by simplifying the moving process.

Professor Chatty’s outstanding research has informed policies that improve people’s lives. It would not be possible, however, without access to the ultimate “big data” such as anonymized tax, census, and Social Security records that allowed researchers to follow people across generations. Merging these data to existing well-designed studies that lacked long-term follow-up may provide deeper insights into issues of equality of opportunity.

Are Commuter Benefits Effective?

An interesting perspective on our commuting choices is offered by the Boston Globe Spotlight Team. The data shows that most employers’ commuter benefits are ineffective in swaying workers’ decisions to drive or take mass transit in and around Boston. The reason offered is that driving to work is a deep cultural habit that is difficult to break.

While I agree that public transportation cannot match the comfort of one’s car, there are definitely larger issues with the system as a whole. Its outdated equipment, chronic delays, and an ineffective radial design may stand in the way of our desire to seek alternatives to sitting in traffic.

Take a Walk with these Statistical Podcasts

Whenever the weather permits, I choose to walk the 45-minutes to work along the streets of Boston. In addition to enjoying the sunshine, I have found a number of statistics-themed podcasts to listen to along the way that are insightful and enjoyable for listeners of any background.  Here is a shortlist of some of my favorites: 

Stats + Stories (NPR)

Stats and Stories hosted by John Bailer and Richard Campbell is “about the statistics behind the stories and the stories behind the statistics.”  Weekly, 30-min episodes explore quantitative ideas in our daily lives and feature distinguished professionals and scholars presenting their research, work products, or just bubbling new ideas. Some recent topics I really enjoyed include the reproducibility crisis in biomedical research, the statistics behind aging, and ways to make forensic science more scientific.

More or Less: Behind the Statistics (BBC Radio 4)

More or Less is instantly addictive. Hosted by Tim Harford, a brilliant economist and award-winning journalist, this podcast is devoted to explaining the economic ideas behind everyday experiences. Episodes are issued several times a week and last between 10-25 minutes. The focus is on explaining, or debunking, the statistics reported in the news, political debates, or just daily life.  I especially enjoyed the episode that raised awareness of the historical lack of women in clinical trials and the one that questioned the Chernobyl disaster death count (this topic hit home with me as I grew up in Ukraine).

Planet Money (NPR)

Planet Money is an “economics-for-dummies” podcast and one of my long-time favorites!  Episodes are brilliant, engaging, and are just the right length (20-25 min) for an easy listen.  They come out twice a week and explore complex topics on latest events in global economy in fun and accessible way. Originally launched during the financial crisis of 2008 as a series of episodes trying to make sense of the Great Recession, today Planet Money is still going strong and continues to provide insights into everyday events with an economics angle.

In addition to my three favorites above, here are some runner-ups:

Microsoft Research Podcast is a rather technical full-length podcast that comes out every week and covers the company’s investigations into new cutting-edge tech research.

The R-Podcast: Authored by Eric Nantz, a Research Scientist at Eli Lilly, this podcast helps me keep up-to-date with the latest news in the R/RStudio world.

ASA Biopharm’s Podcast is a monthly podcast that features leaders from pharmaceutical industry and regulatory agencies talking about upcoming statistical conferences and events, and discussing current issues in Biopharmaceutical statistics.