Sep 29, 2026 · 31 min · 11 segments
That small green leaf next to certain Amazon products may be doing more work than shoppers realize. Emma Cox is joined by…
Sherry HeGuestEmma CoxHostErika SchillerHostAnna StablumHost
I'm very excited to talk about my research, its impact, and the motivation behind the research.

I'm always interested in prosocial type of research that contributes to the greater good, and sustainability is exactly what I like to do.

And then they adopt a similar set of third-party sustainability labels or third-party certifiers.
You know, we talk a lot at Klein Co. and just in the sustainability industry in general, really about the commercial link between sustainability initiatives and a business's bottom line.
And so this research really supports that and provides a direct link to the commercial benefits of implementing this type of program.
So Tell me a little bit just for our listeners who may not be familiar with sort of scientific research and the data that you need.
So could you tell our listeners just a little bit more about how did you go about this research? What were some of the data points that you were looking for? How did you collect that? We really just want to peek behind the curtains and just tell us a little bit more about your process.

So to derive certain insights, we want really robust, large-scale data with rigorous methodology, which means when my co-author and I started this project, we think about how can we collect a representable data set.

And then we are also thinking about, hey, can we scrape data? Because To derive robust insights, we want to control for every factor, from price to display advertising activities, which means we also scraped more than 400 different keywords and tracked the product listings shown on those keywords over a period of eight months.

And then we can see what products get labeled, what products do not get labeled, how they change their prices and advertising activities.

And then we can use econometric methods to derive a comparable unlabeled products and compare them to the labeled products.

I'm very excited to talk about my research, its impact, and the motivation behind the research.

I'm always interested in prosocial type of research that contributes to the greater good, and sustainability is exactly what I like to do.

And then they adopt a similar set of third-party sustainability labels or third-party certifiers.
You know, we talk a lot at Klein Co. and just in the sustainability industry in general, really about the commercial link between sustainability initiatives and a business's bottom line.
And so this research really supports that and provides a direct link to the commercial benefits of implementing this type of program.
So Tell me a little bit just for our listeners who may not be familiar with sort of scientific research and the data that you need.
So could you tell our listeners just a little bit more about how did you go about this research? What were some of the data points that you were looking for? How did you collect that? We really just want to peek behind the curtains and just tell us a little bit more about your process.

So to derive certain insights, we want really robust, large-scale data with rigorous methodology, which means when my co-author and I started this project, we think about how can we collect a representable data set.

And then we are also thinking about, hey, can we scrape data? Because To derive robust insights, we want to control for every factor, from price to display advertising activities, which means we also scraped more than 400 different keywords and tracked the product listings shown on those keywords over a period of eight months.

And then we can see what products get labeled, what products do not get labeled, how they change their prices and advertising activities.

And then we can use econometric methods to derive a comparable unlabeled products and compare them to the labeled products.
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