Supervised machine learning algorithms fail to perform well in the presence of endogeneity in the explanatory variables. In this paper, we borrow from literature on partial identification to propose deep causal inequalities that overcomes this issue.…Read More
This project examines destigmatization, or “the process by which low-status groups gain recognition and worth.” Destigmatization of identity is a central goal of egalitarian social movements. Yet destigmatization represents a paradox because while destigmatization benefits identity groups as a whole and creates opportunities for many individual members, organizations perceived as belonging that identity group may suffer.…Read More
We propose to develop and validate a model that uses automatically extracted, high-dimensional sentence embeddings to predict the likeability and memorability of new and existing slogans.…Read More
The first study aims to investigate the online data network, in which personal information flows between websites, in order to analyze which privacy policy interventions would be most effective. The second study focuses on individual household’s internet browsing behavior and analyzes vulnerability of different socioeconomic groups to privacy violating data collection activities.…Read More
Climate change will increase extreme weather events such as floods, droughts, and storms. In addition to tragic direct consequences that include deaths and physical damage to homes and businesses, climate change threatens to suppress business investments and slow economic growth by increasing the risk associated with capital investment.…Read More
We postulate that interventions to increase sharing of failures can boost learning, increase the likelihood of creating a learning culture, and increase trust and reciprocal information sharing among teams and consumers. Further we examine the positive effects of sharing failures on interpersonal and in-group/out-group interaction at different stages of relationship (e.g., initial formation and stable relationship) and the effects on repeated interaction (e.g., a future relationship).…Read More
Firms often ask workers to indicate their salary expectations when they are applying for jobs. But, we currently have a limited understanding on how these salary expectations affect firms’ evaluation of the candidate: do firms evaluate candidates with low or high salary expectations more favorably? The goal of this research is to enrich our understanding of the labor market by elucidating the relationship between workers’ salary expectations and hiring evaluations.…Read More
Companies use a variety of methods to collect consumer feedback: some ask for an overall rating only, while others also ask for ratings of specific attributes (e.g., cleanliness), and some include several pages of questions. Across two projects, we find that the way companies collect feedback affects consumer’s evaluations.…Read More
The main aim of this project is to understand how online aggregators such as TripAdvisor or Yelp have impacted competition in the restaurant market, and whether and how much they have benefited consumers.…Read More
How can rooftop solar owners capture economic value from investing in battery technologies? Storage adds at least three strategic options for homeowners that previously could only directly consume solar generation and sell any excess instantaneously, thus they traditionally relied on feed-in tariffs or other subsidies.…Read More
A significant challenge that online social media platforms such as Facebook and Twitter face today is acting as the custodians of the Internet while at the same time being the center of self-expression and user-generated content.…Read More
Most digital communication platforms store content and allow users to see it multiple times. Despite the benefits that recording content holds for both users and companies, many applications delete it after it was seen by the receiver (i.e., ephemeral communication channels). …Read More
Identifying whether newspaper editors focus on what is newsworthy or what is trendy when choosing stories is important for the design of media regulation. This column shows how the popularity of an article, reflected by online clicks, influences the coverage of the story.…Read More
A fundamental question remains unanswered which I seek to address in this research: What is the actual value of novelty in pharmaceuticals to consumers?…Read More
We assemble original data on cryptocurrency regulations worldwide and use them to empirically examine movement in trading activity at a number of exchanges following key regulatory announcements. …Read More
This study aims to measure the impact of General Data Protection Regulations on firms and consumers. Specifically, we plan to document GDPR’s impact on consumers search and discovery of products, and firm’s ability to reach out and sell to a broad set of consumers.…Read More
A recent rapid-automation movement has been displacing routine labor and has sparked a series of discussions about taxation on automation such as a robot tax. However, the government’s dilemma is that the planner may want to tax such physical capital that displaces routine labor for redistributive motives but does not want to tax other physical capital that increases such workers’ productivities.…Read More
Commuting is costly for employees, but is it costly for employers in terms of lost productivity? We study the causal effects of commuting distance on inventor productivity. Specifically, we estimate how inventor productivity changes when their employer relocates.…Read More
This study examines the tension between learning and appropriability in the experimentation process of early-stage ventures. I build a stylized model to argue that, when formal intellectual property is weak, the learning benefit of experimentation may be offset by its imitation risk. …Read More
Across three studies, we examine how disparities in funding outcomes may be due to differences in how entrepreneurs communicate their ventures, whereby female entrepreneurs have a tendency to use more concrete language when describing their ventures than do their male counterparts.…Read More
