Aria Muchhal

Aria Muchhal

PhD Student in Economics

Booth School of Business · University of Chicago

I am a first-year PhD student in Economics at the Booth School of Business, University of Chicago. My research spans labor economics, causal inference, and the economics of information. I am particularly interested in high-dimensional causal inference methods, mentorship and managerial effects, and developing experimental and quasi-experimental methods that capture policy-relevant network externalities.

I am an NSF Graduate Research Fellow and a Doctoral Centennial Fellow at Booth.

Prior to Booth, I was an Economist Apprentice at Amazon, conducting applied microeconomic research in the areas of delivery networks, warehouse level mentorship, and labor-capital complimentaries under shifts towards automation.

My background is in genetics; I earned dual degrees in Economics and Molecular Genetics & Genomics from Michigan State University, with minors in Mathematics and Law & Public Policy, and conducted genetic and immunological research on sex-linked traits that modulate autoimmune disease, epigenetic passthrough of PTSD and addiction across generations, and HIV-induced cervical and head & neck cancers.

NSF Graduate Research Fellow Doctoral Centennial Fellow George F. McGregor Scholar Hanna M. Rasmussen Distinguished Scholar MSU Econ Scholars Program

The Impact of Abortion Bans After Dobbs v. Jackson on Teen Birthrates and Education Attainment

Working paper

Using Wooldridge's new ETWFE specification to address heterogeneous pre-trends, we find statistically significant evidence that abortion bans increase teen birth rates in the United States. Concurrent COVID-19 policies complicate the analysis of effects on educational attainment, requiring further research to isolate causal effects.

Bayesian Persuasion and More: Applying Prospect Theory to Information Signaling Games

Symposium poster

This research investigates how incorporating Kahneman and Tversky's prospect theory into the Kamenica-Gentzkow Bayesian Persuasion model affects sender-receiver signaling games. We demonstrate that probability distortion provides a theoretical explanation for why Bayesian Persuasion rarely occurs in real-world environments, as distorted probability perceptions can fundamentally alter receiver decision-making.

TNFα Exposure in XIST and RPII KD Lupus-Prone Mice Stimulates Sex-Bias

Manuscript · forthcoming 2025 · Second author

We investigate the role of XIST RNA in inflammation and lupus pathogenesis, as sexual dimorphism in immune regulation results in women suffering 8 out of 9 lupus cases. Through qPCR analysis and immunohistochemistry, we map an epigenetic relationship between XIST RNA and altered inflammatory protein expression that may explain sex-based differences in autoimmune disease incidence.

Nesterov's Implicit Regularization Under Stochastic Gradient Descent

Working paper

We study Nesterov's Accelerated Gradient (NAG), finding that it exhibits stronger implicit regularization than standard Gradient Descent and Polyak's Momentum. Higher momentum parameters in NAG reduce variation and enhance test accuracy by inducing a differentiable trajectory with a more powerful implicit regularizer.

Mentoring Matters: Ambassador Quality and New Hire Productivity in Fulfillment Centers

Working paper · Amazon

Amazon Confidential.

Amazon City: Best Economics Paper at Amazon Consumer Science Summit

Internal manuscript · Last author

Amazon Confidential.

PhD in Economics — Booth School of Business, University of Chicago
BS+BS, Honors Dual Degree — Michigan State University

Economics & Molecular Genetics and Genomics · Minors in Mathematics and Law & Public Policy

Economist Apprentice — Amazon Stores Economics and Applied Science (SEAS)

Seattle, WA

Research with Dr. Nichols, Dr. Jahedi, Professor Imbens, and Professor Card on network externalities, labor productivity, worker health, consumer spending, and high-dimensional causal inference methods.

Professorial Assistantship — Liang Laboratory, MSU

Second author on a paper examining sex-linked lupus bias in XIST and RPII KD fetal mouse keratinocytes. 2025 publication.

PURI Researcher — MSU Department of Economics

PURI grant-funded research incorporating Kahneman and Tversky prospect theory into a model of symmetric information with a sender-specific signal for a receiver taking a non-contractible action.

Honors Research Project — MSU Department of Mathematics

Research on graph theory and properties of Cayley graphs in abstract algebra and number theory.

Professorial Assistantship — Robison Laboratory, MSU

NSP grant-funded analysis of hypothalamic cell deviation, drug dependency, cPTSD, and reward-seeking behavior.

Professorial Assistantship — Pyeon Laboratory, MSU

Protein assays and genetic analysis around chemokines associated with HIV and cervical cancer in human cell lines.

Pathway to Research Program Student Mentor — MSU College of Social Science

East Lansing, MI

Mentor for first-generation and diverse social science students — helping them engage in research, find fields and mentors in which they're interested, communicate with potential mentors, and secure a research position.

Undergraduate Teaching Assistant — MSU Department of Computational Mathematics, Science, and Engineering

East Lansing, MI

Undergraduate tutoring of introductory theoretical statistics and probability.

Coding

Python · R · SQL · Spark · STATA

Tools

LaTeX · Jupyter · VSCode · Git · GitHub · Markdown

Languages

Hindi, Marwari, Gujarati (fluent) · Latin, Spanish (proficient)

Coursework

Behavioral Economics · Advanced Econometrics · Real Analysis · Theory of Probability & Statistics

Undergraduate Liaison — MSU Economics Department DEI Initiative Committee
Vice President — Women and Minorities in Economics (WAMIE)

I'm delighted to hear from prospective collaborators and researchers. The best way to reach me is by email at amuchhal@uchicago.edu.