I am an Assistant Professor (Lecturer) in Economics at the University of Exeter and an academic visitor at the Department of Economics, University of Oxford.
I study social and economic networks and their applications to topics in development and behavioural economics. I completed my PhD in Economics at the University of Oxford, after which I was a junior research fellow at Merton College, Oxford.
I also organise the Behind-the-Scenes Seminar Series with Séverine Toussaert.
Working Papers
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Silent Networks: The Role of Inaccurate Beliefs in Reducing Useful Social Interactions
DraftAbstract
Can pessimistic beliefs about social norms create silent networks, where individuals rarely seek support despite benefits? A field experiment with informal workers shows that belief correction increases demand for social support by reducing perceived reputational costs. We use a network model to explain how misperceptions can arise and trap communities in a low-interaction equilibrium. Structural estimation predicts that the induced shift is too small to escape this equilibrium. Accordingly, two years later, those exposed to the treatment hold more optimistic beliefs, but below the true level conveyed. Counterfactuals show that stronger policies are required for persistence, though belief correction can increase the demand and funding to support them.Coverage: VoxDev (2025), VoxDev (2024), Ideas of India — Mercatus Centre podcast
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Personalized Teacher Attention and Student Achievement
Draft JPAL project pageAbstract
We study how personalized teacher attention affects student achievement by randomizing whether students receive messages on behalf of their teacher containing either information on past performance, information with teacher-set performance expectations, additional peer pairing for encouragement, or no message. We find that messages containing information or expectations improve math achievement by 0.18–0.21σ, with students interpreting both as signals of teacher attention. Effects are largest among low-performing students and those randomized to receive more ambitious expectations. Peer pairing only improves outcomes when students are similar. Our findings show that signaling teacher attention is a cost-effective input in the education production function.Coverage: VoxDev (2024)
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Spatial Inequality and Informality in Kenya’s Firm Network
Draft World Bank Working PaperAbstract
The spatial configuration of domestic supply chains plays a crucial role in the transmission of shocks. This paper investigates the representativeness of formal firm-to-firm trade data in capturing overall domestic trade patterns in Kenya — a context with a high prevalence of informal economic activity. We document that informal economic activity is not randomly distributed across space and sectors, with a higher incidence of informality in downstream sectors and smaller regional markets. We link granular transaction-level data on formal firms with data on informal economic activity to estimate a structural model and predict a counterfactual network that accounts for informal firms. We find that formal sector data overstates the spatial concentration of aggregate trade flows and under-accounts for trade within regions and across regions with stronger social ties. -
Peer Effects in Social Networks: Evidence from an Entrepreneurship Experiment
DraftAbstract
We implement a randomized entrepreneurship program to study how peer effects vary with network position and whether peers can be leveraged as bridges to useful social ties. We find that socially close and more connected peers generate short-term motivational gains, while close but less connected peers generate long-term benefits. The average long-term peer effect is close to zero, masking substantial heterogeneity: effects are largest for those matched with the least connected peers, declining by 0.06σ per connection. Sharing network contacts leads to no additional gains as contact sharing is concentrated within social groups, showing that bridging fails under high homophily. -
Caring Until It Costs: Teacher Responses to Student Mental Well-being
Abstract
How do teachers balance academic performance and student mental well-being? We implement survey experiments with public school teachers to measure teacher preferences when academic performance and student well-being are in conflict. We document a gap between teachers’ stated and revealed priorities: while teachers overwhelmingly report valuing student well-being, they are significantly less likely to support it when it requires sacrificing academic outcomes. Using vignettes with randomized student attributes, we find that teachers report lower self-efficacy in supporting students with larger social networks. We then study a government-mandated training program and find that while it reduces teacher sensitivity to academic costs and improves attitudes toward well-being, it makes them less willing to support peer interactions and does not increase their self-efficacy.
Publications
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Learning in Networks with Idiosyncratic Agents
Published versionAbstract
Individuals update their beliefs and respond to new information in idiosyncratic ways. I show that an individual’s idiosyncrasies such as under-reaction, over-reaction, or frustration can have spillover effects and adversely affect the long run beliefs of society. I derive sufficient conditions for convergence of beliefs for all possible networks of agents with heterogeneous idiosyncrasies. Beliefs converge if the magnitude of over-reaction and frustration in any agent’s network neighbourhood is below a threshold determined by how much they trust their own private signals. I find that the absence of disproportionately influential agents is not sufficient to ensure the accuracy of long-run beliefs if learning idiosyncrasies also grow with the network. Finally, I show that agent under-reaction can partition the network, create bottlenecks, and delay convergence.
Selected Work in Progress
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Parental Involvement in Education and Children’s Human Capital Formation
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Social Learning through Meal Sharing
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Social Connections among the Elderly
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Social Networks, Mental Health, and Domestic Violence
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Mask Up! How Social Networks Affect Adoption of Public Health Behaviours and Norms
Teaching
Graduate — University of Oxford
Joint course convener for Microeconomic Theory, MSc in Economics for Development (2023–24). Topics included discrete and continuous games, hidden action, signalling, and auctions.
Course convener for Applications of Behavioural Economics to the Developing World, MSc in Economics for Development (2022–23).
Taught Microeconomics to MPhil students at the Department of Economics, and assisted in revising and delivering the pre-sessional mathematics course for the MSc in Economics for Development (2018).
Undergraduate — University of Oxford
Tutorials and classes in Microeconomic Analysis, Game Theory, Core Microeconomics, and Quantitative Economics at Pembroke College, University of Oxford.
Music
I am a trained singer and play the sitar. I hold a Senior Diploma in Hindustani Classical Music from Prayag Sangeet Samiti, and have won awards for singing at the local, state, and national level.