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Social and Behavioral Sciences Commons

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Economics

University of Kentucky

Theses/Dissertations

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Full-Text Articles in Social and Behavioral Sciences

Debilitating Debts And Recapacitating Loans: How Fintech Made Markets For Unsecured Consumer Debt Using Alternative Data And Machine Learning, Michael Joshua Mccanless Jan 2021

Debilitating Debts And Recapacitating Loans: How Fintech Made Markets For Unsecured Consumer Debt Using Alternative Data And Machine Learning, Michael Joshua Mccanless

Theses and Dissertations--Geography

This thesis investigates the production and management of consumer debt on digital platforms. First, this study investigates how borrowers navigate spaces of debt and indebtedness created by fintech consumer lenders. Second, this thesis analyzes the process and impact of ‘alternative’ data and machine learning on fintech credit scoring models. As consumer lending ‘moves online’, this research analyzes the increasingly important role of digital spaces in the creation and management of debt. Tracking the interfaces and algorithms used by online consumer lenders, I weave together insight from digital and financial geographies to argue that digital technologies are enabling firms to marketize …


Housing And The Macroeconomy, Emily Corinne Marshall Jan 2015

Housing And The Macroeconomy, Emily Corinne Marshall

Theses and Dissertations--Economics

This dissertation studies the impact of several different housing market features on the macroeconomy.

Chapter 1 augments the New-Keynesian model with collateral constraints to incorporate long-term debt in order to examine the interaction between multi-period loans, leverage, and indeterminacy. Allowing firms to borrow heavily against commercial housing by increasing the loan-to-value ratio from 0.01 to 0.90 reduces the level of steady state output approximately 3.19% and decreases social welfare. In contrast, increasing the debt limit of households increases steady state output by 2.72%. Social welfare is maximized under a utilitiarian function when households can borrow at a loan-to-value ratio of …