CREAT: Census Research Exploration and Analysis Tool

Asset Allocation in Bankruptcy

February 2016

Working Paper Number:

CES-16-13

Abstract

This paper investigates the consequences of liquidation and reorganization on the allocation and subsequent utilization of assets in bankruptcy. We identify 129,000 bankrupt establishments and construct a novel dataset that tracks the occupancy, employment and wages paid at real estate assets over time. Using the random assignment of judges to bankruptcy cases as a natural experiment that forces some firms into liquidation, we find that even after accounting for reallocation, the long-run utilization of assets of liquidated firms is lower relative to assets of reorganized firms. These effects are concentrated in thin markets with few potential users, in areas with low access to finance, and in areas with low economic growth. The results highlight that different bankruptcy approaches affect asset allocation and utilization particularly when search frictions and financial frictions are present.

Document Tags and Keywords

Keywords Keywords are automatically generated using KeyBERT, a powerful and innovative keyword extraction tool that utilizes BERT embeddings to ensure high-quality and contextually relevant keywords.

By analyzing the content of working papers, KeyBERT identifies terms and phrases that capture the essence of the text, highlighting the most significant topics and trends. This approach not only enhances searchability but provides connections that go beyond potentially domain-specific author-defined keywords.
:
investment, market, organizational, financial, finance, accounting, lending, loan, bank, bankruptcy, revenue, liquidation, bankrupt, debtor, asset, filing, creditor

Tags Tags are automatically generated using a pretrained language model from spaCy, which excels at several tasks, including entity tagging.

The model is able to label words and phrases by part-of-speech, including "organizations." By filtering for frequent words and phrases labeled as "organizations", papers are identified to contain references to specific institutions, datasets, and other organizations.
:
Ordinary Least Squares, Total Factor Productivity, National Bureau of Economic Research, Federal Reserve Bank, Census Bureau Longitudinal Business Database, Longitudinal Business Database, Department of Economics, Michigan Institute for Teaching and Research in Economics, Employer Identification Numbers, Washington University, North American Industry Classification System, Net Present Value, Census Bureau Business Register, Ohio State University, Harvard Business School

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