CREAT: Census Research Exploration and Analysis Tool

Crime's Impact on the Survival Prospects of Young Urban Small Businesses

October 2007

Written by: Timothy Bates, Alicia Robb

Working Paper Number:

CES-07-30

Abstract

High prevailing levels of criminal activity have numerous impacts on the viability of urban small businesses and the various impacts are not uniformly negative. It is the negative impacts, however, that are most often noted. Either the perception or reality of rampant crime can scare away customers, potential employees, lending institutions, even casualty insurance underwriters. Yet, competitors may also be driven away. Operating in a high-crime area can be advantageous, on balance, for some firms. Our analysis of nearly 5,000 urban businesses started between 1986 and 1992 indicates that those most seriously impacted by crime exhibit no measureable disadvantage regarding firm size, capitalization, survival rates, or other traits, relative to firms whose owners report that crime has not impacted them negatively.

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.
:
econometrically, econometric, profitability, market, macroeconomic, venture, metropolitan, impact, profit, competitor, profitable, disadvantaged, urban, city, neighborhood, crime

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.
:
Internal Revenue Service, Characteristics of Business Owners, Center for Economic Studies, Chicago Census Research Data Center, Special Sworn Status

Similar Working Papers Similarity between working papers are determined by an unsupervised neural network model know as Doc2Vec.

Doc2Vec is a model that represents entire documents as fixed-length vectors, allowing for the capture of semantic meaning in a way that relates to the context of words within the document. The model learns to associate a unique vector with each document while simultaneously learning word vectors, enabling tasks such as document classification, clustering, and similarity detection by preserving the order and structure of words. The document vectors are compared using cosine similarity/distance to determine the most similar working papers. Papers identified with 🔥 are in the top 20% of similarity.

The 10 most similar working papers to the working paper 'Crime's Impact on the Survival Prospects of Young Urban Small Businesses' are listed below in order of similarity.