CREAT: Census Research Exploration and Analysis Tool

Pirate's Treasure

January 2017

Working Paper Number:

CES-17-51

Abstract

Do countries that improve their protection of intellectual property rights gain access to new product varieties from technologically advanced countries? We build the first comprehensive matched firm level data set on exports and patents using confidential microdata from the US Census to address this question. Across several different estimation approaches we find evidence that these protections affect where US firms export.

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.
:
industrial, company, manufacturing, import, manufacturer, export, invention, product, subsidiary, exporting, exporter, innovation, multinational, inventory, patent, innovate, country, patenting, industrialized, firms export, gdp, exported, innovative, firms patents, patented, patents firms

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.
:
Standard Industrial Classification, Census of Manufactures, Annual Survey of Manufactures, Federal Reserve Bank, Longitudinal Business Database, Department of Economics, North American Free Trade Agreement, World Bank, Census of Manufacturing Firms, Patent and Trademark Office, Longitudinal Firm Trade Transactions Database, Customs and Border Protection

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 'Pirate's Treasure' are listed below in order of similarity.