Related Experiment Video
Updated: Sep 30, 2025

Applying an eMASS Customization Program as a Research Tool to Evaluate Consumer Benefits
Published on: September 27, 2019
Dropping diversity of products of large US firms: Models and measures
Ananthan Nambiar1,2, Tobias Rubel3,4, James McCaull5
1Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, Illinois, United States of America.
Abstract:
It is widely assumed that in our lifetimes the products available in the global economy have become more diverse. This assumption is difficult to investigate directly, however, because it is difficult to collect the necessary data about every product in an economy each year. We solve this problem by mining publicly available textual descriptions of the products of every large US firms each year from 1997 to 2017. Although many aspects of economic productivity have been steadily rising during this period, our text-based measurements show that the diversity of the products of at least large US firms has steadily declined. This downward trend is visible using a variety of product diversity metrics, including some that depend on a measurement of the similarity of the products of every single pair of firms. The current state of the art in comprehensive and detailed firm-similarity measurements is a Boolean word vector model due to Hoberg and Phillips. We measure diversity using firm-similarities from this Boolean model and two more sophisticated variants, and we consistently observe a significant dropping trend in product diversity. These results make it possible to frame and start to test specific hypotheses for explaining the dropping product diversity trend.
More Related Videos
Related Concept Videos
Predicting Products: Substitution vs. Elimination
The following factors can influence the mechanisms competing against each other:
Variability: Analysis
The range is a simple measure of variability, indicating the difference between the highest and...
Quantifying and Rejecting Outliers: The Grubbs Test
Clearance Models: Noncompartmental Models
The noncompartmental approach capitalizes on extensive sampling data, correlating the volume of distribution to systemic exposure and the administered dosage. This method enables...
Friedman Two-way Analysis of Variance by Ranks
Econometric Views (EViews)

