Diverse Data

Jon Reades - j.reades@ucl.ac.uk

1st October 2025

One of the benefits of grouping is that it enables us to derive measures of density and diversity; here are just a few…

Location Quotient

The LQ for industry i in zone z is the share of employment for i in z divided by the share of employment of i in the entire region R. \[ LQ_{zi} = \dfrac{Emp_{zi}/Emp_{z}}{Emp_{Ri}/Emp_{R}} \]

  High Local Share Low Local Share
High Regional Share \[\approx 1\] \[< 1\]
Low Regional Share \[> 1\] \[\approx 1\]

Herfindahl-Hirschman index

The HHI for an industry i is the sum of squared market shares for each company in that industry: \[ H = \sum_{i=1}^{N} s_{i}^{2} \]

Concentration Level HHI
Monopolistic: one firm accounts for 100% of the market \[1.0\]
Oligopolistic: top five firms account for 60% of the market \[\approx 0.8\]
Competitive: anything else? \[< 0.5\]?

Shannon Entropy

Shannon Entropy is an information-theoretic measure: \[ H(X) = - \sum_{i=1}^{n} P(x_{i}) log P(x_{i}) \]

Additional Resources

Thank You

References