More countries, similar results. A nonlinear programming approach to normalising test scores needed for growth regressions
Stellenbosch Working Paper Series No. WP12/2012Publication date: 2012
Author(s):
Analysts such as Hanushek and Woessman have brought to the fore the deceptiveness of education enrolments, or years of schooling, in growth regressions and the need to consider educational quality. In this paper, a nonlinear programming solution is proposed as a way of normalising to a single scale country average test scores from various international testing programmes. This method, though less transparent and more dependent on certain subjective choices than the existing approach put forward by Hanushek and Woessman, allows for the inclusion of more countries, in particular more African and developing countries, into a growth regression. The regression produces the results one would expect, namely a strong conditional correlation between growth and educational quality. The utility of growth regressions with an educational quality variable for the education policymaker is discussed. A method for arriving at feasible annual improvements in educational quality and hence feasible country targets is presented
JEL Classification:C14, I28, O15
Keywords:human capital, cross-country growth model, test score data, nonlinear programming, education policy, PISA, SACMEQ, SERCE
Download: PDF (209 KB)Login
(for staff & registered students)
Upcoming Seminars
Monday 13 October 202512:10-13:10
Prof Euan Phimister: Stellenbosch Business School
Topic: "TBA"
12:10-13:10
Dr Friedrich Kreuser: Stellenbosch University
Topic: "Allocative Efficiency, Labour Shares, and Corporate Lobbying in European Manufacturing"
12:10-13:10
Prof Masashige Hamano: Waseda University
Topic: "TBA"
BER Weekly
26 Sep 2025 Free Weekly Review | Number 37 | 26 SeptemberThis report covers the key domestic and international data releases over the past week. The more comprehensive BER Weekly Review (Enhanced Version) includes a detailed discussion on the main economic events and developments over the past week, a summary of upcoming data (the week ahead) and the BER’s forecast for key economic indicators....
Read the full issue
Upcoming Seminars
Monday 13 October 202512:10-13:10
Prof Euan Phimister: Stellenbosch Business School
Topic: "TBA"
12:10-13:10
Dr Friedrich Kreuser: Stellenbosch University
Topic: "Allocative Efficiency, Labour Shares, and Corporate Lobbying in European Manufacturing"
12:10-13:10
Prof Masashige Hamano: Waseda University
Topic: "TBA"
BER Weekly
26 Sep 2025 Free Weekly Review | Number 37 | 26 SeptemberThis report covers the key domestic and international data releases over the past week. The more comprehensive BER Weekly Review (Enhanced Version) includes a detailed discussion on the main economic events and developments over the past week, a summary of upcoming data (the week ahead) and the BER’s forecast for key economic indicators....
Read the full issue