Demonstrating the Bias Toward Negative Quadratic Effects
To recapitulate, unless one firmly believes that too many doctors, telephones, and/or R&D technicians reduce growth, one should be suspicious of cross-country regressions showing that too much finance does so.
It is possible to go further and show formally that if there is a negative relationship between growth and per capita income (as one expects from convergence) but a positive relationship between another indicator variable and per capita income (for example, doctors per capita, or financial depth), then including a quadratic form of that other variable as an explanatory variable in a growth regression will almost certainly force a negative coefficient on the quadratic term of that variable. Appendix 6A sets forth a proof of this proposition.This inherent quadratic coefficient bias can be seen more intuitively, however, in figure 6.1. The natural logarithm of ppp per capita income is on the horizontal axis. The primary relationship of growth to per capita income is shown by the downward-sloping convergence line, g. Some other variable related positively to per capita income, such as financial depth or doctors per capita, is shown on the upward-sloping line z, against an appropriate scale on the right-hand vertical axis. Suppose the units for this other variable are chosen such that at income level B, where the two lines intersect, the value of the variable z will be the same as the growth rate g. Then if a regression of gon ln y is augmented by including terms zand z2, a positive contribution from those two terms will tend to be needed in the zone AB, but a negative contribution will be needed in the zone BC where the g line lies below the z line. The only way for the contribution to shift from positive to negative will be for the coefficient on z to be positive and the coefficient on z2 to be negative.
More on the topic Demonstrating the Bias Toward Negative Quadratic Effects:
- In human medicine, certain systemic drugs used to treat diseases can have profound negative effects on hearing and balance.
- Cline W.. The Right Balance for Banks. Peterson Institute for International Economics,2017. — 281 p., 2017