Recipe

Growth Accounting — Decomposing Output Growth (the Solow Residual)

Use growth accounting to decompose a country's output growth over time into the contributions of capital growth, labor growth, and Total Factor Productivity growth (the Solow Residual). Starting from Y=AF(K,N)Y = AF(K,N), differentiating and dividing by YY gives

ΔYY=ΔAA+εY,KΔKK+εY,NΔNN,\frac{\Delta Y}{Y} = \frac{\Delta A}{A} + \varepsilon_{Y,K}\frac{\Delta K}{K} + \varepsilon_{Y,N}\frac{\Delta N}{N},

so the Solow Residual is gA=gY−εY,K gK−εY,N gNg_A = g_Y - \varepsilon_{Y,K}\, g_K - \varepsilon_{Y,N}\, g_N.

  1. Collect data on gYg_Y, gKg_K, gNg_N (with quality adjustments if possible).
  2. Estimate the elasticities εY,K\varepsilon_{Y,K} and εY,N\varepsilon_{Y,N} — for Cobb-Douglas these equal the income shares α\alpha and β\beta, read from national accounts.
  3. Calculate the capital and labor contributions (αgK\alpha g_K and βgN\beta g_N).
  4. Calculate TFP growth as the residual — everything in output growth left unexplained by inputs.

Common pitfalls

  • The elasticities equal income shares only under Cobb-Douglas (competitive markets); otherwise estimate them directly.
  • TFP is a residual, so it absorbs all measurement error in gYg_Y, gKg_K, gNg_N — quality-adjust inputs where you can.

Worked example

gY=0.10g_Y = 0.10, gK=0.05g_K = 0.05, gN=0.02g_N = 0.02, α=1/3\alpha = 1/3, β=2/3\beta = 2/3:

gA=0.10−13(0.05)−23(0.02)=0.10−0.0167−0.0133=0.07,g_A = 0.10 - \tfrac{1}{3}(0.05) - \tfrac{2}{3}(0.02) = 0.10 - 0.0167 - 0.0133 = 0.07,

so 70% of growth is explained by TFP — capital and labor contributions are much smaller. See Lec_04-Production.