Summary


Review

From Saving, Capital Accumulation, and Output:

𝑌𝑡𝑁𝑡=𝑓(𝐾𝑡𝑁𝑡)𝑓>0,𝑓<0 𝐼𝑡=𝑆𝑡=𝑠𝑌𝑡 𝐾𝑡+1=(1𝛿)𝐾𝑡+𝑠𝑌𝑡

Population Growth

Dividing by 𝑁𝑡+1:

𝐾𝑡+1𝑁𝑡+1=(1𝛿)𝐾𝑡𝑁𝑡+1+𝑠𝑌𝑡𝑁𝑡+1

Rewriting 1𝑁𝑡+1=𝑁𝑡𝑁𝑡+11𝑁𝑡 and using 𝑁𝑡𝑁𝑡+11𝑔𝑁:

𝐾𝑡+1𝑁𝑡+1(1𝛿)(1𝑔𝑁)𝐾𝑡𝑁𝑡+𝑠(1𝑔𝑁)𝑌𝑡𝑁𝑡 (1𝛿𝑔𝑁)𝐾𝑡𝑁𝑡+𝑠𝑌𝑡𝑁𝑡

where the approximation drops the small 𝛿𝑔𝑁 cross term. So the change in capital per worker is:

𝐾𝑡+1𝑁𝑡+1𝐾𝑡𝑁𝑡=𝑠𝑌𝑡𝑁𝑡(𝛿+𝑔𝑁)𝐾𝑡𝑁𝑡=𝑠𝑓(𝐾𝑡𝑁𝑡)(𝛿+𝑔𝑁)𝐾𝑡𝑁𝑡

Total Factor Productivity

Technological progress can take many forms, including larger quantities of output per capital/labor, better/new products, or a large variety within products. In this course we will mostly capture the state of technology (A) in terms of labor-equivalence (as if we had more labor):

𝑌=𝐹(𝐾,𝐴𝑁)

Essentially, 𝐴𝑁 is the amount of effective labor.

Recall that constant returns to scale implies 𝑥𝑌=𝐹(𝑥𝐾,𝑥𝐴𝑁). If you set 𝑥=1𝐴𝑁, we obtain

𝑌𝐴𝑁=𝑓(𝐾𝐴𝑁)

Capital per Effective Worker

Starting from 𝐾𝑡+1=𝐼𝑡+(1𝛿)𝐾𝑡 and dividing by 𝐴𝑡+1𝑁𝑡+1:

𝐾𝑡+1𝐴𝑡+1𝑁𝑡+1=(𝑠𝑌𝑡𝐴𝑡𝑁𝑡+(1𝛿)𝐾𝑡𝐴𝑡𝑁𝑡)𝐴𝑡𝑁𝑡𝐴𝑡+1𝑁𝑡+1

Using 𝐴𝑡𝑁𝑡𝐴𝑡+1𝑁𝑡+11𝑔𝐴𝑁 where 𝑔𝐴𝑁=𝑔𝐴+𝑔𝑁:

(𝑠𝑌𝑡𝐴𝑡𝑁𝑡+(1𝛿)𝐾𝑡𝐴𝑡𝑁𝑡)(1𝑔𝐴𝑁) 𝑠𝑌𝑡𝐴𝑡𝑁𝑡+(1𝛿𝑔𝐴𝑁)𝐾𝑡𝐴𝑡𝑁𝑡

where in the last step we set 𝑠𝑔𝐴𝑁 and 𝛿𝑔𝐴𝑁 to zero since these are small numbers. So the change in capital per effective worker is:

𝐾𝑡+1𝐴𝑡+1𝑁𝑡+1𝐾𝑡𝐴𝑡𝑁𝑡𝑠𝑌𝑡𝐴𝑡𝑁𝑡(𝛿+𝑔𝐴𝑁)𝐾𝑡𝐴𝑡𝑁𝑡

The steady-state growth of this economy can be found by setting the left-hand side to zero. Conceptually, this means investment is what is needed to cover the depreciation of the existing capital stock and catch up with the growth in effective labor (the denominator). Mathematically:

𝑠𝑌𝑡𝐴𝑡𝑁𝑡=(𝛿+𝑔𝐴𝑁)𝐾𝑡𝐴𝑡𝑁𝑡

Steady-State Growth Rates

VariableGrowth Rate
Capital per effective worker 𝐾𝐴𝑁0
Output per effective worker 𝑌𝐴𝑁0
Capital per worker 𝐾𝑁𝑔𝐴
Output per worker 𝑌𝑁𝑔𝐴
Labor 𝑁𝑔𝑁
Capital 𝐾𝑔𝐴+𝑔𝑁
Output 𝑌𝑔𝐴+𝑔𝑁

An Increase in the Saving Rate

What happens if 𝑠 increases from 𝑠0 to 𝑠1>𝑠0? The investment curve 𝑠𝑓(𝐾𝐴𝑁) shifts up, so the new steady-state capital per effective worker is higher. Output per effective worker is also higher in the new steady state (compare with the no-growth case). However, the long-run growth rate of output is unchanged: it remains 𝑔𝐴+𝑔𝑁. On a log scale, output jumps to a higher level but eventually returns to the same slope. A higher saving rate raises the level of output permanently but does not affect the growth rate in the long run.

An Increase in the Growth Rate of Effective Labor

What happens if 𝑔𝐴𝑁=𝑔𝐴+𝑔𝑁 increases? The required investment line (𝛿+𝑔𝐴+𝑔𝑁)𝐾𝐴𝑁 pivots upward (steeper slope). At the old steady-state capital per effective worker (𝐾𝐴𝑁), required investment now exceeds actual investment, so 𝐾𝐴𝑁 falls. The economy converges to a new, lower steady-state (𝐾𝐴𝑁)0 with lower output per effective worker (𝑌𝐴𝑁). Even though each effective worker has less capital, the economy grows faster in aggregate because 𝑔𝐴𝑁 is higher.

Balanced Growth

In the steady state, all variables grow at the rates given by the table above. We can verify this is internally consistent. For example, take 𝑌=𝐾1𝛼(𝐴𝑁)𝛼. Then:

𝑔𝑌=(1𝛼)𝑔𝐾+𝛼(𝑔𝐴+𝑔𝑁)

In balanced growth (steady state), 𝑔𝑌=𝑔𝐾=𝑔𝐴+𝑔𝑁, so:

(𝑔𝐴+𝑔𝑁)=(1𝛼)(𝑔𝐴+𝑔𝑁)+𝛼(𝑔𝐴+𝑔𝑁)

which holds for any 𝛼. This confirms that the growth rates in the table are consistent with the production function.

Measuring Technological Progress

Suppose each factor of production is paid its marginal product. It is then easy to compute the contribution of an increase in any factor of production to the increase in output.

Example

If a worker is paid 30k per year, her contribution to output is 30k. If she works 10% more hours, her increase in output is $3k.

For labor, the contribution to output growth is:

Δ𝑌𝑁=𝑊𝑃Δ𝑁

Dividing by 𝑌:

Δ𝑌𝑁𝑌=𝑊𝑁𝑃𝑌Δ𝑁𝑁

Letting 𝛼=𝑊𝑁𝑃𝑌 (labor’s share of output):

𝑔𝑁𝑌=𝛼𝑔𝑁

Similarly for capital, since capital’s share is 𝑃𝑌𝑊𝑁𝑃𝑌=1𝛼:

Δ𝑌𝐾𝑌=(𝑃𝑌𝑊𝑁𝑃𝑌)Δ𝐾𝐾=(1𝑊𝑁𝑃𝑌)Δ𝐾𝐾 𝑔𝐾𝑌=(1𝛼)𝑔𝐾

The Solow residual is whatever output growth remains after accounting for the contributions of labor and capital. It must be due to technological progress:

residual=𝑔𝑌[𝛼𝑔𝑁+(1𝛼)𝑔𝐾]