World Food Policy WFP Volume 4, No. 2, Spring 2018 | Page 44

World Food Policy duction (Panel A, Figure 4). Indonesia is an exception, despite of relatively slow ST than the mean of all countries, the rate of its rural poverty reduction was above the average. Timmer (2004) ar- gues that Indonesia’s long-run pro-poor growth record is among the best in Asia due to the country’s efforts to balance growth and distribution during its ST. of non-cereals products in agriculture. Bangladesh, on the other extreme, is in the early stage of rural transformation and has the highest poverty rate. But Cambodia is an exception, it is far from the fitting trend line (Figure 5, Panel A), which needs further investigation. Other countries also support the prem- ise that the poverty rate decreases with moving to higher stages of rural trans- formation. Panel B of Figure 5 further shows that the faster of rural transfor- mation within agriculture is associated with the faster rural poverty reduction. China, for example, has shown 0.82% average annual increase in the share of gross value of non-cereal products and 2.89% average annual reduction in the poverty rate. The higher speed of ag- ricultural transformation in Vietnam and Indonesia is also associated with the faster reduction of poverty in these countries. In the Philippines, the rela- tively small reduction in the poverty rate is associated with adverse agricul- tural transformation in the country. It is worth to note that the nature of structural transformation and pover- ty reduction. Panel B of Figure 4 shows that a higher annual increase in the share of non-agricultural employment during structural transformation is as- sociated with more rapid rural poverty reduction rate. This relationship sug- gests the importance of the labor-inten- sive industrialization in absorbing rural labor and increasing off-farm income of rural households and therefore rural poverty reduction. 3.2. Speeds of rural transformation and rural poverty reduction Follow the same approach as that in structural transformation, we examine the relationships between the speeds of rural transformation and rural pov- erty reduction. On the speed of rural transformation, we use average annu- al change in the share of gross value of non-cereal products. The results are presented in Figure 5. One common nature of rural transformation is the rise of agricul- tural productivity. Overall, many Asian countries have experienced high growth in agricultural labor productivity. As most of the poor in Asia live in rural areas and are heavily dependent on ag- riculture for their livelihoods, agricul- tural labor productivity is important for rural poverty reduction (IFAD, 2016). While not showed here, the results are similar when we replace the average an- nual change in the share of gross value of non-cereal products by the average annual growth of agricultural labor productivity in Panel B of Figure 5. Generally, there is a positive rela- tionship between the stage or speed of rural transformation and rural poverty (Figure 5, Panel A). Malaysia, China and Thailand, for example, have the lowest poverty rate in the countries studied as well as the highest shares of gross value 40