The economic improvement "under" Lula was mostly due to international factors (the boon in the price of commodities) which is why it collapsed under Dilma (Lula's protegé).
Instead of using the economic surplus that fell into his lap to invest in infrastructure and industrialization, Lula used it to fund the largest corruption scheme in our history.