This paper describes the Quarterly Macro Forecasting Framework (QMFF), which is a novel approach to macroeconomic policy analysis and forecasting. At the core of this framework is a Quarterly Projection Model, with main behavioral equations quantified as deviations of real variables from their...

Capital flow restrictions have long been debated as a tool to manage external financial vulnerabilities, as volatile international capital flows and high external debt can contribute to financial crises. However, empirical evidence on whether capital flow management measures (CFMs) can shift the...

This paper applies network analysis to examine the impact of non-bank financial institutions (NBFIs) and financial market stress on contagion risk within the interbank network. Using network-based simulations on euro area banks’ supervisory data, we find that banks’ strong capital and...

This paper develops a nowcasting model to produce timely estimates of quarterly GDP growth for Kenya. Nowcasting combines official monthly indicators with digital transaction data. Exploiting strong comovement of macroeconomic time series, a few latent factors summarize aggregate dynamics and...

In 2021, the Republic of Georgia established a Large Taxpayer Office (LTO) to strengthen tax administration and improve compliance among firms that contribute a disproportionate share of revenue. This paper draws on that quasi-experiment to estimate the causal impact of intensive oversight, with...

Financial intermediation in Montenegro has been on a declining trend since independence, with domestic credit to the private sector decreasing from a peak of 86.5 percent of GDP in 2008 to 46.4 percent in 2024. Net interest margin (NIM)—a common indicator of intermediation costs—has remained...

We study the uneven impacts of reducing mobility barriers arising from land market frictions by leveraging two major land reforms that strengthened land rental rights in China. We construct a novel county-level reform index by tracing the reforms’ spatial and temporal rollout. Combining this...

China is experiencing rapid population aging and a declining workforce, posing significant economic and fiscal challenges, especially to the pension system. This paper examines the evolution of China’s pension system, assesses its gaps relative to international peers, and evaluates the...

This paper examines the inflationary effects of shipping delays. We construct a novel measure of port-to-port shipping time using real-time AIS maritime data and link it with granular port-level trade and item-level price data. We document substantial heterogeneity in goods imports across ports...

The paper describes QMPM, the Quarterly Projection Model for the Bank of Algeria that underpins the Bank’s Forecasting and Policy Analysis System. The model is designed to capture the key features of the economy, including the importance of the hydrocarbon sector, sizable fiscal policy...