Appendix: Data Sources and Definitions
Sources: IMF, Balance of Payments Statistics version 6 (BOP); IMF, International Financial Statistics (IFS); IMF, Monetary and Financial Statistics; IMF, World Economic Outlook (WEO); United Nations, World Population Prospects 2010 (UN); World Bank, World Development Indicators (WDI); World Bank, Worldwide Governance Indicators (WGI); Norway, Norges Bank; and Singapore, Ministry of Finance. Data on capital controls and exchange rate volatility are from Aizenman et al. (2015). Daily financial data are from Bloomberg.
Annual Regressions
CAX: The BOP current account balance minus BOP net investment income.
NPFX: BOP net financial account flows minus BOP net investment income minus NOF.
NOF: Based on the BOP data, NOF is the sum of reserves flows and net portfolio investment and other investment flows for central bank and general government except that portfolio liability flows are set at zero for advanced economies because they do not borrow significantly in foreign currency. Nonreserve flows data for Norway are from the Norges Bank website for the Norwegian Pension Fund (Global). Debt forgiveness is removed from NOF but not NOA.
NOA: Based on the IIP data, NOA is defined as the stock version of NOF. Missing values of liabilities are filled in from the World Bank’s external debt data. In countries in which less data is available for the stock than the flow variable, we use perpetual inventory to project NOA backwards. For Norway, NOA is the sum of reserves and Pension Fund (Global) assets.
GDP: Nominal GDP in US dollars and in local currency, and real GDP, are from WEO.
MOB: Capital controls index available at Aizenman et al. (2015).
QE: Central bank domestic assets. Source: IMF Monetary and Financial Statistics (MFS) and International Financial Statistics (IFS).
SPILL: Global Financial Integration multiplied with the sum of NOF across countries and divided by the sum of trend GDP across countries.
Relative PPP GDP Per Capita: WEO (relative to US level). We set this as missing before 1996 for European transition economies.
Aging: 10-year forward change in ratio of elderly to working age population. Historical elderly ratios through 2010 are from WDI. Ratios for 2020 and 2020 are from UN and are interpolated and extrapolated in order to create 10-year changes for 2001–15.
Growth: 5-year moving average of growth rate of real GDP based on WEO. We corrected an error in Malta real GDP using IFS data. We set real GDP growth as missing for European transition economies before 1996.
Net Energy Exports: Difference between energy production and consumption in tons of oil equivalent (WDI), converted into dollars using Brent oil price (IFS) assuming 7.33 barrels per ton.
Fiscal Balance: General government balance in percent of GDP (WEO) is cyclically adjusted as the residual in a panel regression of the fiscal balance on the level and change of the GDP gap with no country or year effects. The GDP gap is the difference between log real GDP and its 11-year centered moving average using WEO forecasts for 2015–18. A missing value for South Africa in 2005 is interpolated.
Global Financial Integration: Defined as the ratio of the absolute values of BOP private financial account transactions divided by the sum of the absolute values of financial and current account transactions.
Non-reserve Flows: NOF minus reserve assets flow divided by trend GDP.
Crisis: A dummy that takes the value 1 if the respective country experienced a financial or currency crisis in the previous three years. Source: Laeven and Valencia (2012).
Trade Openness: Exports of goods and services plus imports of goods and services divided by trend GDP.
Exchange rate regime: IMF de facto (coarse) index from www.carmenreinhart.com and Aizenman et al. (2015) rolling measure of ER volatility.
Scaling by trend GDP: When scaling data by GDP, we use the 11-year centered moving average of nominal GDP in US dollars (WEO), including forecast data through 2018.
Daily Regressions
(Data are from Bloomberg unless otherwise noted.)
Currency flexibility: Sample period daily standard deviation of the exchange rate with respect to the US dollar.
Exchange rate: The log of the local exchange rate (in dollars per unit of non US currency.)
(Exports-to-US)/GDP: Sample average ratio of exports to the United States to domestic GDP based on annual regression data.
FOMC Dummy (D_(US,t)): D takes the value 0 on most days and 1 on days on which the FOMC released either a policy statement, policy minutes, or there was a monetary policy speech by the FOMC Chair. (Constructed by authors)
Econ Dummy (D_(US,t)): D takes the value 1 on days when data were released on US nonfarm payrolls or the ISM purchasing managers’ index, and 0 otherwise. (Constructed by authors)
MOB: The sample average of MOB from the annual regression data.
Bank assets to GDP: Average from 2008 to 12 from Helgi Library (http://www.helgilibrary.com/indicators/index/bank-assets-as-of-gdp).
Sovereign bond yield: Daily yield of 10-year constant maturity sovereign local-currency bond.
Sovereign risk: Sample-period average sovereign bond yields.
Stock price: Log of the daily local stock market price index.
US sovereign yield: Daily yield of 10-year constant maturity US Treasury bond.