Bart Keijsers, Bart Diris, and Erik Kole, "Cyclicality in Losses on Bank Loans", Journal of Applied Econometrics, Vol. 33, No. 4, 2018, pp. 533-662. The macro data used in the article are from the Organization for Economic Co-operation and Development (OECD). In particular, we use the gross domestic product (GDP), industrial production (IP) and unemployment rate (UR). The variables included are the growth rates with respect to the same quarter in the previous year. The data consists of 40 quarterly observations from 2002Q1 to 2011Q4. The analysis is based on the 32 observations from 2003Q1 to 2010Q4. The lead-lag investigation is based on the data from 2002Q1 to 2009Q4 and from 2004Q1 to 2011Q4. Online appendix A provides a detailed description of the macro data. The macro data are in the file macro_data.csv, which is so small that it is not compressed. The loan and default data used in the article are from Global Credit Data. It is an international cooperation of banks to support statistical research for the advanced internal ratings-based approach under the Basel accords. The members pool information on loans and defaults to create two anonymous databases, the LGD database with information about the losses on resolved defaults, and the loan database with information to analyze the default rate. Requests for data access should be addressed to Global Credit Data. See http://www.globalcreditdata.org/ for general information, data requests can be submitted to Philip Winckle (executive director), philip.winckle@globalcreditdata.org and/or Nina Brumma, nina.brumma@globalcreditdata.org. Via NIBC Bank, we gained access to the June-2014 version of the LGD database and the June-2013 version of the default database. Following NIBC's practice, we discount all cash flows by the two-year swap rate plus the spread from the loan. When the contractual spread is unavailable, we use the average spread of all defaulted loans. We transform the resulting workout LGD to a percentage of the EAD. We order the LGDs by quarter in line with the frequency of the macro variables. We exclude non-representative defaults, as described in online Appendix B.2. Further questions can be addressed to Erik Kole (kole [AT] ese.eur.nl) and/or Bart Keijsers (keijsers [AT] ese.eur.nl) Econometric Institute Erasmus School of Economics PO Box 1738 3000 DR Rotterdam Netherlands