David E. Rapach and Mark E. Wohar, "Valuation Ratios and Long-Horizon Stock Price Predictability", Journal of Applied Econometrics, Vol. 20, No. 3, 2005, pp. 327-344. The data file and all program files are ASCII files in DOS format. They are zipped in the file rapach-wohar.zip. Unix users should use "unzip -a". The GAUSS program files generate the empirical results reported in the paper. Note that you may obtain slightly different results than those reported in the paper for the bootstrap procedures and Monte Carlo simulations, as the draws are not seeded. All of the program files load the file DATA.TXT, which each program file assumes is located at c:\research\preg. This ASCII file contains a 129 x 3 matrix of data. The columns are the following: First column: real S&P 500 share price series, 1871-1999 (January nominal S&P share price divided by the January CPI) Second column: real S&P 500 dividends series, 1871-1999 (annual nominal dividends divided by the January CPI) Third column: real S&P 500 earnings series, 1871-1999 (annual nominal earnings divided by the January CPI) The nominal S&P share price, nominal dividends, nominal earnings, and CPI series were downloaded from Robert Shiller's home page at http://www.econ.yale.edu/~shiller. Note that we use data from 1871-1997 in the paper, following Campbell and Shiller (1998). PDPR.PRG generates the coefficient estimates, t-statistics, and p-values for the price-dividend ratio reported in columns (2) and (3) of Table 1. PEPR.PRG generates the coefficient estimates, t-statistics, and p-values for the price-earnings ratio reported in columns (4) and (5) of Table 1. PDPR_MCS.PRG generates the size figures for the price-divided ratio reported in column (2) of Table 2. PDPR_MCP.PRG generates the power figures for the price-divided ratio reported in column (3) of Table 2. PDPR_MCP2.PRG generates the power figures for the price-divided ratio reported in column (4) of Table 2. PEPR_MCS.PRG generates the size figure for the price-earnings ratio reported in column (5) of Table 2. PEPR_MCP.PRG generates the power figure for the price-earnings ratio reported in column (6) of Table 2. PEPR_MCP2.PRG generates the power figure for the price-earnings ratio reported in column (7) of Table 2. PD_NL.PRG generates the ESTAR model estimation results for the price-dividend ratio reported in Table 3. PE_NL.PRG generates the ESTAR model estimation results for the price-earnings ratio reported in Table 3. PDPR_NL.PRG generates the coefficient estimates, t-statistics, and p-values for the price-dividend ratio reported in columns (2) and (3) of Table 4. PEPR_NL.PRG generates the coefficient estimates, t-statistics, and p-values for the price-earnings ratio reported in columns (4) and (5) of Table 4. PDPR_MCS_NL.PRG generates the size figures for the price-dividend ratio reported in column (2) of Table 5. PDPR_MCP_NL_DGP3.PRG generates the power figures for the price-dividend ratio reported in column (3) of Table 5. PEPR_MCS_NL.PRG generates the size figures for the price-earnings ratio reported in column (4) of Table 5. PEPR_MCP_NL_DGP3.PRG generates the power figures for the price-earnings ratio reported in column (5) of Table 5. PDPR_BIAS.PRG generates the ratio of the bias to the point estimate for the price-dividend ratio reported in footnote 5. PEPR_BIAS.PRG generates the ratio of the bias to the point estimate for the price-earnings ratio reported in footnote 4. NP01.PRG generates the unit root test results described in footnote 8. (The Lagrange-multiplier test results described in the fifth paragraph of Section 4 were generated in EViews.) If you have questions, please contact: David E. Rapach Department of Economics Saint Louis University 3674 Lindell Boulevard Saint Louis, MO 63108-3397 rapachde@slu.edu http://pages.slu.edu/faculty/rapachde/