United States Investment Returns during Democratic and Republican Administrations, 1928-1993 Chris R. Hensel and William T. Ziemba A major difference in returns from large-capitalization stocks, small-capitalization stocks, various bond indexes, and cash followed elections won by Democratic and Republican presidents from 1928 to 1993. Small-cap stocks had significantly higher returns during Democratic administrations than during Republican administrations, primarily reflecting a lack of losses in the April-December period. This phenomenon was not a manifestation of the January small-firm effect. Indeed, the results indicate a significant small-cap effect outside January during Democratic presidencies. Large-cap stocks had statistically identical returns under both administrations. For both Democratic and Republican administrations, small- and large-cap stock returns were significantly higher during the last two years of the presidential term than during the first two years. Corporate, long-term government, and intermediate government bonds and cash had significantly higher returns during Republican administrations. From 1937 to 1993, the simple investment strategies of investing in small-cap stocks during Democratic administrations and either intermediate-term government bonds or large-cap stocks during Republican administrations produced higher mean returns—with higher standard deviations—than did investing in large-cap stocks throughout the period. The cumulative wealth from these "politically correct" investment strategies greatly exceeded that from other strategies—small- and large-cap stocks, all types of bonds, cash, and a 60/40 stock/bond mix. S everal researichers have studied the effect of presidential elections on U.S. stock returns. Herbst and Slinkman used data from 1926 to 1977 and found a 48-month political/economic cycle during which returns were higher than average; this cycle peaked in November of presidential election years. ^ Kiley and Luksetich, and Hobbs and Riley showed that, since 1900, positive shortterm effects follovkfed Republican victories and negative retums followed Democratic wins.^ Huang, using data from 1832 to 1979 and for various subperiods, found higher stock returns in the last two years of political terms than in the first ^ Chris R. Hensel is senior research analyst at Frank Russell Company in Tacoma, Washington. William T. Ziemba is the Alumni Professor of Management Science in the Faculty of Commerce and Business Administration at the University of British Columbia in Vancouver, and a consultant to Frank Russell Company. Financial Analysts Joumai / March-April 1995 These findings are consistent with the hypothesis that political reelection campaigns create policies that stimulate the economy and are positive for stock returns. We used data from 1928 to 1993 to test several hypotheses concerning U.S. stock, bond, and cash returns. We investigated three questions: Do small- and large-capitalization stock returns differ between Democratic and Republican administrations? Do corporate bond, intermediate- and longterm government bonds, and Treasury bill retums differ between the two administrations? Do the returns of various assets in the second half of each four-year administration differ from those in the first half? This study in several ways expands on the previous literature relating to presidential election effects on asset returns. First, we examined smallcap stock and various cash and bond returns. whereas the previous literature focused on largecap stocks. The results indicated a significant small-cap effect during Democratic presidencies. Not only have small-cap stocks had higher retums during Democratic than during Republican administrations but also the small-cap minus large-cap advantage was documented outside of the month of January for the Democrats. We found the welldocumented small-firm effect, in which small-cap stock retums significantly exceed those for largecap stocks in January, under both Republican and Democratic administrations. This advantage was slightly higher for Democrats, but the difference was not significant. Moreover, bond and cash returns were significantly higher during Republican compared with Democratic administrations. Our results also extend previous findings that stock returns have been higher in the second half compared with the first half of presidential terms. This finding is documented for small- and largecap stocks during both Democratic and Republican administrations. Finally, two simple investment strategies based on these findings yielded substantially better portfolio performance than did common alternatives during the sample period. U.S. STOCK RETURNS AFTER PRESIDEtlTIAL ELECTIONS This analysis is based on monthly return data for the 66-year period from January 1928 to Decem- ber 1993. The large-cap data are from the S&P 500 hidex. Since March 1957, the Index has consisted of the 500 largest stocks weighted by market value (price times number of shares outstanding); before then, it consisted of the 90 largest stocks. The small-cap stocks consist of the bottom 20 percent (by capitalization) of companies on the New York Stock Exchange. The data are from Ibbotson Associates and comprise monthly, continuously compounded total returns, which include dividends, for the large-cap and small-cap stocks. The return distributions are close enough to being normally distributed that statistical tests based on normality are valid. Figure 1 shows the average monthly return differences of large- and small-cap stocks for election months and the subsequent 13 months (to the end of the following year) minus the 1928-92 average for each month. Large-cap stocks had higher mean retums during November and December of the election year and March, April, and May of the following year. In all other months, large-cap stocks had lower-than-average or average mean returns following an election. Small-cap stocks had higher-than-average mean returns during the election month and in March, April, May, and July. Table 1 presents the aggregate information from Figure 1. Both large- and small-cap stocks Rgure 1. Stock Monthly Return Differences: Presidential Election Months and the Subsequent 13 Months, 1928-89, minus Monthly Average for 1928-92 Nov Dec Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec D Large Cap . _ j p Small Cap Rnancia! Analysts Joumai / March-April 1995 had lower-than-average mean returns during election years. Small-stock returns were 732 basis points a year lower than the average, but this result was not statistically significant. Tabie 1. Annuai Average Equity Retums for Presidentiai Election Months and the Subsec|uent 13 Months, 1928-89, minus Annuaiized iVIonthiy Averages for 19281992 Return Period Election years 192S-92 average Annual difference Large Cap Small Cap 6.55% 9.48 -2.93 4.26% 11.58 -7.32 Note: Monthly means were annuaiized by multiplying by 12, The 1928-93 period encompassed 17 presidential elections. With the end of the Bush Republican presidency in January 1993, there were 32 years of Republican and a like number of Democratic administrations during this period. Table 2 lists and compares the first-year, first-two-year, last-twoyear, and whole-term mean returns under Democratic and Republican administrations from January 1929 to December 1992 and for January 1937 to December 1992, a period that excludes one term for each party during the 1929 crash, subsequent depression, and recovery period. Each term is considered separately, so two-term presidents have double entries. The f-values shown in Table 2 test the hypothesis that, during each of these periods, retums did not differ between Democratic and Republican administrations. For 1929 to 1992, mean returns for small stocks were statisticall)' higher during the Democratic presidential terms than during the Republican terms. The data confirm the advantage of smallcap over large-cap stocks under Democratic administrations—a phenomenon that was widely discussed in the media in the aftermath of the Clinton election victory. Small-cap stocks returned, on average, 20.54 percent a year under Democrats compared with 1.94 percent under Republicans for the 1929-92 period. This difference, 18.59 percentage points, was highly significant. The first-year return differences for this period were even higher, averaging 33.33 points. The right-hand panel of Table 2 presents the return results after eliminating the 1929 crash, the Depression, and the subsequent period of stock price volatility. Removing these eight years (1929 through 1936) from the study period eliminates Financial Analysts Joumai / Mardi-April 1995 one Democratic and one Republican administration from the data. The small-stock advantage under the Democrats was still large (an average of 7.37 percent per four-year-term) but was no longer statistically significant. The large-cap (S&P 500) returns during Democratic rule were statistically indistinguishable from the retums under Republican administrations. For Democratic and Republican administrations, the mean small- and large-cap stock returns were much higher in the last two years compared with the first two years of presidential terms for both of the time periods presented in Table 2. For example, small-cap stocks returned 24.86 percent during the last two years compared with 16.22 percent during the first two years for Democrats and 10.18 percent compared with -6.29 percent for Republicans from 1929 to 1992. Returns on large-cap stocks increased to 16.29 percent from Tabie 2. Annuai Average Stocic Retums for the Rrst Year, First Two, i-ast Two, and Four Years of Democratic and Republican Presidencies January 1929 to December 1992 Return Period Large Cap January 1937 to December 1992 Small Cap Large Cap Small Cap 18.88% 16.22 24.86 20.54 32.59 2.99% 5.16 13.74 9.45 17.16 8.90% 10.64 22,43 16.54 29.62 -14.45 -6.29 10.18 1.94 27.81 1.87 6.98 15.03 11.00 15.12 -6.22 1.39 16,95 9,17 19.89 33.33 22.51 14.68 18.59 1.12 -1.81 -1,28 -1,55 15.12 9.25 5.49 7.37 0.16 -0.28 -0.24 -0,36 1,39 0.98 0.62 1.14 Democratic Average first year 8.01% Average first two years 7.13 Average last two years 16.29 Average term 11.71 Standard deviation, term 19.18 Republican Average first year 0.54 Average first two years 3.77 Average last two years 9.06 Average term 6,42 Standard deviation, term 21.17 Difference: Democrats minus Republicans First year First two years Last two years Term 7.48 3.36 7.22 5.29 t-va!ues (Ho:Diff = 0) First year First two years Last two years Term 0,81 0,48 1.03 1.07 2.38* 2.18* 1.41* 2.55* Note: Monthly means were annuaiized by multiplying by 12. Monthly standard deviations were annuaiized by multiplying by the square root of 12. * = Significantly different from zero at 5 percent or lower level. 63 Table 3. Averaae iMonthiy Smali- and i^rge-Cap Stocic Retums during Democratic and Repubiican Presidencies, January 1929-December 1992 Democratic Administrations Month January February March April May June July August September October November December Republican Administrations S&P 500 Total Retum U.S, SmaUStock Total Retum Small Cap minus Large Cap S&P 500 Total Retum U.S, SmallStock Total Retum Small Cap minus Large Cap 1.49% -0.57 -0.58 2.32 0.72 1.66 1.97 1.22 0.10 0.39 1.31 1.67 6.88% 0.79 -0.96 2.79 0.90 1.93 3.07 1.29 0.37 -0.13 1.93 1.68 5.38% 1.36 -0.38 0.47 0.18 0.27 1.10 0.07 0.28 -0.51 0,61 0,01 1.65% 1.59 0.96 -0.24 -0.50 0.78 1.69 1.73 -2.87 -0.40 0.44 1.59 5.93% 2.78 1.21 -1.82 -1.52 -0,40 1,11 1.25 -3.31 -2,66 -0.53 -0.09 4.28% 1.19 0.25 -1.57 -1.02 -1.18 -0.58 -0.47 -0.45 -2.26 -0.97 -1.68 7.13 percent for Democrats and to 9.06 percent from 3.77 percent for Republicans for the same period. This result is consistent with the hypothesis that incumbents embark on favorable economic policies in the last two years of their administrations to increase their reelection chances and that the financial markets view these policies favorably. The advantage of small stocks over large stocks under Democratic administrations was not a manifestation of the January small-stock effect. Instead, as Table 3 shows, the relative advantage of small- over large-cap stocks under Democrats compared with that under Republicans was attributable to having fewer small-stock losses, as well as higher mean small-stock returns, in the AprilDecember period. Under Democrats, mean retums were positive in each of these months except October, and the small-minus-large differential was positive for 10 of the 12 months; under Republicans, the small-minus-large differential was negative during 9 of the 12 months. The small-stock advantage was also evident during the months following Democrat Clinton's election. From November 1992 to December 1993, the Ibbotson small-capitalization index had a total return of 36.9 percent compared with 14.9 percent for the S&P 500. In response to a reviewer's comment, we investigated how inflation varies with political regimes. The results for the 1929-92 period, using the Ibbotson inflation index, indicate that inflation was significantly higher under Democrats, but this difference was contained in the 1929-36 period. Excluding this early period, inflation was slightly 64 higher, on average, under Democrats but not statistically different from inflation under Republicans. Inflation rates differed across the years of the presidential terms. For example, for the 1937-92 period, in the first year of the presidential term, inflation under the Democrats was significantly lower than it was under the Republicans. An analysis of the first and second two years of administrations during this same period indicated that inflation was higher under Democrats but the difference was not statistically significant. U.S. BOND RETURNS AFTER PRESiDENTIAL ELECTIONS The bond data are also from Ibbotson Associates and consist of monthly, continuously compounded total returns for long-term corporate bonds, long-term (20-year) government bonds, intermediate (5-year) government bonds, and cash (90-day T-bills). Figure 2 illustrates average retum differences for bonds during election months and the subsequent 13 months (1929-89) minus each month's 1928-92 average return. Corporate, long-term government, and intermediate government bond returns were all higher than the monthly average in the year following an election only in May, October, and November. Both government bonds also exceeded the average in some other months. Throughout the 14-month period from the election month through the following year, corporate, intermediate government, and long-term government bonds returned less than the monthly Rnancial Analysts Joumai / March-April 1995 Figure 2. Bond Monthly Retum Diflerences: Presidential Election Months and the Subsequent 13 Months, 1928-89, minus Monthly Average for 1928-92 -1.2 Nov Dec Jan Feb Mar • Apr May Jun Jul Aug Sep Oct Nov Dec Intermediate Government Wi Long Government • Long Corporate average, while cash returned more than the average (Table 4). Table 4. Annual Average Bond Retums for Presidentiai Election Months and the Subseqiuent 13 Months, 1928-89, minus AnnuaiJzed i\/lonthly Averages, 1928-92 Return Period Election years 1928-92 average Annual difference Long Long Intermediate Corporate Government Government Cash 4.97% 5.28 -0.31 4.58% 4.62 -0.05 4.59% 5.04 -0.45 3.98% 3.65 0.33 As Table 5 shows, the performance of fixedincome investments differed significantly between Democratic and Republican administrations. All fixed-income and cash returns were significantly higher during Republican than during Democratic administrations during both study periods. The high significance of the cash difference stems from the low standard deviation over terms. The performance of fixed-income investments differed very little between the first two years and the last two years of presidential terms. The distribution of Democratic and Republican administrations during the 1929-92 period Financial Analysts Joumai / March-April 1995 plays a part in the significance of the fixed-income and, especially, cash returns. As Table 6 indicates, the cash returns for the first four Democratic administrations in this period (1933-48) were very low (0.20 percent, 0.08 percent, 0.25 percent, and 0.50 percent annually). This result helps explain why the term cash-return differences in Table 5 are so significant (f-value = -16.18 for 1929-92). Democratic administrations were in place for three of the four terms during the 1941-56 period, when government bonds had low returns. Bond returns in the 1961-68 period (both Democratic terms) and 1977-80 period (Democratic) were also low. SOME SIMPLE PRESIDEr^AL INVESTMEMT STRATEGIES Based on the results reported so far, we devised and tested two presidential-party-based investment strategies. The first always invests in stocks—small capitalization with Democrats and large capitalization with Republicans; the second, a simple alternating stock-bond investment strategy, invests 100 percent in small-cap stocks during Democratic administrations and 100 percent in intermediate government bonds during Republican administrations. The test period was January 1937 through December 1993. Figure 3 illustrates the growth of a $1 investment in each of these two strategies, as well as in Table 5. Annuai Average Bond Returns for the Rrst Year First Two, Last Two, and Four Years of Democratic and Republican Presidencies January 1929 to December 1992 Return Period Long Long Intermediate Corporate Government Government January 1937 to December 1992 ash Long Long Intermediate Corporate Government Government Cash Democratic [ First year First two years Last two years Term Standard deviation, term 5.26 2.31% 2.85 1.00 1.92 5.62 1.57% 2.77 2.83 2.80 3.62 1.63% 1.83 2.61 2.22 0.82 5.97 8.27 7.28 7.77 8.13 6.66 8.50 6.43 7.46 9.23 7.54 8.64 6.20 7.42 5.00 6.48 5.88 4.2 5.08 0.90 -2.41 -4.42 -5.40 -4.91 -4.34 -5.65 -5.43 -5.54 -5.97 -5.87 -3.37 -4.62 -0.64 -1.78 -2.30* -2.98* -1.01 -1.95 -2.14* -2.92* -2.64* -3.86* -2.13' -4.21* ,3.56% 2.86 2.66% 2.76 1.02 1.89 5.18 2.66% 2.58 0.27 1.43 5.83 1.54% 2.42 2.54 2.48 3.69 1.82% 2.06 2.96 2.51 0.85 6.36 8.67 87.72 8.19 8.49 7.13 9.15 6.62 7.89 9.56 7.79 8.99 6.65 7.82 5.21 6.74 6.22 4.74 5.48 0.88 -4.85 -4.05 -1.67 -2.86 -3.70 -5.91 -6.69 -6.30 -4.47 -6.57 -6.35 -6.46 -6.25 -6.57 -4.11 -5.34 -3.92 -4.16 -1.78 -2.97 -15.59* -18.24* -6.80* -16.18* -0.91 -2.17* -2.58* -3.40* -0.95 -2.04* -2.27* -3.12* -2.51* -3.94* -2.36* -4.67* -13.92* -16.68* -6.42* -14.66* Republican First year First two years Last two years Term Standard deviation, term Difference: Democrats minus Republicans First year First two years Last two years Term t-values (Ho:Diff = 0) First year First two years Last two years Term Note: Monthly means were annuaiized by multiplying by 12. Monthly standard deviations were annuaiized by multiplying by the square root of 12. * = Significantly different from zero at 5 percent or better level. large-cap and small-cap stocks (for comparison with the all-stock strategy) and in a benchmark of 60 percent large-cap stocks and 40 percent intermediate government bonds (rebalanced monthly). The 60/40 portfolio is a common investment strategy and provides a benchmark for comparison with the stock-bond strategy. Transaction costs were not included, but they probably would have minimal impact because, at most, the presidential strategies trade once every four years. These investment strategies, as shown in Figure 3, all lost money until the early 1940s. TTie specific cumulative wealth relatives for Figure 3 are shown in Table 7 along with the results achieved if the investments had been made in January 1942 (right before they started performing better). The first line of Table 7 shows, for each strategy, the amount that a dollar invested in 1937 would be worth at the end of 1993. Cumulative returns for both presidential strategies exceeded those for all the other investment strategies. The presidential stock strategy ended with more than double the small-cap value (the highest returning Tabie 6. Presidents, Political Parties, and FixedIncome Retums, 1929-92 ....... ,.,_. Term 1929-^2 1933-36 1937-40 1941-44 1945-48 1949-52 1953-56 1957-60 1961-64 1965-68 1969-72 1973-76 1977-80 1981-84 1985-88 1989-92 Annuaiized Average Monthly Retum President Party Intermediate Government Bonds Hoover Roosevelt Roosevelt Roosevelt Roosevelt/ Traman Truman Eisenhower Eisenhower Kennedy/ Johnson Johnson Nixon Nixon/Ford Carter Reagan Reagan Bush Republican Democratic Democratic Democratic Democratic 4.61% 5.05 3.73 1.74 1.48 2.26% 0.20 0.08 0.25 0.50 Democratic Republican Republican Democratic 1.24 1.19 4.24 3.21 1.35 1.66 2.54 2.84 Democratic Republican Republican Democratic Republican Republican Republican 2.76 7.06 7.42 3.17 13.71 10.35 10.77 4.43 5.19 6.25 8.11 10.39 6.22 6.11 Cash Financial Analysts Joumai / March-April 1995 Rgure 3. Growth of $1 investment, January 1937-December 1993 1000 5/48 1/37 9/59 1/71 5/82 12/93 Large Cap Small Cap Pres. Stock Pres. Stock/Bond Benchmark single stock category). The advantage of the presidential strategies relative to the large-cap strategy was even greater if the initial investment was made in January 1942. Throughout both study periods, these simple presidential-party-based investment strategies produced higher cumulative wealth than either stock investment or the 60/40 benchmark. Figure 3 and Table 7 make the case for the presidential strategies appear strong, however, because of the long time period. Table 8 indicates that those strategies carried high risk: Their standard deviations were almost as high as those of small-cap stocks from 1937 to 1993. The first line of Table 8 shows that, for the 1937-93 period, the standard deviations of small stocks and presidential strategies (stock and stockbond) were 25.0 percent, 23.3 percent, and 21.1 percent, respectively. The presidential stock strategy had the highest mean retum (13.9 percent). Small stocks had a higher mean return than the stock-bond strategy (13.0 percent versus 12.3 percent), but the cumulative wealth was less than under the stock-bond strategy because of small stocks' higher volatility. Table 8 also shows the results for 40-, 30-, 20-, 10-, and 5-year intervals ending December 1993. In all intervals, the presidential stock strategy had a standard deviation greater than that of large-cap stocks, but the returns were also always greater. 1 Tabie 7. Vaiueof$1 initial Investment Dates [anuary 1937December 1993 [anuary 1942December 1993 i Large-Cap Stocks Small-Cap Stocks Presidential Stock Presidential Stock-Bond 60/40 Benchmark $156.4 $ 236.5 $ 502.5 $ 275.4 $ 80.1 3»S.7 1,066.4 2,266.1 1,242.1 103.2 Rnancial Analysts Joumai / March-April 1995 Tabie 8. Average Retums and Standard Deviations for Different investments during Different investment i-lorizons Large-Cap Stocks Dates January 1937December 1993 January 1954December 1993 January 1964December 1993 January 1974December 1993 January 1984^ December 1993 January 1989December 1993 Small-Cap Stocks Presidential Stock Presidential Stock-Bond 60/40 Benchmark Number Average Standard Average Standard Average Standard Average Standard Average Standard of Years Return Deviation Retum Deviation Retum Deviation Retum Deviation Retum Deviation 57 10.2 16.0 13.0 25.0 13.9 23.3 12.3 21.1 8.2 10.1 40 11.2 14.4 14.3 20.1 15.4 17.0 13.1 12.3 9.3 9.3 30 9.9 14.9 14.0 21.8 15.6 17.9 15.7 12.9 9.1 9.8 20 12.0 15.9 17.2 21.5 16.0 18.6 14.8 12.8 11,0 10.5 10 13.9 15.8 9.5 18.7 14.9 15.9 11.7 5.7 12.7 10.1 13.5 12.8 12.5 15.9 15.4 13.1 12.4 5.9 12.4 8.5 With the exception of the 20-year period, the risk of this strategy was lower and the return was higher than those of small-cap stocks. For all the investment horizons examined, the presidential stock-bond strategy had lower risk than large-cap and small-cap stocks. For the 40-, 30-, and 20-year periods, the presidential stock-bond strategy had a higher mean return than large-cap stocks, with lower risk; that is, in a mean-variance sense, this strategy dominated the large-cap strategy for these periods. For the 30-year period, the presidential stock-bond strategy also had higher mean returns and lower risk than small-cap stocks. The 60/40 benchmark exhibited lower risk than the presidential strategies, except for the 10- and 5-year investment periods, but the generally lower risk was always accompanied by lower returns. For the 10and 5-year periods, the presidential stock-bond strategy had the lowest risk of any of the strategies. . . , CONCLUDING REMARKS The most interesting and significant finding of this study was the much higher small-stock returns during Democratic administrations as compared with Republican administrations. This finding is consistent with the hypothesis that Democrats devise economic policies that favor small companies and, consequently, their stock prices. Although this phenomenon is well discussed in the media, the 33.33 percentage point difference between small-stock performance in Democratic and Republican administrations in the first year in office and the 18.59 percent difference for the full four-year term were larger than expected. This political-party effect is different from the well-known January small-firm effect, which was present for Republicans as well as Democrats. In January, returns were higher for small-cap stocks than for large-cap stocks during Republican, as well as Democratic, rule. This phenomenon is well documented. What we found in addition was a substantial small-stock/large-stock differential outside of January during Democratic regimes (see Table 3). Large-stock retums were statistically indistinguishable between Democrats and Republicans, but bond and cash returns were significantly higher during Republican than during Democratic administrations. We also confirmed and updated Huang's finding that large-cap stocks have had higher retums in the last two years of presidential terms; this finding applies regardless of political party and for both small- and large-cap stocks. A study of possible differences in economic policies that lead to the divergence of investment results according to which political party is in office would be of considerable interest. Clearly, candidates seeking reelection are likely to favor economic policies that are particularly attractive to the public, and those policies are consistent with higher stock prices. Cash returns did not differ significantly between the first and second two-year periods of Democratic and Republican presidential terms. Two simple presidential investment strategies performed well over the sample period. The strategy of investing in small-cap stocks during Democratic administrations and large-cap stocks during Republican administrations produced greater cu- Financial Analysts Joumai / March-April 1995 mulative wealth than other investment strategies during the 1937-92 period. The alternating stockbond strategy of investing in small-cap stocks under Democrats and intermediate bonds under Republicans produced the second highest cumulative wealth. Both of these presidential-party-based strategies had higher standard deviations than large-cap stocks alone during the 1937-92 period.* FOOTNOTES 1. Anthony F. Herbst and Craig W. Slinkman, "Political-Economic Cycles in the U.S. Stock Market," Financial Analysts JourmI, vol. 40, no. 2 {March/April 1984):38-44. 2. William B. Riley, Jr., and William A. Luksetich, "The Market Prefers Republicans; Myth or Reality," Journal of Financial and Quantitative Analysis, vol. 15, no. 3 (September 1980):541-59. Gerald R. Hobbs and William B. Riley, "Profiting from a Presidential Election," Financial Analysts Joumai, vol. 40, no. 2 (March/April 1984):46-52. Rnancial Analysts ^loumal / March-April 1995 Roger D. Huang, "Common Stock Retums and Presidential Elections," Financial Analysts Journal, vol. 41, no. 2 (March/ April 1985):58-65. This research was partially supported by the Social Sciences and Humanities Research Council of Canada and Frank Russell Company. We would like to thank Gayle Nolte for computational assistance, Karlene Johnson for editorial help, and Steve Murray and Douglas Stone for helpful comments on a previous draft.