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Research in Investments

C. Mitchell Conover, Ph.D., CFA
Research Question
• Do Value Stocks outperform Growth Stocks in
  International Markets?

• Do Small Stocks outperform Large Stocks in
  International Markets

• Data are for 20 countries of the EAFE, plus
  Canada.

• Quartiles formed of:
     o   Value Stocks = low P/E, or low P/B, or low P/CF
         (Quartile 1)
     o   Growth Stocks = high P/E, or high P/B, or high P/CF
         (Quartile 4)
“Growth versus Value and Large-Cap versus Small-Cap Stocks in International Markets”, with W.
Scott Bauman and Robert E. Miller, Financial Analysts Journal, March/April 1998, 54:2
Returns for Value and Growth Stocks
           Internationally
              (in U.S. $)
Return and Risk for Value and Growth Stocks
  For Entire Sample of International Stocks
Return and Risk for Small and Large Stocks
          for International Firms
Returns for International Value and Growth
 Quartiles Subdivided by Company Size


           Value    2       3      Growth

Smallest   27.5%   17.8%   18.5%   22.1%

   2       16.6%   14.5%   10.5%   11.7%

   3       13.9%   12.3%   10.4%    8.9%

 Largest   14.5%   13.0%   10.8%    7.1%
Research Question

 • Why do value stocks outperform
   growth stocks in international
   markets?




“Investor Overreaction in International Stock Markets” with W. Scott Bauman and Robert
E. Miller, Journal of Portfolio Management, Summer 1999, 24:4
Growth Rates of EPS for International Value
           and Growth Quartiles



                   Value     2      3     Growth

Prior 3 Year EPS   -22.9%   -1.5% 12.5%   35.6%
Growth
EPS Growth in      11.3%    2.3%   0.7%    0.2%
Year t
Summary
• Value stocks outperform growth stocks on
  a risk adjusted basis in most years and in
  most countries

• Small company stocks have larger returns
  than large company stocks

• The higher returns for value stocks appear
  to be due to a reversion in EPS that
  investors ignore when they price these
  stocks
Research Question
• The relationship between monetary environment
  and international stock returns:
  • An expansive environment = Series of discount
                                    rate decreases
   • A restrictive environment = Series of discount
                                     rate increases

• Data are for 16 developed countries from 1956 to
  1995


“Monetary Environments and International Stock Returns” with Gerald R. Jensen and
Robert R. Johnson, Journal of Banking and Finance, 1999, 23:9
“Monetary Conditions and the International Diversification Decision”, with Gerald R.
Jensen and Robert R. Johnson, Financial Analysts Journal, July/August 1999, 55:4
Monthly Stock Returns By Local Monetary
         Environment (in U.S. $)
Monthly Stock Returns by U.S. Monetary
        Environment (in U.S. $)
Monthly Stock Returns by Combined Local and
         U.S. Monetary Environment
                 (in U.S. $)
Summary
• Stock returns for most developed
  countries are higher when monetary
  conditions are expansive and lower when
  conditions are restrictive.

• These patterns exist with respect to both
  local and U.S. monetary environments.

• The higher returns in expansive
  environments are not accompanied by
  increased risk, in most countries.
Research Question
• Do these same patterns exist in emerging
  markets during expansive and restrictive
  U.S. monetary environments?

• What are the returns and risk in emerging
  market?

• Data is from IFC from 1976 to 1999 for 20
  countries.

“Emerging Markets: Are They Worth It?” with Gerald R. Jensen and Robert R.
Johnson, Financial Analysts Journal, March/April 2002
Monthly Risk and Return During Entire Time
             Period (in U.S. $)
Monthly Stock Returns for Emerging Countries
During Expansive and Restrictive U.S. Monetary
           Environments (in U.S. $)
Correlations Between Emerging and
            Developed Country Markets

                  Expansive U.S. Restrictive U.S.
                   Environment    Environment

Emerging Market
and EAFEC              0.36            0.26

World                  0.42            0.27


U.S.                   0.39            0.21
Risk and Return For Efficient Portfolios
Risk and Return for Efficient Portfolios during
 Expansive and Restrictive Monetary Periods
Summary
• For entire time period, the addition of emerging
  markets to an international portfolio adds 1.5 –
  2.0% annually to return for a given amount of
  risk.

• Emerging market returns are not as strongly
  related to U.S. monetary environments as
  developed country markets.

• Most of the diversification benefits from
  emerging markets occurs during restrictive U.S.
  monetary environments.
  o   U.S. investors could have added 4.5% a year to their
      returns by investing in emerging markets during
      restrictive U.S. monetary environments.
Research Questions
• Recent research indicates that diversifying
  internationally fails at the very time when investors
  need it the most.

• During periods of increased volatility (i.e. crash of
  October 1987), global stock markets tend to move
  together.

• Does foreign real estate provide greater diversification
  benefit in times of increased volatility?

• Data from 1986 to 1995 for publicly traded real estate
  firms in Canada, France, Great Britain, Hong Kong,
  Japan and Singapore.
“Diversification Benefits form Foreign Real Estate Investments” with H. Swint Friday
and
G. Stacy Sirmans, Journal of Real Estate Portfolio Management, 2002
Correlation of Assets with U.S. Stocks
Risk and Return for Efficient Portfolios of
          International Assets
Summary
• Foreign real estate has a lower correlation
  with U.S. stocks than do foreign stocks in
  98 of the 102 months examined.

• Foreign real estate returns are less
  integrated with U.S. stocks during periods
  of increased volatility.

• The addition of foreign real estate
  improves the mean-variance efficiency of
  U.S. stock portfolio.
Research Question
  • In the U.S., firms that file their accounting statements
    late have weaker performance and experience lower
    stock returns in the post filing period.

  • What is the frequency of late filing in foreign countries?

  • Does late filing abroad signal bad news?

  • Do the patterns differ for common and code law
    countries?

  • Data for 1987 to 1995 for 13 foreign countries.


From “The Timeliness of International Accounting Disclosures,” with Robert E. Miller
and Andrew Szakmary, forthcoming in the International Review of Financial Analysis
2008
Median Number of Days to File
Frequency of Late Filing
Summary
• Code law firms take longer to file their
  statements.

• The frequency of late filing is also higher in code
  law countries.

• Late filers demonstrate weaker performance in
  common law countries than in code law
  countries.

• The less timely filing in code law countries may
  be associated with the role that banks play in
  those countries.
Research Question
• Which industries have historically been value or
  growth over time? What is the performance of
  industries over time?

• Do value stocks outperform growth stocks within
  individual industries?

• Do value industries outperform growth
  industries?

• Data from 1968 to 1999 for 21 industries.
From “Industry Relationships and Value/Growth Stock Performance” with Gerald
R. Jensen, working paper
Price to Book Ratios for Industries
Risk and Return for Industries
Risk and Return for Value/Growth
Quartiles Formed Within Industries
Risk and Return for Value/Growth
           Industries
Annual Percent Returns for Value/Growth
 Quartiles Within Value/Growth Industries

             Value     2       3       Growth
           Industry                   Industry
 Value      20.36     19.04   18.77    19.54
Quartile
   2        17.09     14.29   14.59    14.12


   3        14.22     13.36   12.25    12.95


Growth      12.47     7.54    7.52      6.11
Quartile
Summary
• Value stocks have higher returns and
  lower risk than growth stocks when
  quartiles are formed within industries.

• Value industries have higher returns and
  lower risk than growth industries over
  time.

• Value quartiles within value industries
  have the highest returns while growth
  quartiles within growth industries have the
  lowest returns and highest risk.
Research Question
• Does the relationship between monetary
  conditions and stock returns still exist in U.S.
  and global markets?

• Does it vary by the size of the firm?

• Does it vary depending if the firm is a defensive
  or cyclical stock?


“Is Fed Policy Still Relevant for Investors?” with Gerald R.
Jensen, Robert R. Johnson, and Jeffrey M. Mercer. Financial
Analysts Journal, January/February 2005
U.S. Investment Strategy Performance:
        Annualized Mean Return
              1963-2001
U.S. Sector Performance:
Annualized Mean Return
        1973-2001
U.S. Monetary Conditions and International
             Stock Returns:
    Annualized Mean Return 1973-2001
Summary
• U.S. Monetary Policy continues to have a
  significant relationship with both U.S. and
  Global stock returns

• Small stocks are more sensitive to
  changes in monetary conditions than large
  stocks

• Cyclical stocks are more sensitive to
  changes in monetary conditions than
  defensive stocks
Research Question
• Is the relationship between monetary conditions
  and sector stock returns valuable in a rotation
  strategy?

• Rotation between cyclical and noncyclical stocks

• Data for 33 years from 1973 to 2005


“Sector Rotation and Monetary Conditions” with Gerald R.
Jensen, Robert R. Johnson, and Jeffrey M. Mercer. Journal of
Investing, forthcoming 2008
 • Cited on CNBC, in the Wall Street Journal and the Financial
    Times
Cyclical and Non-cyclical
              Stocks
• Cyclical Stocks: Cyclical consumer goods,
  Cyclical services, General industrials,
  Information technology, Financials, and Basic
  industries

• Non-cyclical Stocks: Resources, Noncyclical
  consumer goods, Noncyclical services and
  Utilities
Results
                        Expansive      Restrictive Period
                      Period Returns        Returns
                         (Standard         (Standard
                        Deviations)       Deviations)


Non-cyclical Stocks       14.65%            10.24%
                         (15.95%)          (17.01%)

Cyclical Stocks           20.27%            2.25%
                         (18.82%)          (19.81%)

Benchmark (sectors        17.98%            5.32%
equally weighted)        (14.32%)          (15.39%)
Results
Summary
• The sector rotation strategy would have
  beat the benchmark by 3.5% a year

• Rebalancing occurs only 14 times

• Defensive stocks perform best during
  restrictive periods

• Cyclical stocks perform best during
  expansive periods
Research Question

• How does an investment in precious metal
  commodities compare to that of precious metal
  equities?

• Are their performances related to monetary
  policy given the Fed’s role in fighting inflation?

• Is this relationship to Fed policy valuable in a
  trading strategy?

“Can Precious Metals Make your Portfolio Shine?” with Gerald R.
Jensen, Robert R. Johnson, and Jeffrey M. Mercer. Working paper
Data

• Data for global precious metal equities and
  commodities (gold, silver & platinum)

• Data for 34 years from 1973 to 2006

• 14 turning points in monetary policy
Risk, Return & Correlations

                                 Precious    Precious
                                  Metal       Metals
                   US Equities   Equities   Commodities

Annualized
Return              10.83%       14.11%       8.33%

Standard
Deviation           15.37%       24.81%       23.11%


Correlation with
U.S. Equities         1.00         0.08        -0.01
Returns by Monetary
          Environment
                  Restrictive Period   Expansive Period
 Asset Class
                       Return              Return


 U.S. Equities         3.87%               16.25%


Precious Metals
                       11.60%              16.41%
   Equities


Precious Metal
                       13.29%               4.56%
 Commodities
Investment Strategies
• Benchmark is U.S. Equities

 • Strategic allocation:
75% to US Equities and 25% to Precious Metals
Equities for entire period.

• Tactical allocation:
Expansive periods: 75% to US Equities and 25% to
Precious Metals Equities
Restrictive periods: 75% to US Equities and 25% to
Gold
Strategy Performance
$80.00



$70.00



$60.00



$50.00



$40.00



$30.00



$20.00



$10.00



 $0.00
    Jan-73 Jan-75 Jan-77 Jan-79 Jan-81 Jan-83 Jan-85 Jan-87 Jan-89 Jan-91 Jan-93 Jan-95 Jan-97 Jan-99 Jan-01 Jan-03 Jan-05
        Jan-74 Jan-76 Jan-78 Jan-80 Jan-82 Jan-84 Jan-86 Jan-88 Jan-90 Jan-92 Jan-94 Jan-96 Jan-98 Jan-00 Jan-02 Jan-04 Jan-06



                                            Benchmark    Strategic Allocation   Tactical Allocation
Summary
• Allocating 25% precious metals equities to
  a U.S. equity portfolio increases annual
  returns by 1.65% and reduces the standard
  deviation by 1.86%

• Portfolio performance is superior when
  using PM equities, rather than PM
  commodities, over the entire time period

• During Fed tightening, the returns to PM
  commodities are significantly higher than
  during expansive periods (in contrast to
Summary
• The benefits of adding PMs to a portfolio
  are small when Fed policy is expansive

• However the benefits are substantial when
  monetary policy is restrictive

• Gold provides the best hedge against
  restrictive Fed policy

• Using monetary policy shifts to guide a
  tactical strategy had slightly higher return
  and lower risk than that with a strategic

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Research In Investments 2009

  • 1. Research in Investments C. Mitchell Conover, Ph.D., CFA
  • 2. Research Question • Do Value Stocks outperform Growth Stocks in International Markets? • Do Small Stocks outperform Large Stocks in International Markets • Data are for 20 countries of the EAFE, plus Canada. • Quartiles formed of: o Value Stocks = low P/E, or low P/B, or low P/CF (Quartile 1) o Growth Stocks = high P/E, or high P/B, or high P/CF (Quartile 4) “Growth versus Value and Large-Cap versus Small-Cap Stocks in International Markets”, with W. Scott Bauman and Robert E. Miller, Financial Analysts Journal, March/April 1998, 54:2
  • 3. Returns for Value and Growth Stocks Internationally (in U.S. $)
  • 4. Return and Risk for Value and Growth Stocks For Entire Sample of International Stocks
  • 5. Return and Risk for Small and Large Stocks for International Firms
  • 6. Returns for International Value and Growth Quartiles Subdivided by Company Size Value 2 3 Growth Smallest 27.5% 17.8% 18.5% 22.1% 2 16.6% 14.5% 10.5% 11.7% 3 13.9% 12.3% 10.4% 8.9% Largest 14.5% 13.0% 10.8% 7.1%
  • 7. Research Question • Why do value stocks outperform growth stocks in international markets? “Investor Overreaction in International Stock Markets” with W. Scott Bauman and Robert E. Miller, Journal of Portfolio Management, Summer 1999, 24:4
  • 8. Growth Rates of EPS for International Value and Growth Quartiles Value 2 3 Growth Prior 3 Year EPS -22.9% -1.5% 12.5% 35.6% Growth EPS Growth in 11.3% 2.3% 0.7% 0.2% Year t
  • 9. Summary • Value stocks outperform growth stocks on a risk adjusted basis in most years and in most countries • Small company stocks have larger returns than large company stocks • The higher returns for value stocks appear to be due to a reversion in EPS that investors ignore when they price these stocks
  • 10. Research Question • The relationship between monetary environment and international stock returns: • An expansive environment = Series of discount rate decreases • A restrictive environment = Series of discount rate increases • Data are for 16 developed countries from 1956 to 1995 “Monetary Environments and International Stock Returns” with Gerald R. Jensen and Robert R. Johnson, Journal of Banking and Finance, 1999, 23:9 “Monetary Conditions and the International Diversification Decision”, with Gerald R. Jensen and Robert R. Johnson, Financial Analysts Journal, July/August 1999, 55:4
  • 11. Monthly Stock Returns By Local Monetary Environment (in U.S. $)
  • 12. Monthly Stock Returns by U.S. Monetary Environment (in U.S. $)
  • 13. Monthly Stock Returns by Combined Local and U.S. Monetary Environment (in U.S. $)
  • 14. Summary • Stock returns for most developed countries are higher when monetary conditions are expansive and lower when conditions are restrictive. • These patterns exist with respect to both local and U.S. monetary environments. • The higher returns in expansive environments are not accompanied by increased risk, in most countries.
  • 15. Research Question • Do these same patterns exist in emerging markets during expansive and restrictive U.S. monetary environments? • What are the returns and risk in emerging market? • Data is from IFC from 1976 to 1999 for 20 countries. “Emerging Markets: Are They Worth It?” with Gerald R. Jensen and Robert R. Johnson, Financial Analysts Journal, March/April 2002
  • 16. Monthly Risk and Return During Entire Time Period (in U.S. $)
  • 17. Monthly Stock Returns for Emerging Countries During Expansive and Restrictive U.S. Monetary Environments (in U.S. $)
  • 18. Correlations Between Emerging and Developed Country Markets Expansive U.S. Restrictive U.S. Environment Environment Emerging Market and EAFEC 0.36 0.26 World 0.42 0.27 U.S. 0.39 0.21
  • 19. Risk and Return For Efficient Portfolios
  • 20. Risk and Return for Efficient Portfolios during Expansive and Restrictive Monetary Periods
  • 21. Summary • For entire time period, the addition of emerging markets to an international portfolio adds 1.5 – 2.0% annually to return for a given amount of risk. • Emerging market returns are not as strongly related to U.S. monetary environments as developed country markets. • Most of the diversification benefits from emerging markets occurs during restrictive U.S. monetary environments. o U.S. investors could have added 4.5% a year to their returns by investing in emerging markets during restrictive U.S. monetary environments.
  • 22. Research Questions • Recent research indicates that diversifying internationally fails at the very time when investors need it the most. • During periods of increased volatility (i.e. crash of October 1987), global stock markets tend to move together. • Does foreign real estate provide greater diversification benefit in times of increased volatility? • Data from 1986 to 1995 for publicly traded real estate firms in Canada, France, Great Britain, Hong Kong, Japan and Singapore. “Diversification Benefits form Foreign Real Estate Investments” with H. Swint Friday and G. Stacy Sirmans, Journal of Real Estate Portfolio Management, 2002
  • 23. Correlation of Assets with U.S. Stocks
  • 24. Risk and Return for Efficient Portfolios of International Assets
  • 25. Summary • Foreign real estate has a lower correlation with U.S. stocks than do foreign stocks in 98 of the 102 months examined. • Foreign real estate returns are less integrated with U.S. stocks during periods of increased volatility. • The addition of foreign real estate improves the mean-variance efficiency of U.S. stock portfolio.
  • 26. Research Question • In the U.S., firms that file their accounting statements late have weaker performance and experience lower stock returns in the post filing period. • What is the frequency of late filing in foreign countries? • Does late filing abroad signal bad news? • Do the patterns differ for common and code law countries? • Data for 1987 to 1995 for 13 foreign countries. From “The Timeliness of International Accounting Disclosures,” with Robert E. Miller and Andrew Szakmary, forthcoming in the International Review of Financial Analysis 2008
  • 27. Median Number of Days to File
  • 29. Summary • Code law firms take longer to file their statements. • The frequency of late filing is also higher in code law countries. • Late filers demonstrate weaker performance in common law countries than in code law countries. • The less timely filing in code law countries may be associated with the role that banks play in those countries.
  • 30. Research Question • Which industries have historically been value or growth over time? What is the performance of industries over time? • Do value stocks outperform growth stocks within individual industries? • Do value industries outperform growth industries? • Data from 1968 to 1999 for 21 industries. From “Industry Relationships and Value/Growth Stock Performance” with Gerald R. Jensen, working paper
  • 31. Price to Book Ratios for Industries
  • 32. Risk and Return for Industries
  • 33. Risk and Return for Value/Growth Quartiles Formed Within Industries
  • 34. Risk and Return for Value/Growth Industries
  • 35. Annual Percent Returns for Value/Growth Quartiles Within Value/Growth Industries Value 2 3 Growth Industry Industry Value 20.36 19.04 18.77 19.54 Quartile 2 17.09 14.29 14.59 14.12 3 14.22 13.36 12.25 12.95 Growth 12.47 7.54 7.52 6.11 Quartile
  • 36. Summary • Value stocks have higher returns and lower risk than growth stocks when quartiles are formed within industries. • Value industries have higher returns and lower risk than growth industries over time. • Value quartiles within value industries have the highest returns while growth quartiles within growth industries have the lowest returns and highest risk.
  • 37. Research Question • Does the relationship between monetary conditions and stock returns still exist in U.S. and global markets? • Does it vary by the size of the firm? • Does it vary depending if the firm is a defensive or cyclical stock? “Is Fed Policy Still Relevant for Investors?” with Gerald R. Jensen, Robert R. Johnson, and Jeffrey M. Mercer. Financial Analysts Journal, January/February 2005
  • 38. U.S. Investment Strategy Performance: Annualized Mean Return 1963-2001
  • 39. U.S. Sector Performance: Annualized Mean Return 1973-2001
  • 40. U.S. Monetary Conditions and International Stock Returns: Annualized Mean Return 1973-2001
  • 41. Summary • U.S. Monetary Policy continues to have a significant relationship with both U.S. and Global stock returns • Small stocks are more sensitive to changes in monetary conditions than large stocks • Cyclical stocks are more sensitive to changes in monetary conditions than defensive stocks
  • 42. Research Question • Is the relationship between monetary conditions and sector stock returns valuable in a rotation strategy? • Rotation between cyclical and noncyclical stocks • Data for 33 years from 1973 to 2005 “Sector Rotation and Monetary Conditions” with Gerald R. Jensen, Robert R. Johnson, and Jeffrey M. Mercer. Journal of Investing, forthcoming 2008 • Cited on CNBC, in the Wall Street Journal and the Financial Times
  • 43. Cyclical and Non-cyclical Stocks • Cyclical Stocks: Cyclical consumer goods, Cyclical services, General industrials, Information technology, Financials, and Basic industries • Non-cyclical Stocks: Resources, Noncyclical consumer goods, Noncyclical services and Utilities
  • 44. Results Expansive Restrictive Period Period Returns Returns (Standard (Standard Deviations) Deviations) Non-cyclical Stocks 14.65% 10.24% (15.95%) (17.01%) Cyclical Stocks 20.27% 2.25% (18.82%) (19.81%) Benchmark (sectors 17.98% 5.32% equally weighted) (14.32%) (15.39%)
  • 46. Summary • The sector rotation strategy would have beat the benchmark by 3.5% a year • Rebalancing occurs only 14 times • Defensive stocks perform best during restrictive periods • Cyclical stocks perform best during expansive periods
  • 47. Research Question • How does an investment in precious metal commodities compare to that of precious metal equities? • Are their performances related to monetary policy given the Fed’s role in fighting inflation? • Is this relationship to Fed policy valuable in a trading strategy? “Can Precious Metals Make your Portfolio Shine?” with Gerald R. Jensen, Robert R. Johnson, and Jeffrey M. Mercer. Working paper
  • 48. Data • Data for global precious metal equities and commodities (gold, silver & platinum) • Data for 34 years from 1973 to 2006 • 14 turning points in monetary policy
  • 49. Risk, Return & Correlations Precious Precious Metal Metals US Equities Equities Commodities Annualized Return 10.83% 14.11% 8.33% Standard Deviation 15.37% 24.81% 23.11% Correlation with U.S. Equities 1.00 0.08 -0.01
  • 50. Returns by Monetary Environment Restrictive Period Expansive Period Asset Class Return Return U.S. Equities 3.87% 16.25% Precious Metals 11.60% 16.41% Equities Precious Metal 13.29% 4.56% Commodities
  • 51. Investment Strategies • Benchmark is U.S. Equities • Strategic allocation: 75% to US Equities and 25% to Precious Metals Equities for entire period. • Tactical allocation: Expansive periods: 75% to US Equities and 25% to Precious Metals Equities Restrictive periods: 75% to US Equities and 25% to Gold
  • 52. Strategy Performance $80.00 $70.00 $60.00 $50.00 $40.00 $30.00 $20.00 $10.00 $0.00 Jan-73 Jan-75 Jan-77 Jan-79 Jan-81 Jan-83 Jan-85 Jan-87 Jan-89 Jan-91 Jan-93 Jan-95 Jan-97 Jan-99 Jan-01 Jan-03 Jan-05 Jan-74 Jan-76 Jan-78 Jan-80 Jan-82 Jan-84 Jan-86 Jan-88 Jan-90 Jan-92 Jan-94 Jan-96 Jan-98 Jan-00 Jan-02 Jan-04 Jan-06 Benchmark Strategic Allocation Tactical Allocation
  • 53. Summary • Allocating 25% precious metals equities to a U.S. equity portfolio increases annual returns by 1.65% and reduces the standard deviation by 1.86% • Portfolio performance is superior when using PM equities, rather than PM commodities, over the entire time period • During Fed tightening, the returns to PM commodities are significantly higher than during expansive periods (in contrast to
  • 54. Summary • The benefits of adding PMs to a portfolio are small when Fed policy is expansive • However the benefits are substantial when monetary policy is restrictive • Gold provides the best hedge against restrictive Fed policy • Using monetary policy shifts to guide a tactical strategy had slightly higher return and lower risk than that with a strategic