fama & freedom 3½ factor model scott gavlick todd hoskin edward kim

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Fama & Freedom 3½ Factor Model Scott Gavlick Todd Hoskin Edward Kim

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Page 1: Fama & Freedom 3½ Factor Model Scott Gavlick Todd Hoskin Edward Kim

Fama & Freedom 3½ Factor Model

Scott Gavlick

Todd Hoskin

Edward Kim

Page 2: Fama & Freedom 3½ Factor Model Scott Gavlick Todd Hoskin Edward Kim

Page 2

Small-Value Portfolio Strategy Screening

US Securities Common Stock Excluding American Depository Receipts (ADR’s)

Questionable Returns

Small Capitalization Less Coverage/Public Information Less Market Efficiency Higher Growth Potential

Page 3: Fama & Freedom 3½ Factor Model Scott Gavlick Todd Hoskin Edward Kim

Page 3

Approach

Equally-Weighted Investments Monthly Rebalancing Assumes NO Transaction Costs Benchmark is the S&P500

Page 4: Fama & Freedom 3½ Factor Model Scott Gavlick Todd Hoskin Edward Kim

Page 4

Factors

Value Factors Operating Income / Enterprise Value Operating Income / Net Assets

Technical Factors Momentum – 1-year return, lagged 1 month Volume Moving Average – difference between the

daily average over the last 5 days and the daily average over the past year, scaled by the latter

Page 5: Fama & Freedom 3½ Factor Model Scott Gavlick Todd Hoskin Edward Kim

Page 5

Factor AssessmentOperating Income / Enterprise Value (Fractile Report)

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Operating Income / Net Assets (Fractile Report)

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Momentum (Fractile Report)

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Page 6: Fama & Freedom 3½ Factor Model Scott Gavlick Todd Hoskin Edward Kim

Page 6

Factor Assessment

Quintile Heat Map (Operating Income / Enterprise Value)

Overall 104.9 173.7 208.4 236.1 289.2

1986 106.5 115.9 113.4 122.0 120.3

1987 80.3 89.6 84.8 89.3 96.5

1988 110.0 114.5 123.6 130.3 138.6

1989 100.7 97.6 104.8 107.2 104.7

1990 90.1 102.1 107.2 108.4 107.6

1991 174.3 154.9 148.0 144.4 151.6

1992 86.8 115.4 124.2 116.7 131.2

1993 106.7 129.6 126.5 119.7 117.3

1994 71.9 96.0 98.1 101.0 103.5

1995 158.0 141.4 128.0 123.6 130.2

1996 101.7 127.8 135.0 129.6 136.3

1997 88.1 109.4 124.5 134.2 148.4

1998 95.5 94.5 94.0 97.5 105.9

1999 210.1 151.6 103.3 102.0 105.3

2000 67.4 80.8 116.4 126.3 128.7

2001 73.1 87.8 116.5 124.7 141.9

2002 50.8 68.5 91.3 106.4 121.4

2003 261.1 196.7 163.5 166.0 191.1

2004 85.5 92.9 105.8 118.7 134.3

2005 90.9 102.2 106.4 111.1 120.8

Quintile Heat Map (Operating Income / Net Assets)

Overall 101.6 177.6 214.9 245.2 268.2

1986 108.1 117.8 121.4 112.5 118.6

1987 85.2 91.0 89.0 88.8 85.7

1988 114.1 116.4 133.4 124.3 128.3

1989 99.8 96.4 105.5 107.0 107.0

1990 89.9 99.7 102.0 117.5 105.1

1991 168.1 140.8 144.6 149.8 171.1

1992 90.4 117.2 114.3 124.8 127.2

1993 110.1 122.9 115.4 128.5 120.1

1994 75.0 100.1 97.8 100.2 96.0

1995 147.1 133.7 127.0 128.5 138.3

1996 102.5 122.4 131.4 135.1 138.7

1997 88.6 114.7 125.0 136.2 139.0

1998 95.8 90.7 96.8 100.3 101.8

1999 218.6 132.5 103.7 102.8 110.5

2000 60.0 90.7 115.7 123.9 126.6

2001 65.2 97.2 123.5 125.3 117.3

2002 51.7 70.9 94.4 105.4 106.8

2003 259.2 200.5 172.1 161.5 231.1

2004 83.0 99.3 109.3 119.8 123.5

2005 91.9 104.8 108.2 111.6 115.0

Page 7: Fama & Freedom 3½ Factor Model Scott Gavlick Todd Hoskin Edward Kim

Page 7

Factor Assessment

Quintile Heat Map (Volume Moving Average)

Overall 100.8 212.8 233.4 254.4 240.1

1986 112.1 118.9 115.3 114.8 117.0

1987 78.8 87.9 90.0 91.1 92.0

1988 118.8 128.3 125.9 123.2 116.1

1989 100.2 107.8 103.2 103.1 104.7

1990 99.5 111.4 108.8 106.5 89.9

1991 152.4 158.2 161.5 148.2 147.5

1992 110.9 118.8 118.0 116.7 114.0

1993 112.2 117.4 121.3 124.0 127.4

1994 90.0 95.1 96.8 99.3 87.1

1995 120.1 133.7 137.5 143.8 147.2

1996 111.5 131.1 128.0 130.1 128.5

1997 111.2 118.7 125.5 126.7 114.2

1998 82.6 104.2 102.0 103.8 99.1

1999 121.7 136.1 132.0 127.6 131.3

2000 59.4 104.3 126.0 132.3 115.7

2001 81.9 108.2 113.7 120.6 113.9

2002 72.9 81.9 89.4 92.3 88.3

2003 161.7 181.6 188.5 208.9 232.5

2004 83.2 100.8 105.8 118.7 124.6

2005 91.0 94.0 99.8 112.5 135.4

Quintile Heat Map (Momentum)

Overall 121.3 186.9 219.3 230.4 259.7

1986 113.7 115.9 114.4 114.9 115.8

1987 85.9 97.7 92.0 81.1 87.0

1988 114.4 120.1 120.3 121.5 137.5

1989 87.5 101.7 103.4 112.3 112.4

1990 87.9 95.7 106.7 100.9 113.2

1991 136.2 136.7 145.1 153.0 190.6

1992 114.4 112.7 117.6 117.8 114.3

1993 99.5 116.8 119.5 126.7 136.7

1994 85.2 93.0 97.1 97.2 94.3

1995 114.3 129.4 128.7 136.9 161.6

1996 118.7 124.6 128.4 128.4 124.2

1997 95.1 119.5 124.4 130.1 129.7

1998 88.8 96.9 96.0 98.1 102.9

1999 117.2 102.0 113.0 123.9 190.6

2000 97.5 113.5 117.5 111.7 84.6

2001 70.4 110.3 125.5 117.6 116.6

2002 59.0 73.0 95.2 101.5 94.3

2003 301.8 186.1 170.2 176.7 193.1

2004 100.8 110.2 111.8 110.6 95.9

2005 97.7 102.4 105.3 109.6 112.2

Page 8: Fama & Freedom 3½ Factor Model Scott Gavlick Todd Hoskin Edward Kim

Page 8

Scoring

Based upon subjective review of Heat Map output.

Scoring Matrix

Highest Quintile Lowest Quintile

Operating Income / Enterprise Value +4 -4

Operating Income / Net Assets +2 -3

Momentum +3 -2

Volume Moving Average 0 -5

Page 9: Fama & Freedom 3½ Factor Model Scott Gavlick Todd Hoskin Edward Kim

Page 9

3 ½ Factor Portfolio Heat Map Results1986 111.9 85.4 115.7 144.8 118.3

1987 77.7 89.6 89.6 93.3 91.2

1988 108.4 122.2 118.3 127.6 141.9

1989 98.2 93.9 105.5 102.5 110.7

1990 86.7 98.2 102.9 108.3 109.7

1991 171.1 143.7 139.2 163.3 163.9

1992 87.6 115.5 116.6 122.7 134.9

1993 107.0 109.7 124.2 123.8 124.7

1994 71.7 92.4 97.6 101.3 100.7

1995 150.8 121.9 126.8 138.0 137.3

1996 100.5 121.2 127.9 141.8 134.7

1997 87.4 102.2 120.7 133.0 147.7

1998 95.7 90.6 91.3 103.5 104.8

1999 204.5 127.0 108.5 128.9 107.1

2000 65.0 94.3 104.6 113.2 126.3

2001 67.6 82.2 109.7 110.6 140.2

2002 50.8 73.3 85.2 95.2 117.7

2003 264.8 212.4 190.7 182.4 181.4

2004 85.8 100.5 104.9 110.3 129.8

2005 91.9 96.6 104.1 113.7 120.2

Page 10: Fama & Freedom 3½ Factor Model Scott Gavlick Todd Hoskin Edward Kim

Page 10

Investment Strategy – 1986 to 2005

SCORED - Comparative Returns ($100 Base)

99

790

2,209

3,673

7,599

2,748

803

0

1,000

2,000

3,000

4,000

5,000

6,000

7,000

8,000

Jan-

87

Jan-

88

Jan-

89

Jan-

90

Jan-

91

Jan-

92

Jan-

93

Jan-

94

Jan-

95

Jan-

96

Jan-

97

Jan-

98

Jan-

99

Jan-

00

Jan-

01

Jan-

02

Jan-

03

Jan-

04

Jan-

05

Dates

$'s

Tier 1

Tier 2

Tier 3

Tier 4

Tier 5

Long-Short

S&P500

Page 11: Fama & Freedom 3½ Factor Model Scott Gavlick Todd Hoskin Edward Kim

Page 11

Investment Strategy – Shorter Timeframes

SCORED 2001-2005

462

050

100150200250300350400450500

Feb-0

1

Aug-0

1

Feb-0

2

Aug-0

2

Feb-0

3

Aug-0

3

Feb-0

4

Aug-0

4

Feb-0

5

Aug-0

5

Date

$'s

Tier 1

Tier 2

Tier 3

Tier 4

Tier 5

Long-Short

S&P 500

SCORED 1998-2000

152

0

50

100

150

200

250

Jan-9

8

Apr-9

8

Jul-9

8

Oct-98

Jan-9

9

Apr-9

9

Jul-9

9

Oct-99

Jan-0

0

Apr-0

0

Jul-0

0

Oct-00

Jan-0

1

Date

$'s

Tier 1

Tier 2

Tier 3

Tier 4

Tier 5

Long-Short

S&P 500

SCORED 1990-1995

374

050

100150200250300350400

Feb-90

Aug-9

0

Feb-91

Aug-9

1

Feb-92

Aug-9

2

Feb-93

Aug-9

3

Feb-94

Aug-9

4

Feb-95

Aug-9

5

Date

$'s

Tier 1

Tier 2

Tier 3

Tier 4

Tier 5

Long-Short

S&P 500

SCORED 1987-1990

163

0

50

100

150

200

250Ja

n-8

7

Ma

y-8

7

Se

p-8

7

Jan

-88

Ma

y-8

8

Se

p-8

8

Jan

-89

Ma

y-8

9

Se

p-8

9

Jan

-90

Ma

y-9

0

Se

p-9

0

Jan

-91

Date

$'s

Tier 1

Tier 2

Tier 3

Tier 4

Tier 5

Long-Short

S&P 500

Page 12: Fama & Freedom 3½ Factor Model Scott Gavlick Todd Hoskin Edward Kim

Page 12

One-Factor Tier 5 Portfolio Returns

Tier 5 Portfolio Returns

8,257

4,956

4,075

2,594

7,599

0

1,000

2,000

3,000

4,000

5,000

6,000

7,000

8,000

9,000Ja

n-87

Jan-

88

Jan-

89

Jan-

90

Jan-

91

Jan-

92

Jan-

93

Jan-

94

Jan-

95

Jan-

96

Jan-

97

Jan-

98

Jan-

99

Jan-

00

Jan-

01

Jan-

02

Jan-

03

Jan-

04

Jan-

05

Date

Cu

mu

lati

ve

Re

turn

Opt-to-Ent

Opt-to-NA

Momentum

Volume

3.5 Factor

Page 13: Fama & Freedom 3½ Factor Model Scott Gavlick Todd Hoskin Edward Kim

Page 13

One-Factor Tier 5 Portfolio Returns

Annualized 25.60% 19.05% 11.58%Std Dev 0.048 0.058 0.044

Sharpe Ratio 0.401 0.253 0.210

Annualized 26.15% 14.13%Std Dev 0.048 0.073

Sharpe Ratio 0.405 0.151

Annualized 22.80% 14.99%Std Dev 0.060 0.066

Sharpe Ratio 0.289 0.178

Annualized 21.55% 13.90%Std Dev 0.078 0.070

Sharpe Ratio 0.210 0.156

Annualized 18.69% 16.65%Std Dev 0.057 0.033

Sharpe Ratio 0.251 0.388

VolumeMomentum

Operating Income to Net AssetsOperating Income to Enterprise Value

FAF 3½ Factor Model

Page 14: Fama & Freedom 3½ Factor Model Scott Gavlick Todd Hoskin Edward Kim

Page 14

Conclusions

Go Long Long Strategy Produces the Best Results Even When Not the Best Returning Tier, Still Returns Positive

Results

Model Weaknesses Fails to Forecast Periods of Large Gains in the Short Tier

(especially 1999 & 2003) Given Monthly Rebalancing Transaction Costs will be Significant

Further Study Benchmark Against Small Stock Returns vs. S&P500