comparing stock sorting methodologies

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Comparing Stock Sorting Methodologies Strategic Partners 27 Feb 04

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Comparing Stock Sorting Methodologies. Strategic Partners 27 Feb 04. Current Sorting Methodologies. Independent Sparse buckets Layered Equal # of stocks/bucket Bi-variate Simultaneous Sorting. Independent Sort. Sequential Sort. 5. 5. 5. FACTOR 2. FACTOR 1. FACTOR 1. 4. 4. 4. 5. - PowerPoint PPT Presentation

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Page 1: Comparing Stock Sorting Methodologies

Comparing Stock Sorting Methodologies

Strategic Partners

27 Feb 04

Page 2: Comparing Stock Sorting Methodologies

Current Sorting Methodologies

Independent Sparse buckets

Layered Equal # of stocks/bucket

Bi-variate Simultaneous Sorting

Page 3: Comparing Stock Sorting Methodologies

5

2

3

4

1

FA

CT

OR

1

5

2

3

4

1

FA

CT

OR

2

5

2

3

4

1

FA

CT

OR

15

234

1

FACTOR 2

Independent Sort Sequential Sort

Score i = (wt1)*(Factor1_Rankingi)

+ (wt2)*(Factor2_Rankingi)

Score i = (wt1)*(Factor1_Rankingi)

+ (wt2)*{Factor2_Rankingi | Factor1_Rankingi}

Page 4: Comparing Stock Sorting Methodologies

Factor 2

Fac

tor

1

1

2

3

1 2 3

23 1

1

2

3

1

2

3

Independent Sort Sequential Sort

Correlation (Factor1_Ranking, Factor2_Ranking) = 0

Fac

tor

1

Factor 2

1

2

3

Page 5: Comparing Stock Sorting Methodologies

Factor 2

Fac

tor

1

1

2

3

1 2 3

23 1Independent Sort Sequential Sort

Correlation (Factor1_Ranking, Factor2_Ranking) = 1

Page 6: Comparing Stock Sorting Methodologies

Factor 2

Fac

tor

1

1

2

3

1 2 3

23 1Independent Sort Sequential Sort

Correlation (Factor1_Ranking, Factor2_Ranking) = -1

Factor 2

Fac

tor

1

1

2

3

1 2 3

Page 7: Comparing Stock Sorting Methodologies

Data

Universe Large Cap (>500 Million) Listed on NYSE or NASDAQ

Variables Fundamental Technical Debt Structure

Correlation Impact

Page 8: Comparing Stock Sorting Methodologies

Comparing Methodologies

Different Factors Weighting

Equal Weight vs. Value Weight Time Horizon

Value vs. Growth Market

Page 9: Comparing Stock Sorting Methodologies

Factor Selection

Factor Comparison

-1.5

-1

-0.5

0

0.5

1

1.5

2

2.5

3

-1- -2- -3- -4- -5-

Portfolio

Retu

rn(%

)

PE D_E DownRev ROA UpRev

Page 10: Comparing Stock Sorting Methodologies

5

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FA

CT

OR

25

234

1

FACTOR 1

5

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3

4

1

FA

CT

OR

1

5

234

1

FACTOR 2

Importance of Sequence

Page 11: Comparing Stock Sorting Methodologies

Impact of Sort Order

Sort Order Comparison

-0.5

0

0.5

1

1.5

2

2.5

PE_Lev Lev_PE

Sort Order

Ret

urn

Dif

fere

nce

(5-

1)(%

)

EW VW

Page 12: Comparing Stock Sorting Methodologies

-1- -2- -3- -4- -5- -1- -2- -3- -4- -5-

Cumulative annual returns - (index = 100 each year)

2001 98.2 99.5 100.3 100.9 101.1 96.2 98.8 99.1 100.0 100.0

2002 97.8 98.5 99.3 99.6 100.6 97.4 98.2 98.8 98.9 100.3

2003 104.1 103.0 103.2 103.3 104.6 104.2 101.8 102.8 102.7 103.5

2001 1.0 2.0 3.0 4.0 5.0 1.0 2.0 3.0 4.0 5.0

2002 1.0 2.0 3.0 4.0 5.0 1.0 2.0 3.0 4.0 5.0

2003 4.0 1.0 2.0 3.0 5.0 5.0 1.0 3.0 2.0 4.0

Average relative performance 2.0 1.7 2.7 3.7 5.0 2.3 1.7 3.0 3.3 4.7

Portfolios - equal weighted Portfolios - value weighted

Screening Results PE/Leverage Layered Sort

Page 13: Comparing Stock Sorting Methodologies

-1- -2- -3- -4- -5- -1- -2- -3- -4- -5-

Cumulative annual returns - (index = 100 each year)

2001 99.2 99.2 99.4 99.8 99.7 98.5 98.9 98.0 98.2 98.0

2002 98.2 98.4 98.5 99.2 99.0 98.5 98.0 98.5 98.0 98.3

2003 104.4 103.7 103.9 103.6 104.0 103.7 102.8 102.7 102.6 103.5

2001 2.0 1.0 3.0 5.0 4.0 4.0 5.0 2.0 3.0 1.0

2002 1.0 2.0 3.0 5.0 4.0 4.0 2.0 5.0 1.0 3.0

2003 5.0 2.0 3.0 1.0 4.0 5.0 3.0 2.0 1.0 4.0

Average relative performance 2.7 1.7 3.0 3.7 4.0 4.3 3.3 3.0 1.7 2.7

Portfolios - equal weighted Portfolios - value weighted

Screening Results Leverage/PE Layered Sort

Page 14: Comparing Stock Sorting Methodologies

Future Research

Use longer time horizon to incorporate different markets

Compare Bi-variate to Layered and Independent Screening

Use Deciles rather than Quintiles Migration tracking

Page 15: Comparing Stock Sorting Methodologies

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T-5

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T-4

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T-1

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T-2

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T-3

Stock Sorting with Migration Tracking

adjusted Score = Score + Migration adjustment