AgnosticFundamental - W. P. Carey School of Business · 2020-01-07 · Background Research...
Transcript of AgnosticFundamental - W. P. Carey School of Business · 2020-01-07 · Background Research...
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Agnost ic FundamentalMBA Student Investment Management FundApril 26, 2019
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MBA SIM Fund Member s
Martin Manku Allison Richer Aashish Sharma Robert Yap
Madeline Doherty Megan Dolle Spencer Elliott Yuejiang Fan
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Agenda
◉ Strategy Review◉ Implementation◉ Rebalancing◉ Returns◉ Attributions◉ Lessons Learned
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Agnost ic Fundamental Analysis
◉ Statistician’s approach to Fundamental Analysis
◉ Uses least- squared regression to estimate the fair value of firms
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Backgr ound Resear ch
◉ Predicted fair value of firms as a function of 28 widely reported accounting variables
◉ Back- tested over 310 months; fed data from investible universe into a cross- sectional regression
◉ Line of best fit represented peer- implied market values which were used to calculate mispricing signals
◉ Ranked firms ordinally by mispricing signal into quintiles
Bartramm, Sohnke and Mark Grinblatt. “Agnostic Fundamental Analysis Works.” 2014
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Back- test ing Retur ns
◉ Size tilt, smaller beta, higher B/ M ratio
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Implementat ion
◉ Accounting information obtained from WRDS
◉ Market caps obtained from Bloomberg Terminals
◉ Regression estimated using Python
◉ Securities ranked by mispricing signal and sorted into deciles
◉ Sector neutral portfolio composition
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Monthly Rebalancing
◉ Each month, new accounting data may have been released and market caps changed
Buy range: Decile 10
Hold range: Deciles 9 & 10
Sell Range: Deciles 1 to 8
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Size Ti l t
13
4447
16
8
1
500M - 1B 1B - 2B 2B - 5B 5B - 10B 10B - 50B 50B - 100B
Num
ber o
f Sto
cks
Market Capitalization
Size Distribution of Holdings
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Por t fol io Retur ns
-20%
-15%
-10%
-5%
0%
5%
10%
15%19-Nov-18 19-Dec-18 19-Jan-19 19-Feb-19 19-Mar-19 19-Apr-19
MBA
IWV
VRTIX
Total Return
6.61%
8.91%
4.94%
Volatility
5.94%
5.22%
5.46%
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Sector Weights
0% 5% 10% 15% 20% 25%
Communication Services
Consumer Discretionary
Consumer Staples
Energy
Financials
Health Care
Industrials
Information Technology
Materials
Real Estate
Utilities MBA
IWV
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Sector Weights
0% 5% 10% 15% 20% 25%
Communication Services
Consumer Discretionary
Consumer Staples
Energy
Financials
Health Care
Industrials
Information Technology
Materials
Real Estate
Utilities MBA
VRTIX
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At t r ibut ions
-4% -3% -2% -1% 0% 1% 2% 3%
Communication Services
Consumer Discretionary
Consumer Staples
Energy
Financials
Health Care
Industrials
Information Technology
Materials
Real Estate
Contribution to ReturnAllocation
Selection
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At t r ibut ions
-60% -40% -20% 0% 20% 40% 60% 80%
TROX
CORE
CDAY
TTMI
MTG
MD
TUSK
CVS
X
UNFI
Top 5 Winners/Losers
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At t r ibut ions
30
35
40
45
50
55
4/26/18 5/26/18 6/26/18 7/26/18 8/26/18 9/26/18 10/26/18 11/26/18 12/26/18 1/26/19 2/26/19 3/26/19
CDAY Stock Price
◉ Grew so much we had to trim position
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At t r ibut ions
0
5
10
15
20
25
30
35
40
45
50
4/16/18 5/16/18 6/16/18 7/16/18 8/16/18 9/16/18 10/16/18 11/16/18 12/16/18 1/16/19 2/16/19 3/16/19 4/16/19
UNFI Stock Price
◉ Sold in January but still remains in decile 10
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Lessons Lear ned
◉ Don’t blindly follow the model
◉ Efficient rebalancing
◉ Lag time/ cash reconciliation
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Thank You!
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Appendix - Const r aint s
◉ Long only, no shorting
◉ 90% of firms must have a market cap greater than $1B
◉ Investment in each sector must be 25% or less
◉ Investment in each firm must be 4% or less
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AppendixM BA IWV
P/ E Rat ios: 12.47 20.25 Communicat ion Services 12.85 20.33Consumer Discret ionary 9.40 23.29Consumer Staples 21.01 20.10Energy 39.88 17.53Financials 7.99 13.42Health Care 14.51 26.46Industr ials 12.21 18.20Informat ion Technology 14.73 24.33Mater ials 7.91 14.03Real Estate 15.02 44.92
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Appendix
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Appendix