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Boston College
Carroll School of Management
Empirical Asset Pricing:
Impressions and Lessons from a
20+ Year Journey
For the 2005 FMA Doctoral
Program
By:
Wayne Ferson
October, 2005
1
Boston College
Carroll School of Management
Overview
1. Some things I have learned (in 20+
years as an empirical asset pricer)
2. Some things I still wonder about (after
20+ years as an empirical asset pricer).
3. My “Top Ten.”
2
Boston College
Carroll School of Management
Things I have Learned
About Consumption
Models:
JFQA 83 – thesis
JFE 87 – Merrick
JFE 91 – Constantinides
JF 92 - Harvey
EER 93 – Braun, Constantinides
3
Boston College
Carroll School of Management
Things I have Learned
About Consumption
Models:
They Don’t Work
(they don’t even
calibrate).
JFQA 83 – thesis
JFE 87 – Merrick
JFE 91 – Constantinides
JF 92 - Harvey
EER 93 – Braun, Constantinides
4
Boston College
Carroll School of Management
Things I have Learned
About Consumption
Models:
JFQA 83 – thesis
JFE 87 – Merrick
JFE 91 – Constantinides
JF 92 - Harvey
EER 93 – Braun, Constantinides
They Don’t Work
(they don’t even
calibrate).
They have great
economic intuition.
5
Boston College
Carroll School of Management
Things I have Learned
About Conditional
/Multifactor CAPMs:
JFE 85 – Gibbons
JF 87 – Kandel and Stambaugh
JF 89,90
JPE 91 – Harvey
JF 93 – Foerster and Keim
JF 99 - Harvey
Mansci 98 – Locke
WP 05 - Siegel
6
Boston College
Carroll School of Management
Things I have Learned
About Conditional
/Multifactor CAPMs:
They Don’t Work Very
Well.
JFE 85 – Gibbons
JF 87 – Kandel and Stambaugh
JF 89,90
JPE 91 – Harvey
JF 93 – Foerster and Keim
JF 99 - Harvey
Mansci 98 – Locke
WP 05 - Siegel
7
Boston College
Carroll School of Management
Things I have Learned
About Conditional
/Multifactor CAPMs:
They Don’t Work Very
Well.
JFE 85 – Gibbons
JF 87 – Kandel and Stambaugh
JF 89,90
JPE 91 – Harvey
JF 93 – Foerster and Keim
JF 99 - Harvey
Mansci 98 – Locke
WP 05 - Siegel
They are algebraically
Beautiful!
8
Boston College
Carroll School of Management
Things I have Learned
About Conditional
/Multifactor CAPMs:
They Don’t Work Very
Well.
JFE 85 – Gibbons
JF 87 – Kandel and Stambaugh
JF 89,90
JPE 91 – Harvey
JF 93 – Foerster and Keim
JF 99 - Harvey
Mansci 98 – Locke
WP 05 - Siegel
They are algebraically
Beautiful!
Practitioners Really want
them!
9
Boston College
Carroll School of Management
Things I have Learned
About INTERNATIONAL
Conditional /Multifactor
CAPMs:
RFS 93 – Harvey
JBF 94 – Harvey
JBF 97 - Harvey
SEPR 98 - Harvey
10
Boston College
Carroll School of Management
Things I have Learned
About INTERNATIONAL
Conditional /Multifactor
CAPMs:
RFS 93 – Harvey
JBF 94 – Harvey
JBF 97 - Harvey
SEPR 98 - Harvey
They Don’t Work
Very Well, either.
(See Above)
11
Boston College
Carroll School of Management
Things I have Learned
Conditional Performance
Evaluation and Mutual
Funds:
JF 96 - Schadt
FAJ 96 – Warther
RFS 98 – Christopherson and Glassman
JPM 99 – Christopherson and Turner
JFE 99 – Becker, Myers and Schill
JB 02 – Farnsworth, Jackson and Todd
JFE 02 – Khang
RFS 06 – Kisgen and Henry
WP 05 – Chen and Peters
WP 05 - Qian
12
Boston College
Carroll School of Management
Things I have Learned
Conditional Performance
Evaluation and Mutual
Funds:
Conditioning Seems
to Work!
JF 96 - Schadt
FAJ 96 – Warther
RFS 98 – Christopherson and Glassman
JPM 99 – Christopherson and Turner
JFE 99 – Becker, Myers and Schill
JB 02 – Farnsworth, Jackson and Todd
JFE 02 – Khang
RFS 06 – Kisgen and Henry
WP 05 – Chen and Peters
WP 05 - Qian
13
Boston College
Carroll School of Management
Things I have Learned
Conditional Performance
Evaluation and Mutual
Funds:
Conditioning Seems
to Work!
JF 96 - Schadt
FAJ 96 – Warther
RFS 98 – Christopherson and Glassman
JPM 99 – Christopherson and Turner
JFE 99 – Becker, Myers and Schill
JB 02 – Farnsworth, Jackson and Todd
JFE 02 – Khang
RFS 06 – Kisgen and Henry
WP 05 – Chen and Peters
WP 05 - Qian
Some Portfolio
Managers Hate it!
14
Boston College
Carroll School of Management
Things I have Learned
About Empirical
Methods:
JFE 94 - Foerster
JFM 99 – Sarkissian and Simin
JF 03 – Sarkissian and Simin
RFS 03 - Siegel
Review chs: 95, 03
JFQA 06 – Siegel and Xu
Wp 05 - Siegel
15
Boston College
Carroll School of Management
Things I have Learned
About Empirical
Methods:
JFE 94 - Foerster
JFM 99 – Sarkissian and Simin
JF 03 – Sarkissian and Simin
RFS 03 - Siegel
Review chs: 95, 03
JFQA 06 – Siegel and Xu
Wp 05 - Siegel
The Generalized
Method of Moments
(GMM): a workhorse!
16
Boston College
Carroll School of Management
Things I have Learned
About Empirical
Methods:
JFE 94 - Foerster
JFM 99 – Sarkissian and Simin
JF 03 – Sarkissian and Simin
RFS 03 - Siegel
Review chs: 95, 03
JFQA 06 – Siegel and Xu
Wp 05 - Siegel
The GMM: a workhorse!
Beautiful Combination
with Stochastic Discount
factors: E{mR}=1
“M-Talk!”
17
Boston College
Carroll School of Management
Things I have Learned
About Empirical
Methods:
The GMM: a workhorse!
E{mR}=1 “M-talk!”
JFE 94 - Foerster
JFM 99 – Sarkissian and Simin
JF 03 – Sarkissian and Simin
RFS 03 - Siegel
Review chs: 95, 03
JFQA 06 – Siegel and Xu
Wp 05 - Siegel
HML sorts are tricky
(hard to distinguish from
data mining)!
18
Boston College
Carroll School of Management
Things I have Learned
About Empirical
Methods:
The GMM: a workhorse!
E{mR}=1 “M-talk!”
JFE 94 - Foerster
JFM 99 – Sarkissian and Simin
JF 03 – Sarkissian and Simin
RFS 03 - Siegel
Review chs: 95, 03
JFQA 06 – Siegel and Xu
Wp 05 - Siegel
HML sorts hard to
distinguish from data
mining !
Even a Simple Regression
might steer you wrong !
19
Boston College
Carroll School of Management
Things I have Learned
About How to “Play
the Game.”
Wharton, 81-83
Chicago, 83-92
Arizona State (V), 94,95,98
South Carolina (V), 98
U. Washington, 92-2001
Miami (V), 98
IAS Vienna (V), 99
Atlanta Fed (V), 2004
Boston College, 2001-
.
.
.
.
20
Boston College
Carroll School of Management
Things I have Learned
About How to “Play
the Game.”
Wharton, 81-83
Chicago, 83-92
Arizona State (V), 94,95,98
South Carolina (V), 98
U. Washington, 92-2001
Miami (V), 98
IAS Vienna (V), 99
Atlanta Fed (V), 2004
Boston College, 2001-
Be valuable to your colleagues.
.
.
.
21
Boston College
Carroll School of Management
Things I have Learned
About How to “Play
the Game.”
Wharton, 81-83
Chicago, 83-92
Arizona State (V), 94,95,98
South Carolina (V), 98
U. Washington, 92-2001
Miami (V), 98
IAS Vienna (V), 99
Atlanta Fed (V), 2004
Boston College, 2001-
Be valuable to your colleagues.
Drill down, but keep your eye on the
Big Questions.
.
.
22
Boston College
Carroll School of Management
Things I have Learned
About How to “Play
the Game.”
Wharton, 81-83
Chicago, 83-92
Arizona State (V), 94,95,98
South Carolina (V), 98
U. Washington, 92-2001
Miami (V), 98
IAS Vienna (V), 99
Atlanta Fed (V), 2004
Boston College, 2001-
Be valuable to your colleagues.
Drill down, but keep your eye on the
Big Questions.
Juggle the balls, but have FUN with
the work.
.
23
Boston College
Carroll School of Management
Things I have Learned
About How to “Play
the Game.”
Wharton, 81-83
Chicago, 83-92
Arizona State (V), 94,95,98
South Carolina (V), 98
U. Washington, 92-2001
Miami (V), 98
IAS Vienna (V), 99
Atlanta Fed (V), 2004
Boston College, 2001-
Be valuable to your colleagues.
Drill down, but keep your eye on the
Big Questions.
Juggle the balls, but have FUN with
the work.
Follow the “Golden Rule.”
24
Boston College
Carroll School of Management
Some Things I still Wonder about
(after 20+ years as an empirical asset pricer)
25
Boston College
Carroll School of Management
Some Things I still Wonder about
(after 20+ years as an empirical asset pricer)
• Why Do some stocks return more than others?
.
.
.
.
26
Boston College
Carroll School of Management
Some Things I still Wonder about
(after 20+ years as an empirical asset pricer)
• Why Do some stocks return more than others?
• How do Macro forces determine asset prices?
.
.
.
27
Boston College
Carroll School of Management
Some Things I still Wonder about
(after 20+ years as an empirical asset pricer)
• Why Do some stocks return more than others?
• How do Macro forces determine asset prices?
• Are stock returns Really Predictable over time?
.
.
28
Boston College
Carroll School of Management
Some Things I still Wonder about
(after 20+ years as an empirical asset pricer)
• Why Do some stocks return more than others?
• How do Macro forces determine asset prices?
• Are stock returns Really Predictable over time?
• How many of our “stylized facts” are really Data
Mining?
.
29
Boston College
Carroll School of Management
Some Things I still Wonder about
(after 20+ years as an empirical asset pricer)
• Why Do some stocks return more than others?
• How do Macro forces determine asset prices?
• Are stock returns Really Predictable over time?
• How many of our “stylized facts” are really Data
Mining?
• When will we move beyond the Fama French 3-factor
“Model” and FF25 Portfolios?
30
Boston College
Carroll School of Management
Top 10 Reasons I’m Glad to be an Empirical Asset Pricer:
1.
2.
3.
.
.
.
.
4. .
.
5. .
6. .
7. .
8. .
.
9. .
10. .
31
Boston College
Carroll School of Management
Top 10 Reasons I’m Glad to be an Empirical Asset Pricer:
1.
2.
3.
.
.
.
.
4. .
.
5. .
6. .
7. .
8. .
.
9. .
10. All my data are machine readable – no hand collection!
32
Boston College
Carroll School of Management
Top 10 Reasons I’m Glad to be an Empirical Asset Pricer:
1.
2.
3.
.
.
.
.
4. .
.
5. .
6. .
7. .
8. .
.
9. It kills the conversation so I can work on the airplane.
10. All my data are machine readable – no hand collection!
33
Boston College
Carroll School of Management
Top 10 Reasons I’m Glad to be an Empirical Asset Pricer:
1.
2.
3.
.
.
.
.
4. .
.
5. .
6. .
7. .
8. My parents think I’m not working when I’m not
teaching.
9. It kills the conversation so I can work on the airplane.
10. All my data are machine readable – no hand collection!
34
Boston College
Carroll School of Management
Top 10 Reasons I’m Glad to be an Empirical Asset Pricer:
1.
2.
3.
.
.
.
.
4. .
.
5. .
6. .
7. I meet practitioners who actually read my papers!
8. My parents think I’m not working when I’m not
teaching.
9. It kills the conversation so I can work on the airplane.
10. All my data are machine readable – no hand collection!
35
Boston College
Carroll School of Management
Top 10 Reasons I’m Glad to be an Empirical Asset Pricer:
1.
2.
3.
.
.
.
.
4. .
.
5. .
6. Neighbors share their investment wisdom at parties
7. I meet practitioners who actually read my papers!
8. My parents think I’m not working when I’m not
teaching.
9. It kills the conversation so I can work on the airplane.
10. All my data are machine readable – no hand collection!
36
Boston College
Carroll School of Management
Top 10 Reasons I’m Glad to be an Empirical Asset Pricer:
1.
2.
3.
.
.
.
.
4. .
.
5. My doctoral students are teaching me Mandarin
6. Neighbors share their investment wisdom at parties.
7. I meet practitioners who actually read my papers!
8. My parents think I’m not working when I’m not
teaching.
9. It kills the conversation so I can work on the airplane.
10. All my data are machine readable – no hand collection!
37
Boston College
Carroll School of Management
Top 10 Reasons I’m Glad to be an Empirical Asset Pricer:
1.
2.
3.
.
.
.
.
4. My Dean wonders why I get paid so much to study
models that don’t work.
5. My doctoral students are teaching me Mandarin
6. Neighbors share their investment wisdom at parties.
7. I meet practitioners who actually read my papers!
8. My parents think I’m not working when I’m not
teaching.
9. It kills the conversation so I can work on the airplane.
10. All my data are machine readable – no hand collection!
38
Boston College
Carroll School of Management
Top 10 Reasons I’m Glad to be an Empirical Asset Pricer:
1.
2.
3.
.
.
We make more money than Corporate Finance
scholars!
4. My Dean wonders why I get paid so much to study
models that don’t work.
5. My doctoral students are teaching me Mandarin
6. Neighbors share their investment wisdom at parties.
7. I meet practitioners who actually read my papers!
8. My parents think I’m not working when I’m not
teaching.
9. It kills the conversation so I can work on the airplane.
10. All my data are machine readable – no hand collection!
39
Boston College
Carroll School of Management
Top 10 Reasons I’m Glad to be an Empirical Asset Pricer:
1.
2.
3.
.
I get to work on SDFs, use the GMM, stuff like that!
We make more money than Corporate Finance
scholars!
4. My Dean wonders why I get paid so much to study
models that don’t work.
5. My doctoral students are teaching me Mandarin
6. Neighbors share their investment wisdom at parties.
7. I meet practitioners who actually read my papers!
8. My parents think I’m not working when I’m not
teaching.
9. It kills the conversation so I can work on the airplane.
10. All my data are machine readable – no hand collection!
40
Boston College
Carroll School of Management
Top 10 Reasons I’m Glad to be an Empirical Asset Pricer:
1.
2.
3.
“M Talk” is better than a secret handshake!
I get to work on SDFs, use the GMM, stuff like that!
We make more money than Corporate Finance
scholars!
4. My Dean wonders why I get paid so much to study
models that don’t work.
5. My doctoral students are teaching me Mandarin
6. Neighbors share their investment wisdom at parties.
7. I meet practitioners who actually read my papers!
8. My parents think I’m not working when I’m not
teaching.
9. It kills the conversation so I can work on the airplane.
10. All my data are machine readable – no hand collection!
41