Morningstar Magazine - June/July 2018 - 75

75 66 66 100 100 100 80 70 70 100

90

100

Strategies

40 70 40

50 40 40

70 70 40
20 70 70
10 40 40
100 40
30 30
70 70

100 40

40 100

40 70 40
40 70 40
40 100

30
70

100 40

40 100

70 40 40

In my Letter From the Board in the April/May issue,
I discussed the concept of popularity as a
way of bridging classical and behavioral finance
(Kaplan 2018). Yale's Roger Ibbotson and
Morningstar's Thomas Idzorek introduced the
concept of popularity (Ibbotson and Idzorek
2014, Idzorek and Ibbotson 2017), and I formalized
the idea in the popularity asset pricing model,
or PAPM. All of us, with Morningstar's James
Xiong, have written a monograph for the
CFA Institute Research Foundation that goes into
depth on popularity (Ibbotson, et al. 2018).

100 100 60 100 100

100 60

100

3%

In that Letter From the Board, I gave a high-level
introduction to the PAPM. The PAPM is a model
that I developed of how security prices and
expected returns are formed when investors
care about security characteristics other than risk
and expected return.

Before getting into the details of the PAPM, let us
review the concept of popularity. In the Letter
From the Board, I explain:

30 30
70 70

considerations can be ignored.
2 All investors use mean-variance optimization,

or MVO, as described by Markowitz (1952, 1959,
1987) to select their portfolios.
3 All investors have the same forecasts; i.e., the

same capital-market assumptions (expected
returns, standard deviations, and correlations).
4 All investors can borrow and lend at the same

risk-free rate without limit.

EXHIBIT 1

Equilibrium Under the CAPM
Expected Return
25%

Securities

20

Investor 3

MAR
I TA L
P
A
C

Investors 1 & 2

A

KET

LINE

E F F IC IE

15

T IE R
NT FRON

D

B
C

10

E

Market Portfolio

5

30 30
70 70
100 100 60 100 100

30
70

1 Taxes, transaction costs, and other real-world

"Investors are willing to pay more for securities
with popular characteristics and less for securities
with unpopular characteristics. This causes
popular stocks to have lower returns and unpopular
stocks higher returns. Thus, investors who are
willing to hold unpopular stocks will, over
the long run, earn higher returns than other
investors ... The beauty of the idea of popularity
is that it applies to all security characteristics,
whether concern for them is rational or

100 100 60 100 100

30
70
100

100 60

ISO 12647-7 Digital Control Strip 2009

As I discuss, the PAPM is an extension to
the CAPM. However, the addition of components
that model popularity leads it to some very
different conclusions.
100

Review of the CAPM 1
Because the CAPM is the prevailing asset pricing

theory and because it is the basis of the
PAPM, let's review it before presenting the PAPM.
The CAPM is based on several assumptions:

Because these characteristics can be considered
to be popular or unpopular, the PAPM
provides a formal model of asset pricing in which
popularity plays a role. In this issue of Quant
U, I present the key assumptions and conclusions
of the PAPM and contrast them with the
best-known asset pricing model, the capital asset
pricing model, or CAPM.

100 60

irrational. Thus, popularity encompasses both
rational and behavioral explanations of
market phenomena. This is how popularity serves
as a bridge between the rational and behavioral
schools of finance."

3.1 2.2 2.2 10.2 7.4 7.4 25 19 19
0000

QUAN T U

Paul D. Kaplan

70 40 40

70 40 40

3

10

25

50

75

The Popularity Asset Pricing Model
An extension of the CAPM
but with very different conclusions.

0
0%
5
Standard Deviation

10

15

20

25

30

35

40

Source: Morningstar.

B

A

1 The remainder of this article is based on Chapter 5 in Ibbotson, et al. 2018.

global.morningstar.com/Morningstarmagazine

75


http://global.morningstar.com/Morningstarmagazine

Table of Contents for the Digital Edition of Morningstar Magazine - June/July 2018

Contents
Morningstar Magazine - June/July 2018 - Cover1
Morningstar Magazine - June/July 2018 - Cover2
Morningstar Magazine - June/July 2018 - 1
Morningstar Magazine - June/July 2018 - 2
Morningstar Magazine - June/July 2018 - Contents
Morningstar Magazine - June/July 2018 - 4
Morningstar Magazine - June/July 2018 - 5
Morningstar Magazine - June/July 2018 - 6
Morningstar Magazine - June/July 2018 - 7
Morningstar Magazine - June/July 2018 - 8
Morningstar Magazine - June/July 2018 - 9
Morningstar Magazine - June/July 2018 - 10
Morningstar Magazine - June/July 2018 - 11
Morningstar Magazine - June/July 2018 - 12
Morningstar Magazine - June/July 2018 - 13
Morningstar Magazine - June/July 2018 - 14
Morningstar Magazine - June/July 2018 - 15
Morningstar Magazine - June/July 2018 - 16
Morningstar Magazine - June/July 2018 - 17
Morningstar Magazine - June/July 2018 - 18
Morningstar Magazine - June/July 2018 - 19
Morningstar Magazine - June/July 2018 - 20
Morningstar Magazine - June/July 2018 - 21
Morningstar Magazine - June/July 2018 - 22
Morningstar Magazine - June/July 2018 - 23
Morningstar Magazine - June/July 2018 - 24
Morningstar Magazine - June/July 2018 - 25
Morningstar Magazine - June/July 2018 - 26
Morningstar Magazine - June/July 2018 - 27
Morningstar Magazine - June/July 2018 - 28
Morningstar Magazine - June/July 2018 - 29
Morningstar Magazine - June/July 2018 - 30
Morningstar Magazine - June/July 2018 - 31
Morningstar Magazine - June/July 2018 - 32
Morningstar Magazine - June/July 2018 - 33
Morningstar Magazine - June/July 2018 - 34
Morningstar Magazine - June/July 2018 - 35
Morningstar Magazine - June/July 2018 - 36
Morningstar Magazine - June/July 2018 - 37
Morningstar Magazine - June/July 2018 - 38
Morningstar Magazine - June/July 2018 - 39
Morningstar Magazine - June/July 2018 - 40
Morningstar Magazine - June/July 2018 - 41
Morningstar Magazine - June/July 2018 - 42
Morningstar Magazine - June/July 2018 - 43
Morningstar Magazine - June/July 2018 - 44
Morningstar Magazine - June/July 2018 - 45
Morningstar Magazine - June/July 2018 - 46
Morningstar Magazine - June/July 2018 - 47
Morningstar Magazine - June/July 2018 - 48
Morningstar Magazine - June/July 2018 - 49
Morningstar Magazine - June/July 2018 - 50
Morningstar Magazine - June/July 2018 - 51
Morningstar Magazine - June/July 2018 - 52
Morningstar Magazine - June/July 2018 - 53
Morningstar Magazine - June/July 2018 - 54
Morningstar Magazine - June/July 2018 - 55
Morningstar Magazine - June/July 2018 - 56
Morningstar Magazine - June/July 2018 - 57
Morningstar Magazine - June/July 2018 - 58
Morningstar Magazine - June/July 2018 - 59
Morningstar Magazine - June/July 2018 - 60
Morningstar Magazine - June/July 2018 - 61
Morningstar Magazine - June/July 2018 - 62
Morningstar Magazine - June/July 2018 - 63
Morningstar Magazine - June/July 2018 - 64
Morningstar Magazine - June/July 2018 - 65
Morningstar Magazine - June/July 2018 - 66
Morningstar Magazine - June/July 2018 - 67
Morningstar Magazine - June/July 2018 - 68
Morningstar Magazine - June/July 2018 - 69
Morningstar Magazine - June/July 2018 - 70
Morningstar Magazine - June/July 2018 - 71
Morningstar Magazine - June/July 2018 - 72
Morningstar Magazine - June/July 2018 - 73
Morningstar Magazine - June/July 2018 - 74
Morningstar Magazine - June/July 2018 - 75
Morningstar Magazine - June/July 2018 - 76
Morningstar Magazine - June/July 2018 - 77
Morningstar Magazine - June/July 2018 - 78
Morningstar Magazine - June/July 2018 - 79
Morningstar Magazine - June/July 2018 - 80
Morningstar Magazine - June/July 2018 - 81
Morningstar Magazine - June/July 2018 - 82
Morningstar Magazine - June/July 2018 - 83
Morningstar Magazine - June/July 2018 - 84
Morningstar Magazine - June/July 2018 - 85
Morningstar Magazine - June/July 2018 - 86
Morningstar Magazine - June/July 2018 - 87
Morningstar Magazine - June/July 2018 - 88
Morningstar Magazine - June/July 2018 - 89
Morningstar Magazine - June/July 2018 - 90
Morningstar Magazine - June/July 2018 - 91
Morningstar Magazine - June/July 2018 - 92
Morningstar Magazine - June/July 2018 - 93
Morningstar Magazine - June/July 2018 - 94
Morningstar Magazine - June/July 2018 - 95
Morningstar Magazine - June/July 2018 - 96
Morningstar Magazine - June/July 2018 - 97
Morningstar Magazine - June/July 2018 - 98
Morningstar Magazine - June/July 2018 - 99
Morningstar Magazine - June/July 2018 - 100
Morningstar Magazine - June/July 2018 - 101
Morningstar Magazine - June/July 2018 - 102
Morningstar Magazine - June/July 2018 - 103
Morningstar Magazine - June/July 2018 - 104
Morningstar Magazine - June/July 2018 - 105
Morningstar Magazine - June/July 2018 - 106
Morningstar Magazine - June/July 2018 - 107
Morningstar Magazine - June/July 2018 - 108
Morningstar Magazine - June/July 2018 - 109
Morningstar Magazine - June/July 2018 - 110
Morningstar Magazine - June/July 2018 - 111
Morningstar Magazine - June/July 2018 - 112
Morningstar Magazine - June/July 2018 - Cover3
Morningstar Magazine - June/July 2018 - Cover4
Morningstar Magazine - June/July 2018 - Cover1I
Morningstar Magazine - June/July 2018 - Cover2I
Morningstar Magazine - June/July 2018 - I3
Morningstar Magazine - June/July 2018 - I4
Morningstar Magazine - June/July 2018 - I5
Morningstar Magazine - June/July 2018 - I6
Morningstar Magazine - June/July 2018 - I7
Morningstar Magazine - June/July 2018 - I8
Morningstar Magazine - June/July 2018 - I9
Morningstar Magazine - June/July 2018 - I10
Morningstar Magazine - June/July 2018 - I11
Morningstar Magazine - June/July 2018 - I12
Morningstar Magazine - June/July 2018 - I13
Morningstar Magazine - June/July 2018 - I14
Morningstar Magazine - June/July 2018 - I15
Morningstar Magazine - June/July 2018 - I16
Morningstar Magazine - June/July 2018 - I17
Morningstar Magazine - June/July 2018 - I18
Morningstar Magazine - June/July 2018 - I19
Morningstar Magazine - June/July 2018 - I20
Morningstar Magazine - June/July 2018 - I21
Morningstar Magazine - June/July 2018 - I22
Morningstar Magazine - June/July 2018 - I23
Morningstar Magazine - June/July 2018 - I24
Morningstar Magazine - June/July 2018 - I25
Morningstar Magazine - June/July 2018 - I26
Morningstar Magazine - June/July 2018 - I27
Morningstar Magazine - June/July 2018 - I28
Morningstar Magazine - June/July 2018 - I29
Morningstar Magazine - June/July 2018 - I30
Morningstar Magazine - June/July 2018 - I31
Morningstar Magazine - June/July 2018 - Cover4I
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2024q4
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2024q3
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2024q2
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2024q1
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2023q4
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2023q3
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2023q2
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2023q1
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2022q4
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2022q3
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2022q2
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2022q1
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2021q4
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2021q3
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2021q2
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2021q1
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2020q4
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2020q3
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2020q2
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2020q1
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2019winter
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2019fall
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2019summer
https://www.nxtbook.com/nxtbooks/morningstar/magazine_2019spring
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20191201
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20181011
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20180809
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20180607
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20180405
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20180203
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20181201
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20171011
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20170809
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20170607
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20170405
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20170203
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20171201
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20161011
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20160809
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20160607
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20160405
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20160203
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20161201
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20151011
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20150809
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20150607
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20150405
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20150203
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20151201
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20141011
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20140809
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20140607
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20140405
https://www.nxtbook.com/nxtbooks/morningstar/magazine_20140203
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20141201
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20131011
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20130809
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20130607
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20130405
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20130203
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20131201
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20121011
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20120809
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20120607
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20120405
https://www.nxtbook.com/nxtbooks/morningstar/investorconference2012
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20120203
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20121201
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20111011
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20110809
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20110607
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20110405
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20110203
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20111201
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20101011
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20100809
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20100607
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20100405
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20100203
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20101201
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20091011
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20090809
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20090607
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20090405
https://www.nxtbook.com/nxtbooks/morningstar/advisor_20090203
https://www.nxtbook.com/nxtbooks/morningstar/advisor_2008fall
https://www.nxtbook.com/nxtbooks/morningstar/advisor_2008summer
https://www.nxtbook.com/nxtbooks/morningstar/advisor_2007spring
https://www.nxtbook.com/nxtbooks/morningstar/advisor_2007fall
https://www.nxtbook.com/nxtbooks/morningstar/advisor_2007summer
https://www.nxtbook.com/nxtbooks/morningstar/advisor_2008spring
https://www.nxtbook.com/nxtbooks/morningstar/advisor_2008catalog
https://www.nxtbook.com/nxtbooks/morningstar/advisor_2008winter
https://www.nxtbookmedia.com