Risk attitude and Investment Decisions across European ... · Project funded under the...
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Project funded under the Socio-economic Sciences and Humanities
European Commission
Working Paper D.6.2
Risk attitude and Investment Decisionsacross European Countries−Are women moreconservative investors than men?
Oleg Badunenko, Nataliya Barasinska and Dorothea Schäfer
Berlin
6 March 2009
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 2 / 30
The gender stereotype
� Women invest their asset portfolios more conservatively thantheir mail counterparts,
� women are less likely to invest in risky assets,
� those who invest, allocate a smaller portfolio fraction than
men.
� Di�erences in investment behavior are the result of inherent
gender-speci�c di�erences in risk preferences.
Empirical evidence that backs up the gender stereotype: Bajtelsmit
et al. (1996), Jianakoplos et al. (1998), Dwyer et al. (2002),
Hartog et al. (2002), Fellner et al. (2007) and others.
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 2 / 30
The gender stereotype
� Women invest their asset portfolios more conservatively thantheir mail counterparts,
� women are less likely to invest in risky assets,
� those who invest, allocate a smaller portfolio fraction than
men.
� Di�erences in investment behavior are the result of inherent
gender-speci�c di�erences in risk preferences.
Empirical evidence that backs up the gender stereotype: Bajtelsmit
et al. (1996), Jianakoplos et al. (1998), Dwyer et al. (2002),
Hartog et al. (2002), Fellner et al. (2007) and others.
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 3 / 30
Shortcomings of the existing evidence
� in most cases researchers do not have direct information on
the risk attitudes of individuals,
� experimental studies employ small samples and speci�c
designs;
� most evidence from large-scale studies comes from the United
States.
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 3 / 30
Shortcomings of the existing evidence
� in most cases researchers do not have direct information on
the risk attitudes of individuals,
� experimental studies employ small samples and speci�c
designs;
� most evidence from large-scale studies comes from the United
States.
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 3 / 30
Shortcomings of the existing evidence
� in most cases researchers do not have direct information on
the risk attitudes of individuals,
� experimental studies employ small samples and speci�c
designs;
� most evidence from large-scale studies comes from the United
States.
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 3 / 30
Shortcomings of the existing evidence
� in most cases researchers do not have direct information on
the risk attitudes of individuals,
� experimental studies employ small samples and speci�c
designs;
� most evidence from large-scale studies comes from the United
States.
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 4 / 30
Aims of the present study
� can the gender stereotype be con�rmed by survey-based dataoutside the U.S.?
� are women less likely to invest in risky �nancial assets than
men?
� do women allocate a smaller share of wealth to risky assets
than men?
� if the di�erences between men and women are con�rmed, can
they be attributed to gender di�erences in risk aversion?
� what is the role of professional experience for investment
decisions by men and women?
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 4 / 30
Aims of the present study
� can the gender stereotype be con�rmed by survey-based dataoutside the U.S.?
� are women less likely to invest in risky �nancial assets than
men?
� do women allocate a smaller share of wealth to risky assets
than men?
� if the di�erences between men and women are con�rmed, can
they be attributed to gender di�erences in risk aversion?
� what is the role of professional experience for investment
decisions by men and women?
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 4 / 30
Aims of the present study
� can the gender stereotype be con�rmed by survey-based dataoutside the U.S.?
� are women less likely to invest in risky �nancial assets than
men?
� do women allocate a smaller share of wealth to risky assets
than men?
� if the di�erences between men and women are con�rmed, can
they be attributed to gender di�erences in risk aversion?
� what is the role of professional experience for investment
decisions by men and women?
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 4 / 30
Aims of the present study
� can the gender stereotype be con�rmed by survey-based dataoutside the U.S.?
� are women less likely to invest in risky �nancial assets than
men?
� do women allocate a smaller share of wealth to risky assets
than men?
� if the di�erences between men and women are con�rmed, can
they be attributed to gender di�erences in risk aversion?
� what is the role of professional experience for investment
decisions by men and women?
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 4 / 30
Aims of the present study
� can the gender stereotype be con�rmed by survey-based dataoutside the U.S.?
� are women less likely to invest in risky �nancial assets than
men?
� do women allocate a smaller share of wealth to risky assets
than men?
� if the di�erences between men and women are con�rmed, can
they be attributed to gender di�erences in risk aversion?
� what is the role of professional experience for investment
decisions by men and women?
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 5 / 30
Data
Austria Cyprus Germany Italy Netherlands
Survey LWS LWS SOEP LWS DNB HouseholdSurvey
Year of survey 2004 2002 2004 2004 2004
N obs. 2556 895 13005 8012 1097
� representative surveys of private households
� information on whether a household owns risky assets and how muchmoney is invested
� information on self-reported risk aversion of households' heads
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 6 / 30
Data
Unit of observation is a self-declared household head
� individual-speci�c information (e.g. age, education, riskaversion) refers to household heads,
� income and asset holdings are de�ned as the sum ofearnings and asset holdings of all household members,
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 7 / 30
Data
Following Guiso et al. (2002), �nancial assets are classi�ed into:
Safe Assets
� current accounts,
� bank saving accounts.
Risky Assets
� corporate and government bonds,
� stocks held directly,
� investments to mutual funds.
An owner of risky assets is who invests more than > 100 Euro in either of asset
classes.
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 8 / 30
Data
Risk Aversion in this study is measured as
� a self-perceived willingness to take �nancial risks,
� assessed by individuals on an ordinal scale...
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 9 / 30
Data � Measurement of Risk Aversion
Country Question
Austria �I prefer safe investments and avoid risk in investments�
1 = completely disagree, ... , 4 = completely agree
Cyprus �I am willing to take...�
1 = substantial �nancial risks, ... , 4 = no �nancial risks
Germany �Willingness to take risk in �nancial matters�
0 = not willing to take risks, ... , 10 = willing to take risks
Italy �I prefer ...�
1 = very high return regardless of risk, ... , 4 = low return, without risk
Netherlands �I am prepared to take the risk to lose if there is a chance of gain�
1 = totally disagree, ... , 7 = totally agree
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 10 / 30
Data � Standardized variable Risk Aversion
Values
1 = low risk aversion
2 = below average risk aversion
3 = average risk aversion
4 = high risk aversion
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 11 / 30
Distribution of individuals by risk aversion
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 12 / 30
1a. Are women less likely to invest in risky �nancial assets
than men?
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Fraction of males and females investing inrisky assets
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 14 / 30
1b. Can the observed di�erences be attributed to gender
di�erences in risk aversion?
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 15 / 30
Hypothesis 1: Di�erences in individuals risk
aversion explain the variation in theprobability of holding risky assets
Pr(risky assets = 1) = f(Risk Aversion + control variables)
� separate estimation for the sub-samples of males and females,
� Logit Regression Model,
� Maximum Likelihood Estimation.
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 15 / 30
Hypothesis 1: Di�erences in individuals risk
aversion explain the variation in theprobability of holding risky assets
Pr(risky assets = 1) = f(Risk Aversion + control variables)
� separate estimation for the sub-samples of males and females,
� Logit Regression Model,
� Maximum Likelihood Estimation.
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 15 / 30
Hypothesis 1: Di�erences in individuals risk
aversion explain the variation in theprobability of holding risky assets
Pr(risky assets = 1) = f(Risk Aversion + control variables)
� separate estimation for the sub-samples of males and females,
� Logit Regression Model,
� Maximum Likelihood Estimation.
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 16 / 30
Hypothesis 1 � Estimation results
Males Females
Low Risk Aversion 0.310*** 0.191***
(0.019) (0.035)
Below average Risk Aversion 0.196*** 0.208***
(0.011) (0.019)
Average Risk Aversion 0.120*** 0.113***
(0.008) (0.014)
other control variables ...
Pseudo-R2 0.112 0.089
Nobs 10598 4584
Control variables: ln(Income), Savings, Real Property, Employed,
Self-Employed, University, Age, Age2, Single, Nchildren, Npersons, Professional,
Stock Market Capitalization to GDP.
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Hypothesis 1 � Predicted probability ofowning risky assets
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 18 / 30
1b. Can the observed di�erences be attributed to gender
di�erences in risk aversion?
The observed tendency that women are less likely to invest in risky
�nancial assets can not be fully explained by self-declared risk
aversion.
� ⇒ gender di�erences in participation are driven by other
factors than risk aversion, or
� ⇒ Self-declared risk aversion does not re�ect the true risk
preferences.
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 19 / 30
2a. Do women systematically allocate a smaller share of their
�nancial wealth to risky assets than men?
� �nancial wealth is the amount held in current and saving
accounts, bonds and stocks.
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 19 / 30
2a. Do women systematically allocate a smaller share of their
�nancial wealth to risky assets than men?
� �nancial wealth is the amount held in current and saving
accounts, bonds and stocks.
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Average (median) share allocated to riskyassets
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 21 / 30
2b. Do women and men with equal risk aversion hold equal
portfolio shares of risky assets, ceteris paribus?
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 22 / 30
Hypothesis 2: C.p., women and men withequal risk aversion hold equal shares of riskyassets
Share of risky assets = f(Risk Aversion + control variables)
� separate estimation for the sub-samples of males and females,
� Tobit Regression Model.
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 22 / 30
Hypothesis 2: C.p., women and men withequal risk aversion hold equal shares of riskyassets
Share of risky assets = f(Risk Aversion + control variables)
� separate estimation for the sub-samples of males and females,
� Tobit Regression Model.
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Hypothesis 2 � Estimation results
Males Females
Low Risk Aversion 0.284*** 0.211*
(0.052) (0.106)
Below Average Risk Aversion 0.220*** 0.275***
(0.026) (0.046)
Average Risk Aversion 0.157*** 0.144***
(0.020) (0.033)
other control variables...
Pseudo-R2 0.21 0.21
Ncensoredobs. 4862 2396
Nuncensored obs. 2461 1474
Control variables: ln(Income), Savings, Real Property, Employed,
Self-Employed, University, Age, Age2, Single, Nchildren, Npersons, Professional,
Stock Market Capitalization to GDP.
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 24 / 30
Predicted portion of wealth invested in riskyassets
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 25 / 30
2b. Do women and men with equal risk aversion hold equal
portfolio shares of risky assets, ceteris paribus?
� For average values of wealth and income, women are predicted
to hold a higher share of risky assets than men.
� What are the shares for other levels of wealth and earnings?
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 26 / 30
3. Can gender di�erences in �nancial behavior be observed in
a sub-sample of highly quali�ed individuals working in
�nancial services industry?
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 27 / 30
Hypothesis 3: There are no genderdi�erences in investment behavior ofprofessionals
� Sample size: ≈ 200 observations (≈ 1% of the total sample)
� The e�ect of gender on the probability of investing in riskyassets is estimated in a logit regression model
� ⇒ no signi�cant e�ects of gender on the probability of
investing in risky assets were found.
� Analysis of allocation decision not possible: only 38 individuals
report shares invested
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 27 / 30
Hypothesis 3: There are no genderdi�erences in investment behavior ofprofessionals
� Sample size: ≈ 200 observations (≈ 1% of the total sample)
� The e�ect of gender on the probability of investing in riskyassets is estimated in a logit regression model
� ⇒ no signi�cant e�ects of gender on the probability of
investing in risky assets were found.
� Analysis of allocation decision not possible: only 38 individuals
report shares invested
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 27 / 30
Hypothesis 3: There are no genderdi�erences in investment behavior ofprofessionals
� Sample size: ≈ 200 observations (≈ 1% of the total sample)
� The e�ect of gender on the probability of investing in riskyassets is estimated in a logit regression model
� ⇒ no signi�cant e�ects of gender on the probability of
investing in risky assets were found.
� Analysis of allocation decision not possible: only 38 individuals
report shares invested
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 27 / 30
Hypothesis 3: There are no genderdi�erences in investment behavior ofprofessionals
� Sample size: ≈ 200 observations (≈ 1% of the total sample)
� The e�ect of gender on the probability of investing in riskyassets is estimated in a logit regression model
� ⇒ no signi�cant e�ects of gender on the probability of
investing in risky assets were found.
� Analysis of allocation decision not possible: only 38 individuals
report shares invested
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 28 / 30
Concluding remarks
� the gender stereotype can be con�rmed only partially,
� the observed gender di�erences can not be explained by stated
risk aversion,
� especially in case of women, the declared attitude toward
�nancial risks does not necessarily re�ect the actual willingness
to bear risks.
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
Badunenko, Barasinska, Schäfer: Are women more risk averse investors than men? 29 / 30
Hypothesis 3: Regression analysis �E�ects of gender on probability to invest inrisky assets
Coe�. St.Dev.
Sex 0.951 (0.582)
Risk Aversion �low� 0.581 (1.139)
Risk Aversion �below average� 0.737 (0.826)
Risk Aversion �average� 0.431 (0.783)
other control variables ...
Pseudo-R2 0.20
Financial Systems, E�ciency and Stimulation of Sustainable Growth Working Paper D.6.2
a) all individuals
b) individuals who own risky assets