Do positional concerns destroy social capital: evidence from 26 countries.
Fischer, Justina A.V. ; Torgler, Benno
I. INTRODUCTION
Concern about relative position is a "deep-rooted and
ineradicable element in human nature" (Frank 1999, 145), the social
repercussions of which have long preoccupied human secular
self-reflection and contemplation, (1) In contrast to traditional
standard utility theory, which assumes that individuals evaluate their
welfare only in absolute terms, the theory of positional concerns
contends that utility depends also on comparisons with others. Both
classical and modern economic theorists have since elaborated on these
ideas (e.g., Duesenberry 1949; Keynes 1930; Leibenstein 1950; Marx 1849;
Pigou 1920; Smith 1759/1976; Veblen 1899). Only recently have
empirically working economists "discovered" social capital to
be of importance for macroeconomic and government performance (see,
e.g., Bjornskov and Meon 2010; Guiso, Sapienza, and Zingales 2004; Knack
and Keefer 1997; Sabatini 2008; Schaltegger and Torgler 2007; Slemrod
1998)--justifying a closer look at what shapes social capital.
In particular, there is a dearth of empirical research into the
influence of income comparisons on individual attitudes and behavior
(see Senik 2004)--previous research on social capital rather focused on
individuals' absolute earnings, religiosity, political leaning,
learning, ethnic origin and culture, but also competition, institutions,
and macroeconomic performance as its determinants (e.g., Berggren and
Bjcrnskov 2011; Fischer 2008, 2011; Guiso, Sapienza, and Zingales 2007;
Jordahl 2009; Putnam 1993, 2000; Stevenson and Wolfers 2011; Torgler
2005a, 2006; Uslaner 2002; Yamamura 2009). (2) Clark and Oswald (1996)
point out that "the lack of empirical evidence, except of what most
economists view as of a circumstantial nature, has kept relative
deprivation theory on the periphery of research in economics" (p.
360). (3) The first attempt at analyzing relative income effects for
social capital presents the results for four measures only (Fischer and
Torgler 2006a, 2006b)--this article extends on that previous work, now
including three broad facets of social capital (horizontal trust,
vertical trust, and social norm compliance). (4)
This article contributes to the recent discussion in two important
aspects: first, we develop hypotheses on social comparison effects for
different types of social capital--generalized trust (horizontal trust),
confidence in institutions (vertical trust), and compliance with
norms--based on relative deprivation theory. Thus, by employing
different measures of social capital we aim not only to produce detailed
evidence on the impact of positional concerns on social capital
formation, but also to reflect these three different dimensions of
social capital. Second, our study overcomes some methodological
shortcomings by using cross-national survey data on 25,000 persons in 26
countries from the 1998 wave (RELIGION II) of the International Social
Survey Programme (ISSP). Moreover, inclusion of a comprehensive set of
control variables helps to better isolate partial correlations between
relative income position, absolute income, and social capital.
The remainder of the article is organized as follows. Section II
develops the theoretical approach and predictions. Section III describes
the data set, and Section IV presents the empirical results. Section V
discusses the results and concludes the article.
II. THE IMPACT OF RELATIVE INCOME POSITION ON SOCIAL CAPITAL
A. The Role of Relative Income Position for Social Capital
In reality, it appears the commonplace for individuals to make
judgments regarding their relative positions in society (for an
overview, see Frank and Sunstein 2001). More specifically, people tend
to compare themselves with others in their social environment, which in
turn may influence their attitudes and behavior. Since Kant's
(1785/1964) early contribution on the importance of social comparisons,
social scientists have emphasized the fundamental significance of
relative preferences to human motivation (see, e.g., Festinger 1954;
Stouffer 1949). In addition, a few economists have elaborated on the
concept of interdependent preferences, whose inclusion in economic
theory allows social comparisons. (5) However, as McAdams (1992) points
out, although social scientists have at least challenged the concept of
selfishness by assuming positively interdependent preferences causing
empathy and altruism, they have nevertheless neglected "[...]
preferences [that] are negatively interdependent, and the economic
consequences of such preferences" (p. 3).
Relative deprivation theory stresses that a low perception of
one's own (group) status or one's own welfare in relation to
another person (group) can be the source of hostility toward the other
individual (group). A person may feel deprived and get frustrated when
his/her situation (e.g., individual earnings) falls relative to the
reference group. If improvement of his/her situation is slower than
expected, his/her experienced frustration can even cause aggressive
behavior (see, e.g., Walker and Pettgrew 1984). Overall, the term
"relative deprivation" is used to refer to the negative
feelings that arise from having less than other people (Lopez Turley
2002). (6)
Deprivation theory is strongly linked to the literature on envy and
positional concerns. The German social scientist Helmut Schoeck (1966)
amply demonstrates that positional concerns are a widespread social
phenomenon, engendering a myriad of everyday actions aimed at reducing
relative deprivation: for example, school uniforms and identical lunch
box contents were introduced to reduce possible envy among pupils
(Elster 1991). In China during the Cultural Revolution farmers owning
fruit trees were ordered to cut them down (Zhang and Sang 1987, cited in
Elster 1991). Several welfare economists, primarily in the 1970s, also
discuss the significance of envy (e.g., Archibald and Donaldson 1979;
Brennan 1973; Foley 1967; Mui 1995; Varian 1974). More recently,
experimental economists have discovered the relevance of positional
concerns to explain outcomes of ultimatum games in which participants
have to agree on how to divide a "pie" (see, e.g., Frank and
Sunstein 2001; Kirchsteiger 1994). Taken all together, positional
concerns may translate into envy and feelings of deprivation when the
individual's current situation is below his/her aspirations.
B. Derivation of Testable Hypotheses
Deprivation theory based on social comparison may help construct an
argument as to how individual positional concerns may affect various
dimensions of social capital. Indeed, Lopez Turley (2002) has shown that
relative deprivation may have negative effects not only on psychological
well-being and on physical health, but also on pro-social behavior. In
this article, we conjecture that individuals' contributions to
social capital in their society may well be such an affected behavioral
outcome.
Social Trust. Turning to the first facet of social capital, we
hypothesize that individual's positional concerns may affect
his/her level of generalized trust--to what extent he/she trusts other
people in general. Most particularly, disadvantages in the relative
income position are linked with frustration ("it could have or
should have been me"), unhappiness, and resignation of not being
able to "keep up with the Joneses." Possibly, feelings of
frustration might be caused by the impression of being economically
exploited by those who are better-off in society, particularly when
individuals believe that the income distribution was the outcome of an
unequal distribution of power between economic agents rather than the
result of market forces under perfect competition. Bjornskov, Dreher,
and Fischer (2010) reveal empirically for a world sample that income
inequality in society is more easily borne when people's perception
of a fair society coincides with the degree of actual social mobility,
which is not the case in the reverse case of a mismatch between
expectations and reality, leading to disappointment effects. Fischer
(2008) shows that market competition is social trust-increasing for
those with an income above the median level, but exerts no effect on
those with a low income. Thus, in other words, feelings of exploitation
and deprivation might arise if societal wealth was unequally distributed
among its producers in an unfair manner. As a consequence, such feelings
of relative deprivation may lead not only to distrust of the Joneses
(i.e., the reference group), but also of other citizens, which reduces
generalized trust. On the basis of these thoughts, we can develop the
following hypothesis:
Hypothesis 1: Positional concerns decrease people's trust in
others, i.e., feelings of relative deprivation may lead not only to
distrust of the Joneses (reference group) hut also other citizens,
reducing people's generalized trust.
Vertical Trust. In addition, relative deprivation may also lead to
the experience of discontent toward the structure of a society (Canache
1996). More specifically, individuals may blame the state or its
institutions for generating an unfair distribution of the societal
wealth pie and, consequently, the relative income disadvantage they
experience compared to the Joneses. Thus, frustration and feelings of
exploitation may lead not only to a decrease in trust at the horizontal
level (generalized trust), but also at the vertical level; that is, the
relation between the individual and his/her government or other
institutions that govern society. The degree to which the individual
holds these social institutions responsible for his/her current social
position may depend on the perceived degree to which these institutions
influence societal outcomes and, implicitly, shape individual's
choice set. For example, the national parliament is linked to the
current politico-economic level, while the courts and the legal system
are linked to the constitutional level. Owing to stronger long-term
effects (blaming the "rules of the game"), we may expect a
stronger impact of positional concerns on confidence in institutions at
the constitutional level. On the other hand, short-term and unexpected
policy changes are more prominent among the lawmaking bodies, where
previous decisions are overruled faster and new governments occur more
often. The influence of these institutions at the current
politico-economic level might be particularly strong given that people
have adjusted their aspiration levels to the long-term determinants of
their social position. Thus, we are not able to make an a priori statement for which type of government institution positional concerns
should be more pronounced.
Moreover, because positional concerns are widely present in the
workplace (see, e.g., Elster 1991; Frank and Sunstein 2001), we may also
see an impact on individuals' confidence in the environment of
business and industry in which they are involved daily. In other words,
individuals may blame the economic sector for their relative income
disadvantage, which could lead to a decreased level of trust in that
social sector. On the other hand, vertical trust increases if
individuals have an advantage in relative income. This leads to the next
hypothesis:
Hypothesis 2: The disadvantageous relative income position is
detrimental to individuals' trust in secular institutions such as
the courts, parliament, and business and industry.
Norm Compliance. Sociological research has observed a causal link
between relative deprivation and social protest, and illegal activities,
such as violent crime, property crime, and drug use (Canache 1996;
Stilles, Liu, and Kaplan 2000). Negative self-feelings, frustration, and
aggression that are induced through feelings of deprivation motivate
individuals to restore self-esteem through illegal activities--there is
evidence that financial dissatisfaction lowers the level of tax morale
(Torgler 2006). On the basis of survey data for 30 European countries,
Frey and Torgler (2007) reveal that taxpayers act upon their beliefs
about the compliance behavior of other taxpayers. Thus, interpersonal
comparisons may also have an impact on individual's willingness to
pay taxes (tax morale). We conclude that a relative income disadvantage
may create distress over the discrepancy between the actual and the
aspired-to financial situation, lowering the sense of civic duty of tax
honesty. In such a scenario, the socially and economically deprived may
choose means for an "illegal" and retaliating income
redistribution, by cheating the government not only by not paying taxes,
but also by claiming unjustified government benefits. (7)
Benefit morale and tax morale as civic duties are expressions of
the quality of the relation between the citizen and his/her government
that acts as tax-collecting and income redistributing agency. The civic
duty of norm compliance, however, does also exist in the sphere of
criminal law, where the government prosecutes and punishes infringements
of other citizens. The successful prosecution of such criminals is not
possible without citizens' cooperation through, that is, serving as
truthful witnesses. However, as we argued above, frustration and social
grievances may well result in own illegal activities or the protection
of friends' criminal activities. Consequently, we expect the
disadvantage in relative income position to negatively affect social
capital also in its dimension of general law compliance as form of
cooperation with the government. Thus, we can also formulate the
following hypothesis:
Hypothesis 3: Relative income concerns are deleterious to
individuals' willingness to obey the law and comply with social and
legal norms.
Confidence in Religious Institutions. However, even though
differences in income may lead to positional concerns, there may be
instances in which the creation of social capital is not negatively
affected. For example, religious institutions provide moral
constitutions for a society and as a type of "supernatural police" that re-enforces compliance with socially accepted rules
(Anderson and Tollison 1992). Equally, it encourages the production of
social goods such as moral behavior rooted in, for example, the Ten
Commandments (Hull and Bold 1994). More specifically, in the interest of
social peace, religions control and restrain positional concerns not
only by potentially building up hope and tolerance (see below), but more
so through a sanctioning system that reinforces social values, providing
support for toleration of inequality and legitimizing noticeable
differences in individual socioeconomic position. Fundamentally, all
world religions teach the avoidance of envy; for example, according to Jewish tradition, causing others to feel ashamed and creating envy
through one's own behavior is unlawful. Similarly, in the
Qur'an, Mohammed describes envy as a sickness and the "shearer
of religion." Buddhism regards envy as one of the so-called five
poisons that may lead to continuous re-birth and must therefore be
overcome. In Hinduism, the avoidance of envy is a yama, an advised
restraint, which should be followed. Regarding Christianity, Schoeck
(1966) points out that "in the West, the historical achievement of
this Christian ethic is to have encouraged and protected [...] the
exercise of human creative powers through the control of envy" (pp.
159-160). Thus, we can therefore expect that positional concerns may not
affect people's trust in churches and religious organizations
because these institutions provide mechanisms for cauterizing the
feeling of envy. These observations lead to the following hypothesis:
Hypothesis 4: Trust in churches and religious organizations should
not be affected by relative income concerns.
III. DATA
This analysis uses a cross section of individual data from the 1998
ISSP survey, which contains various questions about individual
"contributions" to the formation of (aggregate) social capital
related to three dimensions--trust between people, people's trust
in social institutions, and compliance with norms. The ISSP survey is a
program of cross-national collaboration on representative surveys
covering a wide range of topics for social science research; it covers
approximately 25,000 individuals from 26 countries. As the survey is
conducted in several countries, comparative data on values and belief
systems among people of different cultural backgrounds can be
investigated--a facet we exploit in our empirical robustness test.
Inclusion of a large number of countries in a multivariate
cross-national analysis allows us to observe culturally and socially
independent tendencies. Instead, previous available literature based on
individual-level data has investigated only one type of social capital
in one single country (Ferrer-i-Carbonell 2005).
The notion of social capital employed in this study encompasses
multiple aspects. In this article, based on the classical definition of
social capital by Putnam (1993, 167), we distinguish its multiple facets
along three different dimensions: trust between people (horizontal
trust/social trust), confidence in secular and religious institutions
(vertical trust), and compliance with social norms. (8) However, both
trust among people, and people's trust in national institutions are
often viewed as two facets of one dimension (see, e.g., Glaeser et al.
2000; Knack 2000; Uslaner 2002).
The first dimension of social capital, generalized trust--the
belief that "most people" can be trusted--does not depend on
trusting "specific groups" (see, e.g., Fischer 2008); thus, it
is generalized trust, not particularized trust. In line with the
literature, we measure generalized trust using the following question:
"Generally speaking, would you say that people can be trusted or
that you cannot be too careful in dealing with people?" Whereas
generalized trust reflects the horizontal relation between citizens,
trust in (state) institutions is a key factor in measuring the vertical
interaction between citizens and the state or other organizations. Thus,
in a further step, we also include four questions that relate to the
second dimension of social capital--such as "How much confidence do
you have in institution X?"--to test several facets of vertical
trust. The secular institutions to be analyzed are the parliament, the
courts and legal system, businesses and industries (the economic
sector); other societal institutions include the church and religious
organizations.
The third dimension of social capital--compliance with social
norms--is measured using questions related to tax morale, government
benefit morale, and compliance with legal norms. Because traditional
economic models of tax evasion predict far too much infringement, tax
honesty seemingly depends on numerous factors that go beyond standard
economic concepts like deterrence. To resolve this conundrum, many
researchers suggest that the intrinsic motivation for individuals to pay
taxes--termed in the literature as "tax morale"--helps explain
these high levels of tax compliance (for an overview, see Torgler 2007).
In line with previous empirical research we assess individuals'
level of tax morale using the following question: "Do you feel it
is wrong or not wrong if a taxpayer does not report all of his/her
income in order to pay less income tax?" The benefit morale (see,
e.g., Halla and Schneider 2008), the acceptance of the practice of
claiming government benefits without being entitled to them, is
investigated in a similar manner. Compliance with legal norms like
criminal and traffic laws is measured by the following moral dilemma:
"Suppose you were riding in a car driven by a close friend. You
know he is going too fast. He hits a pedestrian. He asks you to tell the
police that he was obeying the speed limit." Thus, our social and
legal norm compliance measures are proxies for different ethical
questions and civic duties in daily life.
All eight categorical social capital variables have been recoded so
that higher values correspond to higher levels of individuals'
social capital (i.e., individual contributions to the amount of social
capital in society). It is important to our analysis to note that this
data set provides precise information on personal income measured
continuously in monetary units, on which we base our relative
deprivation variables. Moreover, this data set allows us to control for
a wide array of additional sociodemographic factors usually employed in
multivariate analyses of well-being issues such as tax morale or life
satisfaction (see, e.g., Fischer and Sousa-Poza 2009; Torgler 2007). To
ensure disposable income is comparable across persons, equivalent income
is calculated based on the modified OECD equivalence scale (Van
Doorslaer and Masseria 2004). (9) The benchmark income, measured by the
national median income, is computed as the median of the personal
equivalence income observed in one country. Using the median income of
the reference group seems intuitively appealing for investigating social
comparison effects, particularly in countries in which the income
distribution is strongly skewed. (10) Income distances are calculated as
the difference between an individual's (equivalent) income and the
reference group (equivalent) income. Cross-country comparability of
relative income is then achieved by dividing these income distances by
their country-specific median incomes, expressing relative income in
terms of share of the median income (see also Section IV). (11)
Descriptive statistics for these variables are reported in Tables
A1 and A2 of the Appendix. Taking a look at (absolute) income
differences, mean values and standard deviations are smaller for incomes
below the national median than for those above. The descriptive
statistics in Table A1 also shows that there are as many men as women in
our sample, and report that individuals below 50 years and married
persons form the majority groups in our sample. Moreover, although the
average educational level is quite high, a strong variation is observed.
Regarding denominations, most interviewees are either Protestants,
Catholics, or are not part of a particular religious denomination. In
our sample, more interviewees live in urban areas, and the majority is
either employed, or, to a lesser extent, retired. (12)
IV. MODEL AND METHODOLOGY
To operationalize the theoretical part for empirical research it is
necessary to define an appropriate proxy for social comparisons, our
focal predictor of the emergence of social capital. As economists, we
recognize the central role of individual's income in determining
one's social position in relation to his/her peers, as it is income
that constitutes the financial constraint on an individual's
consumption possibilities. Although appealing as a theoretical
construct, an individual's aspiration income is not directly
observable in this survey. However, following the approach taken by
recent empirical happiness research, we believe that aspiration income
can be approximated by employing the concept of observable reference
income that we define as the median income of the reference group (e.g.,
Clark and Oswald 1996; Dorn et al. 2008; Ferrer-i-Carbonell 2005). (13)
In other words, we believe that the measure "relative income
distances" allows investigation into the implications of relative
income position on social capital. Any relative income position can be
either of an advantageous type, namely a position beyond the reference
income, or of a disadvantageous type, leading to so-called positional
concerns.
In this cross-sectional model (which is simplified here), we regard
individual i's self-reported contribution to social capital in
country s ([Y.sub.is]) as a function of the relative income position of
that individual in country s ([Z.sub.is]) and a vector of additional
individual control variables ([V.sub.is]) that also includes absolute
income. National fixed effects ([F.sub.s]) and an error term
([[epsilon].sub.is]) complete this model.
(1) [Y.sub.is] = [[beta].sub.1][Z.sub.is] + [[beta].sub.2]
[V.sub.is] + [F.sub.s] + [[epsilon].sub.is].
Our variable of interest, relative income position ([Z.sub.is]), is
measured as the difference between an individual's (equivalent)
income and the reference group's (equivalent) income, defined as
the median income in each country sample, standardized across countries
by dividing through the median income.
To separate the effect of relative income from that of the absolute
income, vector [V.sub.is] also includes a measure of absolute income.
(14) Following previous empirical research on the effect of relative
income for happiness as in Ferrer-i-Carbonell (2005), we assume
decreasing marginal utility of absolute income, which we express using
the log-form, in line with the known behavioral economics literature
(e.g., Clark and Oswald 1996). Inclusion of a squared term allows for
some flexibility with respect to the functional relation between the
social capital variable and absolute income. In the case of absolute
income, cross-country comparability is ensured by taking the log, with
the country-fixed effects then picking up international differences in
purchasing power. Notably, absolute income serves only as a necessary
controlling variable and therefore the magnitude of its effect is only
of little interest.
The total and partial correlations between the absolute income
measures and the relative income measures are so low that we can exclude
the possibility that relative income just picks up an absolute income
effect, or that a statistical identification of their separate effects
was not possible. Total (partial) correlation between absolute income
and negative/positive income distance are -0.18 and 0.03 (-0.08 and
0.005), respectively). (15)
To ensure comparability of the estimation results, computation for
the various dimensions of social capital employs the identical set of
control variables at the individual level ([V.sub.is]). This vector of
control variables ([V.sub.is]) is based on previous empirical literature
on life satisfaction or social capital (e.g., Dorn et al. 2007; Torgler
2007). It includes gender, age, education, occupational status, marital
status, religious denominations, religiosity, and a dummy for living in
an urbanized area. Tables A1 and A2 in the Appendix provide a complete
list of the dependent variables and the determinants.
Important, but often neglected, control variables at the aggregate
level are the country's cultural background, norms, and
institutions as well as its overall economic situation, that might be
correlated with individual-level characteristics (particularly with the
income situation), and equally influence the creation of social capital.
The effects of these national characteristics are not directly accounted
for in the model, but are captured by country-fixed effects ([F.sub.s]),
which also "absorb" the reference group's income level.
Given the categorical nature of our dependent variable, Equation
(1) is estimated with a weighted ordered probit estimation method;
application of weights makes the estimation results representative for
the corresponding national population. (16) In addition, because the
estimated coefficient only indicates the direction of an effect and not
its magnitude, we also compute (total) marginal effects for reporting
the highest level of social capital. For each regression outcome we
report the McFadden [R.sup.2] that ranges between 0 and 1. (17) It can
be argued that interpersonal income comparisons are asymmetric (Duesenberry 1949; Frank 1985; Hollander 2001), explicitly modeled in,
for example, Fehr and Schmidt (1999). Methodologically, the possibility
of an asymmetric effect is taken into account through differentiating
between the impact for "poorer" persons and the influence for
"richer" persons, similarly to the approach taken by
Ferrer-i-Carbonell (2005, 1004). (18) Moreover, we might expect a
decreasing marginal utility of income for richer, but not poorer,
individuals, which we take into account by including the squared terms
of the income differences. Thus, the vector [Z.sub.is] contains the
following relative income variables:
"negative income distance"
= ([y.sub.s] - [y.sub.is])/[y.sub.s], if [y.sub.is] < [y.sub.s]
and 0 otherwise,
"positive income distance"-squared
= "positive income distance" [conjunction]2,
"positive income distance"
= ([y.sub.is] - [y.sub.s])/[y.sub.s] if [y.sub.is] [greater than or
equal to] [y.sub.s], and 0 otherwise,
"negative income distance"-squared
= "negative income distance" [conjunction]2.
Econometrically, this model specification has the advantage that it
assumes a more flexible functional form of the relation between relative
income and social capital, in contrast to when one assumes a linear or
log-linear form, as often encountered in happiness studies (e.g.,
Ferrer-i-Carbonell 2005). In this specification, the model allows for
both a linear as well as a quadratic relation (in the first case, the
coefficient on the quadratic term would simply appear as insignificant).
High correlation between the relative income variable and its squared
term ([rho] = 0.8 and higher), however, might disguise a truly decisive
impact of any of them. Wald-tests of the joint significance of the
income distance and its squared term aim to distinguish these cases from
those where they exert, both individually and jointly, an insignificant
impact. (19) The test statistics are included in the bottom line of the
output tables.
Owing to the cross-sectional nature of our data, reversed causality and measurement error might bias the estimated coefficients. In
particular, social capital might influence an individual's earnings
and therefore potentially his/her relative income position. Knack and
Keefer (1997), for example, provide evidence at the macro level that
trust may affect growth. Moreover, other omitted factors might drive
both professional career and the perception of social capital in
society. (20) However, happiness panel studies with individual fixed
effects (controlling for unobserved individual heterogeneity) found only
small effects of reversed causality (at least not affecting the
direction of the positive income effect). Fischer (2007) reports in her
cross-sectional study on happiness only negligibly small biases, using
the richer World Values Survey data set, which includes suitable
instruments for income. As is the case in many other cross-sectional
studies using individual data, the small ISSP data provide only little
exogenous variables for an instrumental variable (IV) approach. However,
the robustness section includes a description of estimation results that
are based on IV estimates using regional fixed effects (and one
individual characteristic) as instruments.
Table A3 reports descriptive statistics for all eight social
capital variables per country in the sample. At the micro-level,
Spearman's rank correlation coefficients show low correlations
among the eight social capital measures, with only a few exceeding the
value of 0.4. (21) This relatively low correlation among the social
capital variables suggests that they measure distinct facets, justifying
their separate analysis.
V. ESTIMATION RESULTS
Tables 1 and 2 report the effects of individuals' positive and
negative income distances for our set of social capital measures, taking
the national median income level as reference income. For reasons
of comparison we also describe the estimates for the absolute income
variables, the inclusion of which in the model ensures that relative and
absolute income effects are identified separately. In an ordered probit
model, the nonlinearity of both positive and negative income distances,
as well as that of absolute income, leaves simple marginal effects on
squared terms without any economic meaning, disguising the direction of
influence of the underlying variable. Accounting for the polynomial structure of the model with respect to all income variables, Tables 1
and 2 report their "total" marginal effects calculated at the
sample mean; for reasons of comparisons, we express them as
elasticities. (22) As each income variable is highly correlated with its
squared term, we use Wald-tests to assess the joint significance of both
coefficients. Overall, the Pseudo [R.sup.2] of about 0.06 indicates the
model is a good fit to the data for all measures of social capital
(except for the tax morale regressions).
Table A4 of the Appendix displays the estimates and elasticities of
the remaining variables in the model, exemplary for the generalized
trust question, our most prominent measure of social capital. All
included individual-level determinants are significant at the 1% or 5%
level, and if not individually, then jointly with covariates relating to the same background factor (e.g., denomination). The following
discussion of Tables 1 and 2 emphasizes on positional concerns (negative
income distances), for which we derived our hypotheses in Section IIA
and which we conjecture to be overall detrimental to the formation of
social capital in society. For reasons of comparison, we also discuss
the effects of having a positional income advantage, the impact of which
on social capital cannot be determined a priori (see discussion below).
For judging the relative importance of the income distances we assess
their elasticities with respect to the absolute income effect, which
exerts a social capital-increasing influence in almost all analyses.
A. Generalized Trust
Testing Hypothesis 1, the relative income effects for our social
capital measure "generalized trust" are presented in column 1
of Table 1. The dependent variable reflects respondents' four
possible answers to the question whether they believe that people in
general can be trusted. A low value for the categorical regressand
reflects the personal view that people cannot be trusted in general, and
thus a low level of individuals' generalized trust, and a small
contribution to the amount of generalized trust in society (see also
Table A1). (23) This social capital measure is commonly employed in
empirical analyses that investigate the economic effects of generalized
trust in the population (see, e.g., Knack and Keefer 1997). (24) The
regression results for generalized trust are consistent with our
Hypothesis l: the coefficient on the negative income distances is
negative and significant at the 1% level. Thus, positional concerns are
highly destructive for individuals' generalized trust: as the
distance between his/her own income to that of the reference group
grows, so does his/her trust in people in general decline. The
significant coefficient on the squared term indicates that the effect of
positional concerns is nonlinear. Gauging the relative importance of
positional concerns for individuals' generalized trust, the total
elasticity (calculated at the sample mean) suggests that an increase in
a positional disadvantage by i% lowers the probability of expressing the
highest level of social trust (forth category) by 3.45%. This effect is
comparable in size to the elasticities of, for example, being in the age
group of 50 to 60 years old (0.045), of having a lower secondary
education (-0.03), or of attending religious services frequently
(0.029). For many of the covariates, however, the observed elasticities
are smaller by far than those for the relative income effects. These
include, for example, all predictors of employment status, marital
status, and religious affiliation (see Table A4 of the Appendix). Thus,
the effect of positional concerns is of a considerable magnitude.
For generalized trust, we also observe trust-lowering effects of a
positive income distance to the reference income level (at the 5%
level); this effect is also nonlinear, as the Wald-test on the joint
significance indicates. The total elasticity suggests that an increase
in a positional income advantage by 1% triggers a decline in the
likelihood of expressing the highest level of social trust by 3.3%.
Obviously, the quantitative effects for positional concerns and
positional advantages are quite comparable in size.
Column 1 also shows that social trust rises in absolute income,
nonlinearily, with a total elasticity of 0.38. Comparing relative sizes
of the effects of absolute and relative income, the impact of absolute
income is about ten times larger than that of either relative income
measure.
Comparing the magnitude of the income effects for generalized
trust, relative income positions of both poorer and richer people exert
considerable social capital-lowering effects, with similar quantitative
effects. Both are, however, dominated by the impact of absolute income.
Possibly, as income of an already advantaged person rises, the positive
effect of the rise in absolute income may outweigh the negative one by
his/her improvement in his/her relative income position, leading to an
overall positive effect of income growth on his/her level of social
trust. For a disadvantaged person, however, a further decline in his/her
income yields an overall trust-lowering impact that is a compound effect
of the worsening of both his/her relative and absolute income positions.
In summary, our first analysis shows a social trust-lowering effect
of a negative income distance which is in support of our Hypothesis 1.
Compared to the impact exerted by other sociodemographic covariates, the
effect is of considerable size and an important economic factor of
individual attitude. We also detect further a social capital-destroying
impact of a positive income distance--a finding that needs some further
discussion. That a positional advantage may destroy social capital is in
line with another strand of deprivation theory which claims that
positional advantages could create mixed feelings: fears of societal
punishment and retaliation by others, driven by their envy. In
consequence, individuals with positional advantages then start to
distrust in others (e.g., Alesina, Di Tella, and MacCulloch 2004; Elster
1991). (25) In summary, these findings do support our Hypothesis 1 that
positional concerns lead to lower social capital in terms of
individual's level of generalized trust. That is, the more
concerned people are with their relative (disadvantageous) income
position, the less they regard their environment as trustworthy.
B. Trust in Institutions
Rule-Setters for the Economic Sphere. The second set of social
capital measures relates to vertical trust--that represents the quality
of the relationship between institutions and respondent. Columns 2
through 4 of Table 1 provide the results for the relative income effects
for individuals' confidence in those institutions which fix the
rules of the game in society and set the environment for economic and
social participation. In particular, we test Hypothesis 2 by
investigating into people's trust in parliament, courts, and the
business sector. (26) Again, higher values for these variables indicate
higher levels of individual vertical trust.
For all three types of rule-setting institutions we observe a
strong nonlinear positional concern effect which is social
capital-destroying (at least at the 5% significance level). This finding
is consistent with Hypothesis 2: Respondents are less likely to report
the highest level of confidence in the national parliament, the courts,
or the business sector, the more their own income lies below the
reference income. Comparing total elasticities for negative income
distances, the effects are most sizable for confidence in parliament and
courts as compared to the one for confidence in the business sector
(-0.045 and -0.054 vs. -0.009). With an absolute total elasticity of
less than 0.01 this latter form of vertical trust appears almost
irresponsive to positional concerns. The large negative income distance
effects for confidence in the parliament and courts is consistent with
our conjecture that positional concern effects are larger for
rule-setting institutions: obviously, people hold only legislating institutions which determine the fairness of the income generation
process and their economic opportunities responsible for their misery.
An alternative explanation for the small relative income effect for
trust in the economic sector is that as most countries in the sample are
institutionally and economically quite well developed, persons not too
far below the sample mean (the middle class) may form expectations of
upward social mobility taking place in the economic sector which they
expect to realize soon. That expectations of an upward social mobility
mitigate negative effects of income inequality has been suggested by
Alesina, Di Tella, and MacCulloch (2004) and Bjornskov, Dreher, and
Fischer (2010).
As for generalized trust, we also observe social capital-destroying
effects of positional income advantages. The Wald-tests of joint
significance indicate that for all three institutions people's
confidence in these institutions is lowered as their advantageous
relative income position increases. For trust in the two rule-setting
institutions, courts and parliament, the relative income advantage
exerts effects that are smaller (in absolute size) than those of a
disadvantage (parliament: -0.026 vs. -0.045; courts: -0.018 vs. -0.054).
Again, as for generalized trust we suspect that persons with a
positional advantage fear retaliation and envy by others which
overcompensates an (otherwise) positive effect of having an advantage.
The opposite is observable for trust in the business sector: here the
advantageous relative income effect outweighs that of the positional
concerns (-0.028 vs. -0.009). We have argued before that the small
impact of positional concerns for those at the sample mean may be due to
expected upward social mobility; thus, for those with a relative income
advantage, we suspect that they view themselves as having to defend
their current social status.
As already observed for horizontal trust, again, individuals'
confidence in all three institutions rises strongly with absolute
income. Gauging the relative importance of the socioeconomic position
measures, the total elasticities suggest that the trust-increasing
effect of absolute income is about five times larger than that of
positional effects.
Overall, consistent with Hypothesis 2 we find in Table 1 that
positional concerns are deleterious for trust in secular institutions:
those not able to keep up with the Joneses appear to attribute the
responsibility for their socioeconomic position to the parliament and
the courts that set the institutional framework of economic and social
activity. While some positional concern effects are also observable for
confidence in the business sector and the economy, we speculate that
their smaller importance by far may be caused by expectations of upward
social mobility in that sector.
Religious Organizations. Hypothesis 4 states that positional
concerns should not play a role for confidence in religious
organizations and churches as all major religions teach the avoidance of
envy. Column 5 of Table 2 tests whether absolute and relative income
positions matter for individuals' confidence in this institutions.
(27)
The results for confidence in "churches" and other
religious organizations are in line with our expectations: such form of
vertical trust appears unaffected by people's positional concerns
or advantages. This is indicated by the insignificances of the single
coefficient estimates and the Wald-tests on the income distance
variables. Notably, in contrast to our previous dimensions of social
capital, we do not detect any effect of absolute income, either.
In summary, we conclude that there is neither a relative nor an
absolute income effect for the confidence in church and religious
organizations. This finding is in line with Hypothesis 4, and possibly
reflecting the (presumably) nonprofit and morality-enforcing nature of
these institutions.
C. Compliance with Social Norms
Civic Duty as Honest Taxpayer. Table 2 relates also to the third
dimension of social capital, that is, compliance with legal and social
norms. We measure the adherence to being a "good" taxpayer
with two indicators: so-called "tax morale" and
"government benefit morale." The "tax morale"
measure relates to the respondent's view on whether it is morally
wrong to report income taxes incorrectly, which is an attitude measure
of one's own (de facto) voluntary tax payment. (28) The lowest
category reflects then a low level of social capital; the highest
category indicates the answer "seriously wrong." This section
also discusses the related concept of "benefit morale," namely
whether it is morally wrong to give incorrect information in order to
obtain government benefits. (29) The hypothesis that positional
disadvantages affect norm compliance negatively (Hypothesis 3) is then
tested for "being an honest taxpayer and benefit claimer" in
columns 6 and 7 of Table 2.
The most important result is that negative income distances do not
show any statistically significant association with the social
capital-facet "being a good taxpayer": both tax morale and
government benefit morale are not affected by positional concerns. A
further deterioration of individuals' relative income position has
no effect on his/her probability to report the highest category of norm
compliance. Obviously, the frustration generated by the discrepancy
between one's own income and the aspired-to level is not
sufficiently large to induce a break in social norms. Possibly, as
already argued for trust in the economy, a government guaranteeing some
upward mobility and future improvements in one's financial
situation may mitigate current disappointment and frustration effects of
the disadvantaged--as the recent world-wide country comparison by
Bjornskov, Dreher, and Fischer (2010) suggests.
Similarly, income advantages do not affect people's
willingness to pay taxes, as the Wald-tests indicate; the opposite is
observable for benefit morale: here the estimation results for positive
income distances suggest that persons with relative income advantages
are more likely to reveal an attitude of cheating the government. As
observed before for horizontal and vertical trust, social capital also
declines in positional advantages. We have to admit that we lack a
convincing explanation for the asymmetry between tax morale and benefit
morale--possibly, people judge tax evasion as more immoral than cheating
the government for subsidies and benefits, as the financial sources of
government transfers are often disguised. (30)
For absolute income, we observe a strong positive effect (at least
jointly significant at the 5% level), suggesting that both tax morale
and benefit morale increase as individuals become better-off. This
finding is in line with previous empirical analyses of tax morale that,
however, do not separate relative from absolute income effects (see
Torgler 2007). The total elasticity suggests that the probability of
reporting in the highest benefit-morale category increases by 7.1% when
absolute income increases by 1%; as observed for generalized trust and
confidence in institutions, the absolute income effect is multiple times
larger than the impact of relative income.
Overall, we can conclude that Hypothesis 3 is not supported for tax
morale and benefit morale: positional concerns appear to play no role
for people's willingness to be a "good citizen and honest
taxpayer": the economically relatively deprived do not appear to
view "illegal" redistributive activities through cheating the
government as justified. This finding is interpreted in analogy to the
negligible positional effect on trust in the business and the economy,
which we explain with expectations of upward mobility that mitigates
frustrations of being positionally disadvantaged.
Civic Duty of Being a Truthful Witness. Another facet of the third
dimension of social capital "norm compliance" relates to the
civic duty of "being a truthful witness," a form of
cooperation with the government when it comes to legal norm enforcement.
In column 8 of Table 2, we employ the question whether one attributes a
friend the "right" to one's own unlawful testimony in
order to protect him/her against state prosecution. This social capital
measure is constructed in analogy to the taxpayer-morale questions: it
asks whether close friends have the right to you giving wrongful testimony aimed at preventing or lowering their punishment--answering in
the lowest category reflects a low level of social capital contribution.
(31)
Interestingly, in contrast to "being a good taxpayer,"
obeisance to the criminal law by truthfully witnessing is quite strongly
affected by positional concerns, as Hypothesis 3 predicts: as the
distance of one's own income from the (higher) reference income
grows so does one's willingness to comply with the law decline (as
the Wald-test on both negative income distance variables suggests). The
total elasticity of -0.007 suggests, however, a rather small
quantitative effect, compared to those observed for other measures of
social capital.
Analogous to the observations on tax morale compliance, positional
advantages do not affect norm compliance. Contrasting expectations, the
estimates for the absolute income variables suggest that the willingness
to protect a friend's illegal activities against state prosecution
increases with absolute income.
Overall, the estimation results for legal norm compliance are
consistent with Hypothesis 3: they suggest that social deprivation, the
clash between aspired-to income and actual income, lowers people's
sense for civic duty and causes them to cover up a friend's norm
infringements to prevent his/her prosecution--the deprived cease
cooperation with the government which they may accuse of being
responsible for their personal situation. Thus, our findings of the
deleterious effects of positional concerns for "being a good
witness" in support of Hypothesis 3.
D. Summary and Robustness of Results
Summary. Table 3 provides a concise overview of the findings of our
individual-level analysis of the effect of relative income on social
capital formation, reducing the information to direction of influence
and its statistical significance-empty cells indicate that no
significant impacts were observable. In summary, we find convincing
evidence for the presence of positional concern effects for two of the
three dimensions of social capital, namely for generalized trust and
confidence in secular societal institutions: having a relative income
disadvantage lowers people's level of social capital and,
implicitly, their contributions to aggregate social capital. This
finding persists even when we control for their absolute incomes. This
finding is in line with previous analyses of relative income effects for
happiness that rely on household panels that also account for unobserved
heterogeneity (e.g., Ferrer-i-Carbonell 2005). While social
capital-lowering positional concern-effects are also detected for the
civic duty "being a good witness," for the remaining norm
compliance measures of "being a good taxpayer" no such
influence is present. We explain small positional concern effects for
tax and benefit morale, but also for trust in the economy, with
people's expectations of an upward social mobility in the economic
sphere (e.g., Bjornskov, Dreher, and Fischer 2010). Trust in churches
and religious institutions is equally not affected by positional
concerns, as we had already expected for this higher morale-enforcing
institution.
Common to almost all analyses is that individuals' level of
social capital increases in his/her absolute individual income. This
holds true for all three dimensions of social capital (generalized
trust, vertical trust, and norm compliance). The sole two exceptions
are, on the one hand, "confidence in churches," which is
formed irrespective of people's income situation, and, on the
other, "giving a truthful testimony," as the willingness of
doing so declines in personal income.
We also observe destructive effects of a positive income distance
to the reference income. We explain this finding by the fear of the
relatively advantaged from envy, retaliation, and criminal activities by
the economically relatively deprived; Alesina, Di Tella, and MacCulloch
(2004) use a similar explanation for the heterogeneous effects of income
inequality on residents' happiness between the United States and
European countries. The strongest effects for such social
capital-lowering impact of a relative income advantage are observable
for two of the three dimensions of social capital, namely for
generalized trust, confidence in parliament, and confidence in business
and the economy; they are weak but also present for benefit morale.
Judged by their overall elasticities, deleterious effects of
positional concerns almost always outweigh the effects of a relative
positional advantage (see also Table A5 for three different absolute
income percentiles). When significant, the elasticity of the positional
concern effects is roughly at -0.04. Compared to the size of the
elasticities of many other sociodemographic covariates, the impact
exerted by income distance is considerable (see Table A4). Even though
positional concerns are relevant factors for individuals'
contributions to social capital in the country they live in, they are
always outweighed by the impact of absolute income, with an elasticity
of about five times as large as that of positional concerns.
Robustness of Results. Discussing the robustness of our results,
one may argue that the inclusion of absolute income confounds the
associations between relative income and social capital. However, as
described in Sections III and IV, total and partial correlations among
the income variables are so low that this is not likely to be the case.
In addition, we present in the bottom row of Table 3 the observable
(significant) direction of influence of absolute income when estimating
a model that omits the relative income variables. For seven of the eight
models, the previously observed relations between absolute income and
the social capital variables prevail, suggesting that social capital
rises in absolute income (except for confidence in churches which
decreases in absolute income).
In addition, one may argue that social capital variables are not
comparable across culturally diverse countries. However, the ISSP is
explicitly designed to yield internationally comparable results.
Arguably, individuals' differences in reporting behavior may still
confound the empirical findings. However, as explained in Section IV,
the inclusion of country-fixed effects mitigates such bias.
One may also argue that social comparison effects are not identical
across all 26 countries in our analysis; thus, our findings for absolute
income and negative income distances may be sensitive to the composition
of the country sample. We have addressed this concern using two
approaches: first, as the small number of individuals per country, often
being below 1,000, does not allow analyzing these effects per country
separately, we have run the identical analysis with one specific country
excluded at one point in time, yielding no decisive changes. Second, we
have added to the empirical model interaction terms of the three income
variables with the country-fixed effects in our empirical model; a
(joint) significance of these interactions (according to Wald-tests for
each income variable and its squared term separately, e.g., test
[[y.sub.is] * [F.sub.s], [Y.sup.2.sub.s], [F.sub.s]] = 0) would then
suggest that the impact of the income measures is heterogeneous across
countries and thus, culture- or macroeconomy-specific. However, not only
are the single estimates on the interaction terms insignificant
throughout, but also do the three Wald-tests on the joint significance
not reject the null hypothesis. (32) Overall, our empirical findings in
this study appear to be of a general nature.
Similarly, issues of reversed causality have already been discussed
in Section IV. On the basis of the above-mentioned previous empirical
studies on happiness and generalized trust, we have, however, strong
reasons to believe that causality runs rather from income to social
capital than the other way round. In addition, we have empirically
tested this assumption by employing an IV estimator using region-fixed
effects and a dichotomous individual-level variable ("having
supervisory power") as exogenous instruments for income. Table A6
of the Appendix reports the estimated coefficients of the (instrumented)
relative income variables and summarizes the direction of influence--due
to a weak instruments problem and a much smaller regression sample not
all economically relevant factors show up as statistically significant.
Arguably, application of standard IV to a categorical dependent variable
with only a few categories may also bias the estimates. Thus, the
following findings have to be taken with a grain of salt, and are
possibly less reliable compared to those presented in Tables 1 to 3. In
comparison with Table 3 the important observation in Table A6 is the
fact that in most models the positional concern effects prevail, as the
negative coefficients on the negative income distance measure indicate,
even though absolute income is also controlled for.
VI. CONCLUSION
The importance of relative preferences is not a new concept in
economics. However, empirical evidence on the extent to which relative
income position matters in different aspects of life is relatively rare.
Moreover, most empirical studies to date have focused mainly on the
impact of relative income position on happiness (Dorn et al. 2007,
2008). Until now, there have only been limited laboratory experiments
dedicated to investigating the consequences of positional concerns for
individuals' social behavior (see, e.g., Kirchsteiger 1994), and
some field studies indicating the influence of relative income position
on, for example, employer performance or employment decisions (see,
e.g., Neumark and Postlewaite 1998; Torgler, Schmidt, and Frey 2008).
To fill this research void, this current international
cross-sectional study uses the rich ISSP 1998 international data set
covering 26 countries and about 25,000 individuals, contributing to the
social capital literature. First, it analyzes the impact of relative
income disadvantages on individuals' contribution to the creation
of social capital in his/her country, controlling for absolute income.
Second, it employs eight different questions to measure social capital
along three different dimensions: generalized trust, confidence in
institutions, and norm compliance.
The results indicate for two of three dimensions of social capital
that positional concerns matter greatly for its formation: a
disadvantage in individual relative income position is detrimental to
his/her contribution to almost all forms of generalized and vertical
trust (except for trust in religious organizations). However, the sense
for the civic duty of norm compliance, measured by "being an honest
taxpayer," appears not affected by positional concerns, while the
civic duty of serving as "truthful witness" is, again,
negatively affected by it. We explain the irrelevance of any type of
income for confidence in religious organizations by the specific nature
of most religions to create a space freed from social comparisons.
We also find that having a relative income advantage is equally
detrimental to the generation of social capital--at least for four out
of eight measures. This at first counterintuitive finding prevails when
income distances are instrumented to account for possible reversed
causality, and when absolute income is controlled for. We argue that a
positive income distance may lead to feelings of fear from crime and
retaliation behavior by those relatively worse-off, causing mistrust in
one's peers. Judged solely by their total elasticities, for seven
out of eight measures, quantitatively the positional concern effects
dominate over the relative income advantage effects.
Although our hypotheses were built on variants of deprivation
theory, and were supported by our empirical analysis, in principle it
would have been possible to make predictions in the opposite direction.
Positional concerns might also lead to incentives to achieve a similar
status, thereby inducing motivation and ambition ("white
envy"). Similarly, relative income disadvantages triggered by
others advancing faster than oneself may yield positive feelings evoked
by expectations of being on a rising income trajectory, the so-called
"tunnel effect" or "information effect" (Hirschman
1973). A dominating information effect for relatively disadvantaged
persons was identified by Senik (2008) for post-communist transition
countries until 1997 and similarly by Alesina, Di Tella, and MacCulloch
(2004) for the United States, while in Western Europe, the comparison
effect appears to dominate the information effect (see also Senik 2004).
Similarly, Bjornskov, Dreher, and Fischer (2010) find that negative
effects of income inequality for happiness are lowered in socially
mobile countries that are also perceived as such by the population.
Given that most countries in our sample are institutionally well
developed or even OECD countries, we speculate that the missing effects
of positional concerns for "being a good taxpayer" and the
negligible effects for trust in the economy are caused by upward
economic mobility expectations.
In general, for social trust the demonstrated capacity for
positional concerns and positional advantages to destroy social capital
supports well the existing empirical evidence in cross-country studies
for the trust-lowering impact of income inequality, taking account of
overall wealth effects (see Jordahl 2007, for an overview). In this
study, we can show that the effect at the aggregate level is not only
driven by the destructive effects exerted by those individuals who are
economically deprived, but also by those with a relative income
advantage.
This article presents analogous results of deleterious positional
concern effects for confidence in parliaments, courts, and the business
sector. Happiness studies have revealed the relevance of the "rule
of law" in both developing and developed countries, which dominates
the potentially beneficial effects of democratic decision making
(Bjornskov, Dreher, and Fischer 2010). Given that the quality of the
legal and court system and the confidence invested therein are in a
perpetual feedback relation (with each functioning as the other's
transmission channel), our finding bears important policy implications,
particularly for developing countries and emerging economies.
ABBREVIATIONS
ISSP: International Social Survey Programme
IV: Instrumental Variable
PPP: Purchasing Power Parity
doi: 10.1111/j.1465-7295.2011.00441.x
APPENDIX
TABLE Al
Description of Control Variables and Summary Statistics
Variable Mean SD Min
Main independent variables
Individual equivalent income ([y.sub.is]) 0.47 0.96 0.00
National median income ([y.sub.s]) 0.42 0.68 0.00
Abs. income (log) -3.12 2.97 -13.91
Abs. income (log), squared 18.58 29.79 0
Neg. income distance 0.17 0.23 0
Neg. income distance, squared 0.08 0.15 0
Pos. income distance 0.44 1.57 0
Pos. income distance, squared 2.67 127.28 0
Control variables
Female 0.53 0.50 0
Age 30-39 0.22 0.41 0
Age 40-49 0.20 0.40 0
Age 50-59 0.16 0.37 0
Age 60-69 0.14 0.34 0
Age 70-79 0.08 0.27 0
Age >80 years 0.02 0.12 0
Level of education 4.60 1.45 1
Level of education squared 23.23 13.46 1
Single 0.19 0.39 0
Separated or divorced 0.08 0.27 0
Widowed 0.09 0.28 0
Attendance of religious services 2.36 2.05 1
Catholic 0.41 0.49 0
Jewish 0.03 0.17 0
Protestant 0.21 0.41 0
Orthodox 0.06 0.24 0
No denomination 0.23 0.42 0
Buddhist 0.01 0.12 0
Muslim 0.01 0.10 0
Urban 0.49 0.50 0
Rural area 0.28 0.45 0
Self-employed 0.09 0.29 0
Unemployed 0.05 0.22 0
Retired 0.19 0.39 0
Housewife 0.10 0.30 0
Disabled 0.02 0.14 0
Out of labor force 0.01 0.10 0
Based on the
Variable Max VWS Variables
Main independent variables
Individual equivalent income ([y.sub.is]) 11.00 OECD equivalized
V216
National median income ([y.sub.s]) 2.13 See above
Abs. income (log) 2.40 See above
Abs. income (log), squared 193.47 See above
Neg. income distance 0.99 See above
Neg. income distance, squared 0.97 See above
Pos. income distance 139.26 See above
Pos. income distance, squared 19393.27 See above
Control variables
Female 1 V200
Age 30-39 1 V201
Age 40-49 1 V201
Age 50-59 1 V201
Age 60-69 1 V201
Age 70-79 1 V201
Age >80 years 1 V201
Level of education 7 V205
Level of education squared 49 V205
Single 1 V202
Separated or divorced 1 V202
Widowed 1 V202
Attendance of religious services 9 V59
Catholic 1 V217
Jewish 1 V217
Protestant 1 V217
Orthodox 1 V217
No denomination 1 V217
Buddhist 1 V217
Muslim 1 V217
Urban 1 Community type
variables
Rural area 1 See above
Self-employed 1 V206
Unemployed 1 V206
Retired 1 V206
Housewife 1 V206
Disabled 1 V206
Out of labor force 1 V206
Notes: This table is based on 25,623 observations in the generalized
trust regression (Table 1, column 2). Absolute income variables
measured in 1,000 PPP-adjusted international dollars.
TABLE A2
Description of Dependent Variables and Summary Statistics
Based on
the VWS
Variable Observations Mean SD Min Max Variables
Generalized trust 25,623 2.28 0.80 1 4 V19
Confidence in parliament 25,018 2.54 1.02 1 5 V20
Confidence in courts 25,144 2.86 1.09 1 5 V21
Confidence in business 24,579 2.72 0.95 1 5 V22
Confidence in church 24,919 2.92 1.20 1 5 V23
Tax morale 25,268 2.97 0.94 1 4 V16
Benefit morale 25,532 3.40 0.79 1 4 V17
No wrongful testimony 22,544 2.67 0.59 1 3 V63
TABLE A3
Country Means for Eight Dimensions of Social Capital
Percent
Generalized of Total Generalized Tax
Country Code Trust (count) Sample Trust Morale
1 DEU 1,890 5.80 2.31 2.67
2 USA 1,149 3.52 2.46 3.12
3 AUT 954 2.93 2.47 2.48
4 HUN 959 2.94 2.21 2.98
5 ITA 941 2.89 1.96 2.99
6 NLD 1,826 5.60 2.65 2.84
7 NOR 1,414 4.34 2.84 3.03
8 SWE 992 3.04 2.69 3.19
9 CZE 1,093 3.35 2.44 3.06
10 SVN 963 2.95 1.86 3.11
11 POL 1,032 3.17 2.07 3.01
12 BGR 1,014 3.11 1.97 3.21
13 RUS 1,409 4.32 1.97 2.32
14 NZL 890 2.73 2.52 3.04
15 CAN 664 2.04 2.50 3.08
16 PHL 1,096 3.36 2.12 2.95
17 ISR 1,138 3.49 2.04 2.91
18 JPN 1,068 3.28 2.22 3.39
19 ESP 2,215 6.79 2.26 3.34
20 LTV 1,073 3.29 1.99 2.61
21 SVK 1,167 3.58 1.88 3.01
22 FRA 1,035 3.17 2.27 2.73
23 PRT 1,132 3.47 2.13 3.05
24 RCH 1,398 4.29 1.87 3.00
25 DNK 1,022 3.13 2.69 3.15
26 CH 1,111 3.41 2.63 2.75
No
Government Wrongful Confidence in Confidence
Country Benefits Testimony Parliament in Business
1 3.23 2.66 2.38 2.77
2 3.48 -- 2.73 2.81
3 3.37 2.73 2.70 3.30
4 3.49 2.87 2.75 2.98
5 3.41 2.70 2.21 2.35
6 3.65 2.85 3.02 2.99
7 3.61 2.70 3.09 3.42
8 3.67 2.81 2.64 3.09
9 3.35 2.76 1.99 2.19
10 3.37 2.54 2.17 2.91
11 3.17 2.57 2.28 2.76
12 3.42 2.58 1.99 2.03
13 2.90 2.39 2.10 2.26
14 3.57 2.89 2.13 2.93
15 3.64 2.82 2.43 2.71
16 3.00 2.31 3.38 3.40
17 3.27 2.66 2.48 3.59
18 3.61 2.54 2.02 3.12
19 3.57 2.70 2.74 2.55
20 2.93 2.38 2.09 2.49
21 3.25 2.52 2.76 2.98
22 3.45 2.73 2.37 2.70
23 3.37 2.83 2.59 2.89
24 3.09 2.59 2.38 2.24
25 3.74 2.81 2.69 3.52
26 3.57 2.83 2.92 3.11
Confidence Confidence
Country in Courts in Church
1 2.87 2.50
2 3.04 3.31
3 2.96 2.74
4 2.72 3.09
5 2.65 3.02
6 3.08 2.73
7 2.94 2.90
8 2.93 2.62
9 2.30 2.37
10 2.75 2.55
11 2.55 3.29
12 2.09 2.59
13 2.01 3.04
14 2.94 2.83
15 2.88 2.87
16 3.31 3.92
17 3.07 2.60
18 2.46 2.09
19 2.91 2.92
20 2.43 3.07
21 2.25 3.10
22 2.10 2.36
23 2.43 3.36
24 2.78 3.57
25 3.22 3.00
26 2.70 2.92
Notes: Country averages of the social capital variables
based on the "generalized trust" sample (Table 1, column I).
TABLE A4
Determinants of Generalized Trust
Coefficient z value Elasticity
Abs. income (log) 0.192 ** (4.22) 0.375
Abs. income (log) squared 0.005 ** (2.84)
Neg. income distance -0.307 ** (2.67) -0.034
Neg. income distance squared 0.618 ** (3.81)
Pos. income distance -0.035 * (2.04) -0.033
Pos. income distance squared 0.00008 (0.60)
Female 0.011 (0.74) 0.204
Age 30-39 0.032 (1.32) 0.013
Age 40-49 0.102 (3.98) 0.016
Age 50-59 0.059 (2.11) 0.045
Age 60-69 0.056 (1.61) 0.021
Age 70-79 0.036 (0.87) 0.017
Age >80 years 0.219 (3.02) 0.007
Education level 2 -0.092 (1.30) -0.011
Education level 3 -0.073 (1.12) -0.031
Education level 4 0.042 (0.63) 0.018
Education level 5 0.148 (2.21) 0.109
Education level 6 0.262 (3.72) 0.054
Education level 7 0.372 (5.36) 0.109
Single 0.045 (2.07) 0.019
Separated or divorced -0.104 (3.75) -0.018
Widowed -0.024 (0.81) -0.004
Church attendance 2 0.101 (4.11) 0.022
Church attendance 3 0.122 (5.11) 0.031
Church attendance 4 0.138 (5.23) 0.029
Church attendance 5 0.271 (5.94) 0.020
Church attendance 6 0.304 (5.97) 0.017
Church attendance 7 0.147 (2.87) 0.007
Church attendance 8 0.223 (4.80) 0.016
Church attendance 9 0.153 (2.72) 0.006
Catholic -0.013 (0.31) -0.012
Jewish 0.002 (0.02) 0.0001
Protestant 0.034 (0.82) 0.016
Orthodox 0.089 (1.35) 0.012
No denomination 0.033 (0.79) 0.017
Buddhist -0.036 (0.48) -0.001
Muslim 0.229 (2.41) 0.005
Urban area -0.008 (0.39) -0.008
Rural area 0.046 (2.18) 0.029
Self-employed 0.023 (0.83) 0.005
Unemployed -0.085 (2.36) -0.010
Retired -0.016 (0.54) -0.006
Housewife -0.028 (0.99) -0.006
Disabled -0.156 (2.73) -0.007
Out of labor force -0.033 (0.44) -0.008
Observations 25,623
Pseudo [R.sup.2] 0.0751
Wald-test (all religious
denominations) 12.12
p value .096
Notes: Ordered probit estimation with country-fixed effects,
respectively. ** Significant at 1%o level; * significant at
5% level.
TABLE A5
Overview of Regression Results: Total Marginal Effects
Social Trust
Generalized
Absolute Income Trust Parliament
Relative Income Position: Negative
25th Percentile -0.0157 -0.0116
Relative income = 0 -0.0220 -0.0141
75th Percentile -- --
Relative income position: positive
25th Percentile -- --
Relative income = 0 -0.0026 -0.0014
75th Percentile -0.0036 -0.0016
Absolute income (in log-form)
25th Percentile 0.0177 -0.0019
Relative income = 0 0.0744 0.0002
75th Percentile 0.0223 0.0024
Confidence in Institutions
Absolute Income Courts Business Church
Relative Income Position: Negative
25th Percentile -0.0234 -0.0062 0.0035
Relative income = 0 -0.0273 -0.0108 0.0034
75th Percentile -- -- --
Relative income position: positive
25th Percentile -- -- --
Relative income = 0 -0.0019 -0.0012 -0.0009
75th Percentile -0.0021 -0.0020 -0.0009
Absolute income (in log-form)
25th Percentile 0.0112 0.0024 -0.0030
Relative income = 0 0.0102 0.0061 -0.0026
75th Percentile 0.0092 0.0131 -0.0023
Compliance with Social Norms
Tax Benefit No Wrongful
Absolute Income Morale Morale Testimony
Relative Income Position: Negative
25th Percentile -0.0404 -0.0618 0.0412
Relative income = 0 -0.0407 -0.0619 0.0444
75th Percentile -- -- --
Relative income position: positive
25th Percentile -- -- --
Relative income = 0 -0.0076 -0.0058 0.0047
75th Percentile -0.0074 -0.0057 0.0048
Absolute income (in log-form)
25th Percentile 0.0686 0.1603 0.0451
Relative income = 0 0.0429 0.1128 0.0203
75th Percentile 0.0212 0.0714 -0.0031
Notes: Total marginal effects are calculated for the 25th and the
75th percentiles of the log-income distribution and the log-income
for which both relative income positions are zero (for the average
equalized income), and their specific corresponding relative income
positions. All remaining covariates are evaluated at the social
capital-specific regression sample means.
TABLE A6
Instrumental Variable Regressions
Generalized
Trust Parliament
Neg. income distance -2.158 * (2.36) -1.059 (0.90)
Neg. income distance, squared 4.328 ** (3.79) 1.653 (1.18)
Pos. income distance -0.319 (1.61) -0.039 (0.16)
Pos. income distance, squared 0.006 (1.17) -0.002 (0.27)
Simple model
Neg. income distance -0.248 (0.49) 0.165 (0.25)
Pos. income distance -0.109 (1.93) -0.108 (1.52)
Observations 15,193 14,981
[R.sup.2] 0.140 0.150
(3) (4)
Courts Business
Neg. income distance 0.786 (0.62) 0.261 (0.24)
Neg. income distance, squared -1.569 (1.03) 0.851 (0.65)
Pos. income distance -0.248 (0.93) -0.477 (1.94)
Pos. income distance, squared 0.003 (0.52) 0.011 (1.59)
Simple model
Neg. income distance -0.624 (0.89) -0.524 (0.87)
Pos. income distance -0.114 (1.42) -0.085 (1.34)
Observations 15,047 14,826
[R.sup.2] 0.140 0.110
(5) (6)
Church Tax Morale
Neg. income distance -0.606 (0.48) -0.054 (0.04)
Neg. income distance, squared -0.123 (0.08) -3.262 * (2.19)
Pos. income distance -0.032 (0.11) 0.271 (1.14)
Pos. income distance, squared 0.005 (0.68) -0.006 (0.93)
Simple model
Neg. income distance -1.330 (1.91) -1.307 * (2.02)
Pos. income distance 0.162 * (2.08) 0.068 (1.00)
Observations 14,772 15,076
[R.sup.2] 0.250 0.070
(7) (8)
Benefit No Wrongful
Morale Testimony
Neg. income distance 0.098 (0.10) -1.565 * (1.96)
Neg. income distance, squared -1.232 (0.98) 1.579 (1.71)
Pos. income distance -0.160 (0.72) -0.030 (0.17)
Pos. income distance, squared 0.002 (0.29) 0.004 (0.86)
Simple model
Neg. income distance -0.853 (1.56) -1.189 ** (2.60)
Pos. income distance -0.096 (1.48) 0.133 * (2.35)
Observations 15,198 14,172
[R.sup.2] 0.060 0.040
Notes: Four estimations with country-fixed effects. Instruments are
region-fixed effects and a dichotomous measure of having
supervisory power. "Neg. income distance" is defined as ([y.sub.s]
- [y.sub.is])/[y.sub.s] if [y.sub.is] < [y.sub.s] and 0 otherwise,
and "pos. income distance" as ([y.sub.is] - [y.sub.s])/[y.sub.s] if
[y.sub.is] [greater than or equal to] [y.sub.s], and 0 otherwise,
with [y.sub.s] denoting the national median income.
** Significant at 1% level; * significant at 5% level.
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JUSTINA A.V. FISCHER and BENNO TORGLER *
* Both authors wish to thank Steven Stillman, an anonymous referee,
and conference participants at the European Economic Association
Conference (2007), Aarhus School of Business (2007), Annual Congress of
the Verein fuer Socialpolitik (2007), European and American Public
Choice Conferences (both 2006) for their suggestions. Both authors
gratefully acknowledge financial support from the Swiss National Science
Foundation (SNF). Justina Fischer is also grateful for the Marie Curie
fellowship scheme (RTN ENABLE) for funding and the DIW Berlin tot her
hospitality. We also wish to thank Julia Angelica and Alison Macintyre
for professional editing.
Fischer: Senior Researcher, University of Mannheim, Faculty of
Economics, L7, 3-5, 68131 Mannheim, Germany; Associate Professor,
University of Oradea, Department of International Relations and European
Studies (RISE), Faculty of History, Geography, and International
Relations, str. Universitatii, nr.l, 410087 Oradea, Romania. Phone +41
(0)31 6313432, Fax +41 (0) 31 631 3630, E-mail mail @j
ustinaavfischer.de
Torgler: Professor, Queensland University of Technology, School of
Economics and Finance, GPO Box 2434, Brisbane, Australia: EBS Universitat fur Wirtschaft und Recht, EBS Business School, ISBS,
Rheingaustrasse 1 65375 Oesterich-Winkel, Germany: CREMA-Center for
Research in Economics, Management and the Arts, Gellertstrasse 18,
CH-4052 Basel, Switzerland. Phone +61 7 3138 2517, Fax +61 7 3138 1500,
E-mail
[email protected]
(1.) In the ancient world, Aristotle (1924) treated envy in his
Rhetoric. During the age of enlightenment, Immanuel Kant, in his 1785
Metaphysics of Morals, and Francis Bacon, in his 1625 Of Envy, discussed
in detail the psychology of ingratitude and "Schadenfreude,"
provided well-developed definitions of envy, and emphasized the
importance of social comparisons. Other, modern classical philosophers
such as Schopenhauer, Kierkegaard, or Nietzsche have also stressed the
function of envy in human society.
(2.) Most of the existing studies on the effect of relative income
position locus on its association with happiness (e.g., Clark and Oswald
1996; Dorn et al. 2007; Ferrer-i-Carbonell 2005: Luttmer 2005; Senik
2004, 2008).
(3.) However, we are aware that it is possible to explore
alternative theories such as ambition, hope, tolerance or gratification (see, e.g., Senik 2004, 2008).
(4.) This study includes one additional country, increasing the
variation in national reference income. The analysis in Fischer and
Torgler (2006a) is partly flawed in the way reference income and
relative income are defined, causing a quite high correlation which
partly hinders statistical identification.
(5.) See Becker (1974), Easterlin (1974), Pollak (1976), Scitovsky
(1976), Boskin and Sheshinski (1978), Schelling (1978), Frank (1985),
Akerlof and Yellen (1990).
(6.) For example, Stouffer (1949) has shown that the relatively
rapid average promotion rate for the group as a whole tends to lead to
frustration about individual promotion rates.
(7.) It can be argued that the effect might depend on the structure
of the tax system, in particular on progression of the income tax
schedule. A higher degree of progression may reduce the negative impact
of a relative disadvantage, but also the positive effect of a relative
advantage. In our model, country/region-fixed effects will implicitly
control for such an impact.
(8.) See Bjoruskov (2007) for a discussion of the various
dimensions of social capital and their interrelations.
(9.) According to the modified OECD equivalence scale, equivalent
household income is obtained by dividing it through a specific
correction factor that takes account of economies of scale in household
production. This correction factor assigns the first adult in the
household a weight of 100%, and every remaining adult a weight of 50%,
while any child receives a weight of 30%. The income of a typical
2-parents-2-children household would then be corrected by dividing by
2.1 (= 1 + 0.5 + 2 x 0.3).
(10.) The empirical happiness literature has rather employed the
mean income as benchmark income (e.g., Dorn et al. 2007;
Ferrer-i-Carbonell 2005). In our sample, however, the average is often
located around the 70th percentile of the income distribution, letting
its role as comparison income appear unlikely. Regional and national
income is highly correlated ([rho] = 0.96), and estimation with a
regional comparison income yields qualitatively identical results. Using
a similar specification, results for the regional and national
(subsistence/median) income and a graphical representation of main
income effects are reported in Fischer and Torgler (2006a, 2006b).
(11.) Purchasing Power Parity (PPP) conversion scales may be
subject to measurement errors and lead to imprecise estimates.
(12.) The descriptive statistics are reported in Table A1.
(13.) The first uses bi-regional average income per year using the
GSOEP, while the second employs average wages in the same profession for
an observed cross-section of workers.
(14.) Taking the log avoids quasi-multicollinearity (correlation
too high with the relative income variables). To account for
nonlinearities, we also include its squared term, while conducting a
test on joint significance. As social capital should not he equated with
utility, the functional form should be chosen as flexible as possible.
(15.) Partial correlation between two out of the six income
variables controls for the whole set of individual-level variables (in
addition to the four remaining income variables, as in the full model
presented in the Appendix).
(16.) Inclusion of fixed effects does not permit correction of
within-group correlation through clustering at the aggregate level
(Moulton 1990).
(17.) On the basis of previous empirical happiness literature, we
consider a Pseudo [R.sup.2] of about 0.06 as good (e.g., Frey and
Stutzer 2000).
(18.) In contrast, Dorn et al. (2007) assume asymmetry only with
respect to the second derivative of the estimated happiness function,
and a symmetric one with respect to its first.
(19.) Although the Wald-test tests the null hypothesis that two (or
more) coefficient estimates are jointly insignificant ([H.sub.0]:
coeff(var1) = coeff(var2) = 0), we will henceforth term it
"Wald-test of joint significance" as often encountered in the
empirical literature.
(20.) Causing reversed causality, engagement in social activities
might be perceived as high productivity signal by the employer leading
to higher wages. For example, for an omitted third factor, optimistic persons might view their peers as more trustworthy, on the one hand, and
be more financially successful, on the other.
(21.) All Spearman's rank correlation coefficients are
significant at the 1% level.
(22.) Even though the coefficient estimate on absolute income is
for its logarithmized form, the total elasticity pertains to equivalized
absolute income in its original form.
(23.) Original question: "Generally speaking, would you say
that people can be trusted or that you can't be too careful in
dealing with people'?" Possible answers were "people can
almost be trusted," "people can usually be trusted,"
"you usually can't be too careful in dealing with
people," or "you almost always can't be too careful in
dealing with people."
(24.) The ISSP also includes a question whether people perceive
themselves as being treated fairly by others. Preliminary empirical
analyses revealed that this question is most likely not a measure of
generalized trust, but approximates a different construct. Possibly, it
constitutes rather a form of particularized trust rather than
generalized trust.
(25.) Examples for a retaliating behavior are criminal activities:
An envious person experiences an increase in his/her utility by
destroying others' assets, even if destruction comes at some costs
(see Mui 1995).
(26.) Original question: "How much confidence do you have
in.... (1) parliament, (2) business and industry, (3) churches and
religious organizations, (4) courts and the legal system." Possible
answers were "complete confidence," "a great deal of
confidence," "some confidence," "very little
confidence," or "no confidence at all."
(27.) Original question: see footnote 26.
(28.) Original question: "Consider the situations listed
below. Do you feel it is wrong or not wrong if ... a taxpayer does not
report all of [his/her] income in order to pay less income tax?"
Possible answers were "not wrong," "a bit wrong,"
"wrong," and "seriously wrong."
(29.) Original question: "Do you feel it is wrong or not wrong
if a person gives the government incorrect information about
[himself/herself] to get government benefits that [he/she] is not
entitled to'?" The range of possible answers is the same as in
the preceding footnote.
(30.) For example, if funds for government subsidies are from the
European Union or another international source, the benefit cheater does
not feel as if he/she was cheating on his/her own peers.
(31.) The questionnaire describes the following situation:
"Suppose you were riding in a car driven by a close friend. You
know he is going too fast. He hits a pedestrian. He asks you to tell the
police that he was obeying the speed limit. Which statement comes
closest to your belief about what your friend has a right to expect from
you?" Possible answers were "My friend has a DEFINITE right as
a friend to expect me to testify that he was obeying the speed
limit," "My friend has SOME fight as a friend to expect me to
testify that he was obeying the speed limit," or "My friend
has NO right as a friend to expect me to testify that he was obeying the
speed limit."
(32.) The tests of joint significance on all three income variable
and their squared terms, however, do reject the null, suggesting that
(non-interacted) relative and absolute income does matter to
people's social capital contribution.
TABLE 1
Generalized Trust and Confidence in Institutions I
(1) (2)
Generalized Trust Parliament
Abs. income (log) 0.192 ** (4.22) 0.054 (1.43)
Abs. income (log), squared 0.005 ** (2.84) -0.003 (1.80)
Neg. income distance -0.307 ** (2.67) -0.267 * (2.38)
Neg. income distance, squared 0.618 ** (3.81) 0.452 ** (2.93)
Pos. income distance -0.035 * (2.04) -0.026 * (2.06)
Pos. income distance, squared 0.00008 (0.60) 0.0002 * (2.36)
Total elasticity abs. income
(at mean) 0.3757 0.1790
Total elasticity neg. income
distance (at mean) -0.0345 -0.0449
Total elasticity pos. income
distance (at mean) -0.0330 -0.0258
Observations 25,623 25,018
Pseudo [R.sup.2] 0.0751 0.0583
Tests of joint significance
Wald-test abs. income 21.61 ** 6.25 *
p value .0000 .0439
Wald-test neg. income distance 14.71 ** 8.90 *
p value .0006 .0117
Wald-test pos. income distance 21.10 ** 6.61 *
p value .0000 .0368
(3) (4)
Courts Business
Abs. income (log) 0.081 * (2.08) 0.195 ** (4.86)
Abs. income (log), squared 0.002 (1.25) -0.003 (1.93)
Neg. income distance -0.307 ** (2.77) -0.247 * (2.20)
Neg. income distance, squared 0.448 ** (2.95) 0.670 ** (4.36)
Pos. income distance -0.021 (1.57) -0.027 (1.95)
Pos. income distance, squared 0.0002 (1.80) 0.0001 (1.21)
Total elasticity abs. income
(at mean) 0.1529 0.5447
Total elasticity neg. income
distance (at mean) -0.0543 -0.0089
Total elasticity pos. income
distance (at mean) -0.0184 -0.0285
Observations 25,144 24,579
Pseudo [R.sup.2] 0.0596 0.0668
Tests of joint significance
Wald-test abs. income 5.12 30.95 **
p value .0773 .0000
Wald-test neg. income distance 9.95 ** 19.63 **
p value .0069 .0001
Wald-test pos. income distance 3.71 39.34 **
p value .1567 .0000
Notes: Ordered probit estimation with country-fixed effects.
(Total) elasticities are calculated at the sample mean for the
highest category of the social capital variable, elasticities are
for the non-logarithmized form of absolute income. "Neg. income
distance" is defined as ([y.sub.s] - [y.sub.is])/[y.sub.s], if
[y.sub.is] < [y.sub.s] and 0 otherwise, and "pos. income distance"
as ([y.sub.is] - [y.sub.s])/[y.sub.s] if [y.sub.is] [greater than
or equal to] [y.sub.s], and 0 otherwise, with [y.sub.s] denoting
the national median income.
* Significant at 1% level; ** significant at 5% level.
TABLE 2
Confidence in Institutions II and Compliance with Social Norms
(5) (6)
Church Tax Morale
Abs. income (log) -0.021 (0.55) 0.035 (0.89)
Abs. income (log), squared -0.0001 (0.06) 0.005 ** (2.85)
Neg. income distance 0.029 (0.26) -0.114 (1.01)
Neg. income distance, squared -0.004 (0.03) 0.088 (0.57)
Pos. income distance -0.008 (0.61) -0.021 (1.53)
Pos. income distance, squared 0.0001 (0.94) 0.0001 (1.53)
Total elasticity abs. income
(at mean) -.0396 .0026
Total elasticity neg. income
distance (at mean) .0124 -.0175
Total elasticity pos. income
distance (at mean) -.0059 -.0099
Observations 24,919 25,268
Pseudo [R.sup.2] .1129 .0399
Tests of joint significance
Wald-test abs. Income 0.31 8.23 *
P value .8569 .0163
Wald-test neg. income distance 0.10 1.04
p value .9492 .5942
Wald-test pos. income distance 4.75 2.35
p value .0931 .3092
(7) (8)
No Wrongful
Benefit Morale Testimony
Abs. income (log) 0.144 ** (3.57) -0.035 (0.59)
Abs. income (log), squared 0.008 ** (4.42) 0.006 * (2.35)
Neg. income distance -0.156 (1.33) 0.135 (0.84)
Neg. income distance, squared 0.197 (1.22) -0.451 * (2.13)
Pos. income distance -0.015 (1.09) 0.014 (0.75)
Pos. income distance, squared 0.00006 (0.69) 0.0001 (0.82)
Total elasticity abs. income
(at mean) .0713 -.0249
Total elasticity neg. income
distance (at mean) -.0119 -.0073
Total elasticity pos. income
distance (at mean) -.0047 .0002
Observations 25,532 22,544
Pseudo [R.sup.2] .0547 .0743
Tests of joint significance
Wald-test abs. Income 27.33 ** 8.01 *
P value .0000 .0182
Wald-test neg. income distance 1.98 5.12
p value .3717 .0773
Wald-test pos. income distance 8.08 * 0.89
p value .0176 .6421
Notes: See Table 1.
TABLE 3
Overview of Regression Results
Social Trust
Generalized
Trust Parliament
Relative income position
Neg. income distance - -
Neg. income distance, squared + +
Pos. income distance - -
Pos. income distance, squared (+) +
Absolute income + (+)
Model with absolute income only
Abs. income + (+)
Abs. income, squared + (-)
Confidence in
Institutions
Courts Business Church
Relative income position
Neg. income distance - -
Neg. income distance, squared + +
Pos. income distance (-)
Pos. income distance, squared (+)
Absolute income + +
Model with absolute income only
Abs. income + + -
Abs. income, squared (+) (-)
Compliance with Social Norms
No
Tax Benefit Wrongful
Morale Morale Testimony
Relative income position
Neg. income distance (+)
Neg. income distance, squared -
Pos. income distance (-)
Pos. income distance, squared (+)
Absolute income (+) + (-)
Model with absolute income only
Abs. income + +
Abs. income, squared + + +
Notes: -and + indicate social capital diminishing-increasing
influences, independently significant at least at the 5% or 1%
level. (-) and (+) denote influences that are only jointly
significant according to the Wald-tests.