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Direction des Études et Synthèses Économiques
G 2016 / 01
Time to smell the roses? Risk aversion, the timing of inheritance receipt,
and retirement
Bertrand Garbinti et Simon Georges-Kot
Document de travail
Institut National de la Statistique et des Études Économiques
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INSTITUT NATIONAL DE LA STATISTIQUE ET DES ÉTUDES ÉCONOMIQUES
Série des documents de travail de la Direction des Études et Synthèses Économiques
JANVIER 2016
Nous remercions Didier BLANCHET, Carole BONNET, Yves DUBOIS, Xavier D'HAULTFOEUILLE, Malik KOUBI, Olivier LOISEL, Anthony MARINO, Julien PRAT, Corinne PROST, Muriel ROGER et les participants du séminaire D2E/Insee.
_____________________________________________
* Insee Crest - Banque de France
** Département des Études Économiques - Division « Redistribution et Politiques Sociales » Timbre G210 - 15, bd Gabriel Péri - BP 100 - 92244 MALAKOFF CEDEX
Département des Études Économiques - Timbre G201 - 15, bd Gabriel Péri - BP 100 - 92244 MALAKOFF CEDEX - France - Tél. : 33 (1) 41 17 60 68 - Fax : 33 (1) 41 17 60 45 - CEDEX - E-mail : [email protected] - Site Web Insee : http://www.insee.fr
Ces documents de travail ne reflètent pas la position de l’Insee et n'engagent que leurs auteurs. Working papers do not reflect the position of INSEE but only their author's views.
G 2016 / 01
Time to smell the roses? Risk aversion, the timing of inheritance receipt,
and retirement
Bertrand GARBINTI* et Simon GEORGES-KOT**
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2
Time to smell the roses? Risk aversion, the timing of inheritance receipt,
and retirement
Abstract
Understanding when workers choose to retire is key for the design of public pensions and labor market policies. Private wealth may play a substantial role in retirement decisions, but little is still known on the link between the two. In this paper, we explore a new way to leverage the receipt of an inheritance as a plausible exogenous wealth shock, by relying on the precise timing of receipt. Using retrospective calendars from the French wealth survey, we find that, at any age between 55 and 65, chances of current labor market exit are 40% higher among individuals who inherit at that age than among those who inherit in the next few years. To go further in understanding the effect of inheritance receipt on labor force participation, we develop a model of retirement choice with risk aversion and an endogenous replacement rate and we test its predictions. We find that inheritance receipt triggers current labor force exit because risk averse individuals plan their retirement date according to the certainty equivalent of their bequest, not its expected value.
Keywords: Retirement, inheritance, labor supply, risk aversion
L’effet de l’héritage sur le départ à la retraite
Résumé
Pourquoi et quand part-on à la retraite ? Les réformes du système de retraite reposent souvent sur des réponses implicites à cette question. S’il est clair que les paramètres du système (durée de cotisation, taux de remplacement, décote, …) ont un fort effet sur la décision de départ à la retraite, les connaissances sur le lien entre retrait de la vie active et patrimoine privé sont faibles.
Notre travail tente d’éclairer ce lien en utilisant le fait de recevoir un héritage et le moment exact où l’héritage est reçu comme sources de variation du patrimoine des individus. Nous utilisons plusieurs millésimes de l’enquête Patrimoine de l’Insee (1992, 1998, 2003 et 2009) en mettant à profit la description chronologique précise tant du parcours professionnel des individus que de leurs héritages.
En centrant notre analyse sur les personnes de 55 à 65 ans qui ont reçu un héritage, nous montrons que la probabilité de départ à la retraite augmente de 40 % l’année de réception de l’héritage, comparée à une réception plus tardive. Afin de mieux comprendre les mécanismes sous-jacents, nous développons et testons les prédictions d’un modèle théorique de choix de départ à la retraite qui prend en compte l’aversion au risque et le fait que le taux de remplacement dépend de la date de départ. Nous montrons que l’effet de l’héritage sur le départ à la retraite peut s’expliquer par le fait que les individus averses au risque se basent sur l’ « équivalent certain » et non pas la valeur anticipée de leur héritage.
Mots-clés : Retraite, héritage, offre de travail, aversion au risque
Classification JEL : J14, J26
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1 Introduction
Understanding when people choose to retire is key for the design of public pensions and labor
market policies. It has been the focus of an extensive literature investigating the effect of factors
as diverse as health status, longevity, private and public pensions, or health insurance.1 While
there has been much theoretical work on the retirement effect of individual wealth, be it in the
form of private assets or Social Security entitlements,2 empirical work has often failed to provide
causal evidence of this link, or found contradictory results.3 Wealthy individuals typically have
distinct preferences, for example regarding leisure or time, both of which can in turn influence
labor market participation. Finding truly exogenous sources of variation of private wealth is
difficult, particularly if one requires these variations to take place around ages where individuals
might prefer to completely withdraw from the labor market rather than to make adjustments at
the intensive margin. In this paper, we explore a new way to leverage the receipt of an inheritance
as a plausible exogenous wealth shock, by relying on the precise timing of receipt. We build on
the fact that, conditionally on receiving an inheritance within a few years, the exact moment of
receipt is largely random.4 Using retrospective calendars from the French Wealth Survey, we find
that, for any age between 55 and 65, chances of current labor market exit are 40% higher among
individuals who inherit at that age than among individuals who inherit in the next few years.
To go further in understanding the effect of inheritance receipt on labor force participation, we
develop a model of retirement choice with risk aversion and an endogenous replacement rate.
We find that inheritance receipt triggers current labor force exit because risk averse individuals
plan their retirement date according to the certainty equivalent of their bequest, not its expected
value.
As in many countries, public pensions make up most of retirees’ financial resources in France,
providing them with 75% of their pre-retirement income on average (COR (2013)). In order to
unlock their pension, individuals must work until the legal retirement age. In addition, they must
contribute to the pension system for a given number of years in order to retire with full benefits.
In case of early retirement, an individual’s pension is scaled down in proportion of the number of1See among many others Bloom, Canning, Mansfield, and Moore (2007), Bloom, Canning, and Moore (2014),
Burtless (1986), Gruber and Madrian (1995), Bloemen (2011).2Examples include Kingston (2000) or Stock and Wise (1990).3See for example Samwick (1998) for a survey of the literature on the effects of Social Security, and a re-
examination of some of the evidence.4There are some reasons to doubt that the receipt of an inheritance itself is completely exogenous and inde-
pendent of workers’ characteristics (see e.g. Hurst and Lusardi (2004)). Our strategy enables us to overcomethe usual issue that inheritors and other individuals are not comparable due to unobservable characteristics (cf.section 2).
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missing years. Considering the importance of public pensions in France, we investigate whether
the effect of inheritance receipt on retirement depends on an individual’s pension entitlement
status. We find that the increase in exit rates among individuals who happen to inherit before
or after the legal retirement age is very comparable. This increase is also very similar among
individuals who happen to inherit before or after having reached the necessary contribution
length. The main effect of inheritance receipt seems to be instantaneous rather than delayed
labor market exit, regardless of whether individuals face a high cost of exit or not. This suggests
that some individuals are willing to give up a substantial part of their benefits in order to exit
the labor market a few years earlier, when they can afford to do so.
Previous work has highlighted the fact that, when individuals anticipate the receipt of an
inheritance, adjustments of their labor force participation might have already occurred at the
date of receipt. In this scenario, only inheritances representing a higher amount than expected
can have an impact on current retirement probability. We explore an alternative interpretation
of our results. Building on a simple model of retirement decision under uncertainty, we show
that, when individuals are risk averse and bear the risk associated with their own inheritance,
the receipt of an inheritance can have labor supply effects even when the amount received was
perfectly anticipated. This is because individuals make their lifetime labor supply decisions with
respect to the certainty equivalent of the inheritance rather than its expected value.5 Using
multiple measures of risk aversion available in our data, we are able to test the validity of
this framework. Consistent with our model, we show that the receipt of an inheritance has a
particularly large effect on current retirement rates for the most risk averse individuals.
Despite the existence of an important literature investigating the effects of private wealth on
labor supply decisions, direct evidence of an impact on retirement behavior is still scarce. Kaplan
(1987) and Imbens, Rubin, and Sacerdote (2001) studied lottery players, and both showed that
lottery winners’ labor earnings were significantly reduced, all the more so as they were close
to the retirement age. Using the bull market of the 1990s, Coronado and Perozek (2003) and
Sevak (2002) both found that households who benefited from unanticipated capital gains ended
up retiring earlier than others. However, with the same strategy, Coile and Levine (2006) found
no evidence of changes in labor supply due to variations in stock market. Earlier studies also
leveraged the receipt of an inheritance as a credible exogenous wealth shock, but with similarly
ambiguous conclusions. Holtz-Eakin, Joulfaian, and Rosen (1992) showed that a single person
who inherits about $150,000 is four times more likely to leave the labor market than one who5This was one of the interpretation suggested by Brown, Coile, and Weisbenner (2010).
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inherits less than $25,000. Joulfaian (2006) and Bo, Halvorsen, and Thoresen (2013) also both
found significant effects, but much smaller in magnitude. On the other hand, Joulfaian and Wil-
helm (1994) found inconclusive results on older workers in the Panel Study of Income Dynamics.
The papers closest to ours are Brown, Coile, and Weisbenner (2010) and Blau and Goodstein
(2015), who concentrate exclusively on retirement decisions following the receipt of an inheri-
tance. Using data from the Health and Retirement Survey (HRS), Brown, Coile, and Weisbenner
(2010) show that individuals who inherit between two waves of the survey are also more likely to
exit the labor market during that time. Using information on inheritance expectations, they are
also able to test whether the effect is entirely concentrated on workers receiving more than they
expected, but find effects of similar magnitudes for individuals receiving more than expected and
exactly what they anticipated. While Brown, Coile, and Weisbenner (2010) study households
behavior, Blau and Goodstein (2015) focus on married individuals. They show that the receipt
of an inheritance has a negative effect on own labor force participation, but no effect on that of
the spouse.
Our study differs from previous work in a number of ways. We explore a new source of
randomness associated with inheritance by focusing on the precise timing of receipt among heirs,
namely by comparing individuals who receive an inheritance at a given age with individuals who
receive one in the next few years rather than with all individuals. We also clarify the theoretical
status of risk aversion using a simple lifecycle model. Empirically, we find that individuals behave
in a way that is consistent with our model, where the most risk averse individuals are also those
for whom the labor market response of inheritance receipt is the strongest. This sheds new light
on why workers might adjust their labor supply after the receipt of an inheritance, including
in the case where they perfectly anticipated it. The rest of the paper is organized as follows.
Section 2 describe our empirical strategy more in details, section 3 presents the data used in the
analysis, sections 4 to 6 present our results, and section 7 concludes.
2 Empirical strategy
Multiple studies have used the receipt of an inheritance as a plausible exogenous wealth shock.
However, there are some reasons to doubt that receiving an inheritance is actually a clear random
event. Individuals who inherit may differ from those who do not, be it in their education,
occupation, personal wealth, or other characteristics (sometimes unobservable and so hardly
possible to control for), in particular because of important intergenerational correlations in all
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those variables. For instance, in their study of entrepreneurship, Hurst and Lusardi (2004)
found that both past and future inheritances predict current business entry, suggesting that
individuals who inherit at some point are just fundamentally different than those who do not.6
In this paper, we attempt to go beyond this limit by leveraging the precise timing of inheritance
receipt. Concentrating on individuals who do receive an inheritance over their life, we propose
to use the timing of inheritance receipt as a more exogenous wealth shock. Specifically, at any
age, we propose to compare individuals who receive an inheritance at that age with individuals
who receive an inheritance in the next few years. The assumption behind this strategy is that,
conditionally on inheriting within a restricted time range, the exact time at which individuals
receive that inheritance is essentially random.
Econometrically, we build on the tools of duration analysis. We consider the standard Cox
proportional hazard model:
hi(t) = h0(t) exp(αInhit +Xitβ) (1)
where hi(t) denotes the hazard rate for individual i at age t, i.e. the instantaneous retirement
probability of i conditional on still being employed at t. Inhit is a dummy with value 1 if i
receives an inheritance at t, and 0 if i receives an inheritance in a given time interval after t, say
]t, t+T [. If we denote tbi the time at which i inherits, Inhit takes value 1 when t = tbi and 0 when
t is in ]tbi − T ; tbi [. Xit is a vector of individual and potentially time-varying covariates. In this
model, the parameter of interest is α: the probability of labor market exit at t is multiplied by
exp(α) when an inheritance is received at t.
The estimation of model (1) requires information in continuous time, which is not available
in our data. Instead, we observe events grouped in 1-year intervals. In this context, it can be
shown that model (1) can be rewritten as a binary model with a complementary log-log link
function to accommodate interval data.7 We use this model to estimate the parameters α and
β.
In practice, we estimate the parameters of model (1) using the following specification:
y∗it = µt + αInhit +Xitβ + εit (2)
where y∗it is the latent variable such that yit = 1{y∗it≥0} with yit a dummy indicating that
6They do not control for parents’ characteristics.7See for example Garbinti (2014)
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individual i retired during interval [t, t+ 1[. µt is an age-specific effect,8 and the error term
εit follows a complementary extreme value type I distribution (specifically, P (ε > x) = 1 −
exp (− exp (−x))). Inhit is a dummy with value 1 if individual i received an inheritance between
[t, t + 1[, and 0 if she receives an inheritance between [t + 1, t + T [. The parameters α and β
identified by model (2) are the same as those in model (1).
Before continuing, we should make it clear that, even though we use tools from duration
analysis, our approach differs slightly from traditional survival models. In these models, all
individuals are followed until they either retire, or exit the sample for possibly unknown reasons
(censorship). Here, we do not follow individuals until their exit from the labor market as this
would be fundamentally incompatible with our empirical strategy. We want to compare inheritors
with similar characteristics who differ only by the timing of their inheritance. A natural way
of doing so is to compare the behavior of the individuals who receive their inheritance between
[t, t+ 1[ with the one of those who receive their inheritance slightly latter. For this purpose, we
only keep observations corresponding to individuals who either receive an inheritance between
[t, t+ 1[ or do not receive their inheritance between [t, t+ 1[ but receive it between [t+ 1, t+ T [.
Had we used a standard survival model set up, all non-retired individuals would have been kept
in the sample at every time t, even when they have not received an inheritance between t and
t + T . However, there is no reason why individuals who have already received an inheritance
at t0 < t should be compared with people who have not yet received any inheritance. In a
policy evaluation setup, the first group of individuals would be considered as already treated,
and would thus not be eligible to be part of the control group.9 In addition, those individuals are
non-compliers since they stayed in the labor force even after having received the "treatment".
Put differently, they probably constitute a selected subsample of the individuals who inherited
at t0. They potentially have a stronger attachment to the labor market. Including them in the
control group at t would lead to an underestimation of the baseline retirement probability of
individuals at t, and an overestimation of the effect of inheritance on retirement.10 Therefore,
for each age, we do not include observations corresponding to these situations. This approach
is essentially similar to assuming a frailty model, except that we only care about obtaining
unbiased estimates of the treatment variable, not about recovering the parameters associated
with the frailty distribution.8The legal retirement age is constant over our period of analysis.9Later in the paper, we investigate the lagged effect of inheritance receipt. When we do so, we also keep
observations corresponding to individuals who have received an inheritance in the previous few years, i.e. between]t− T, t− 1].
10We confirm this point in section 4.2.
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3 Data
We use data from the Enquête Patrimoine (EP), the French wealth survey. The EP is conducted
by the French statistical office every 6 years on a sample of about 15,000 households in which
wealthier households are overrepresented. We pool data from the years 1998, 2004 and 2010.
Those surveys provide detailed information on the main socio-economic characteristics of the
households, and on the composition of their assets. For the 2004 and 2010 waves, a fraction
of the individuals were also asked specific questions on their attitude towards risk. Specifically,
individuals had to rank themselves on a scale from 0 (very careful) to 10 (likes to take risks),
and were proposed a simple lottery detailed in Appendix C. In all waves, respondents are asked
to report their main career changes over their life, such as any interruption of activity, change
of labor force status (e.g. from employed to self-employed), or retirement decision, along with
the year at which these changes occurred. Individuals are also asked whether they received any
inheritance at some point in their lives. For each inheritance received, they are then asked the
year at which they received it, as well as who they received it from (parents, distant relatives,
. . . ), the amount and the nature of the inheritance (cash, real estate, . . . ).
From these retrospective calendars, we build a database containing one observation for each
year lived by each individual (i.e. for each individual, years between the reported birth year and
the year of the interview). This new database contains time-invariant variables (e.g. household
socio-demographic variables at the time of the interview) as well as time-varying variables such
as the labor force status of each individual at each year, a dummy variable indicating inheritance
receipt in that year, and the number of years left to reach full pension rights.11 Since most
workers exit the labor market between 55 and 65, we concentrate on individuals aged within this
bracket at the time of the interview. In line with our empirical strategy, for each age a between
55 and 65, we keep observations corresponding to individuals employed or actively looking for
a job between [a − 1, a[.12 Active job seekers might be expected to respond to the receipt of
an inheritance in much the same way as employed individuals. Receiving an inheritance might
push them to exit the labor market completely rather than to keep looking for a job.13 We
consider that an individual has exited the labor market when she self-defines as either inactive
or retired.14 In the rest of the paper, we use the term retirement as a synonym for labor market11See Appendix B for a description of French pension regulations and of how we build this variable.12In particular, the self-employed are excluded from our sample.13The unemployed make up slightly less than 10% of our sample. We tested that our results do not change
much when they are excluded. The basic results are reported in Table 6 in appendix D.14In 2008, the possibility was introduced for employers and employees to mutually agree on a conventional
termination of the work contract between them. For employees, this can be an alternative to submitting their
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exit.
4 Inheritance receipt and retirement
4.1 Graphical Evidence
Before moving on to the econometric analysis, we provide simple graphical evidence on the effect
of inheritance receipt on labor market withdrawal. We compute for each age a ∈ [55, 65] the
proportion of individuals who leave the labor market at any time between [a, a+ 1[ among those
still employed at a. Figure 1 reports this proportion computed separately for individuals who
happen to receive an inheritance between [a, a+ 1[ (dashed line), and for individuals who have
not yet received an inheritance but will receive one within the next two years, i.e. between
[a+ 1, a+ 3[.
The figure first shows that the probability to leave the labor market varies significantly across
ages. Individuals who are still employed at ages 60 and 65 have a 50% to 60% chance to retire
at that age when no inheritance is received, whereas this conditional probability is quite stable
outside those ages, around 10% between [55, 60[ and 20% between ]60, 65[. As described in
appendix B, 60 is the age at which most workers can start to cash out their pension and 65 is
the age at which discounts are canceled, and consequently, many individuals wait until those
ages to retire. This pattern is roughly unchanged when the proportion of labor market exits is
computed among those who receive an inheritance at the age under consideration.
Figure 1 also shows that at most ages a, the proportion of individuals who withdraw from the
labor market is higher among those who receive an inheritance at exactly a than among those
who have not yet received an inheritance. The degree to which this is the case varies substantially
with age. For example, the probability to retire doubles when an inheritance is received at ages
55 and 64, but it is roughly unchanged at ages 58 and 60. Overall, these results are indicative
that receiving an inheritance at any age between 55 and 65 is associated with an increase in the
probability to retire at that age.
resignation (which does not give rights to unemployment insurance), while for employers it is cheaper and easierthan a normal layoff. As workers who benefit from such a contractual termination are entitled to unemploymentinsurance, it is unclear whether they would self-declare as unemployed, retired or inactive. This could be a sourceof bias if individuals choose this particular channel to exit the labor market after the receipt of an inheritance.To be sure, we tested that restricting our sample to observations made before 2008, when contractual terminationwas not possible, does not change our results.
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4.2 Econometric results
To go one step further, we turn to the econometric analysis described in section 2, which builds on
the intuitions from Figure 1. The first two columns of Table 1 show the results of the estimation
of model 2 on our sample. For any age a between 55 and 65, we detect a very significant impact
of receiving an inheritance at that age on the instantaneous probability to retire. Specifically,
column (1) reveals that individuals who receive an inheritance at a are 39% (exp(.326)) more
likely to exit the labor market at a than those who have not yet received an inheritance, but
who will receive one in the next 2 years. Column (2) of Table 1 shows that this estimate is
virtually unchanged by the introduction of a full set of controls for individual characteristics,
including socio-economic status, gender, and education. This suggests that timing of inheritance
receipt over a short period of time is indeed only weakly correlated with workers’ characteristics,
including those affecting retirement age. In Table 3, we estimate the same model for several
socio-demographic subgroups. We find that the effects are generally larger for individuals of
lower SES or lower education.
Columns (3) and (4) of Table 1 report the results of the estimation of the same model as
in columns (1) and (2), but comparing individuals who receive an inheritance at t with all
other individuals employed at t. If inheritance receipt is correlated with unobserved workers’
characteristics influencing retirement age, this strategy should yield biased results. Those results
may then also depend on the extent to which individual heterogeneity can be accounted for in
the model. When excluding all controls, we find that individuals who receive an inheritance at
t are 32% more likely to retire that year than any other individual still employed at t. This
figure is slightly less than the result from column (1). However, when controls are included, we
find results that are very similar to the ones obtained with our previous strategy. Specifically,
when controlling for basic socio-economic characteristics of the individuals, we find that workers
who receive an inheritance at t are 38% (exp(.333)) more likely to retire that year than other
workers. Overall, this indicates that comparing inheritors with other individuals may lead to a
small downward bias in the estimation of the effect of inheritance receipt of retirement. It also
suggests that this bias can be largely eliminated by controlling for the basic socio-demographic
characteristics of individuals.
These results are in line with those of previous American studies, although not directly compa-
rable. Previous works have reported estimates based on logit or linear probability specifications,
whereas our model directly estimates multiplicative effects. When we rescale our estimates taking
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into account the mean retirement probability in our sample, we get a marginal effect equivalent
to a 5 percentage point decline in labor force participation following inheritance receipt.15 This
figure is slightly higher than Brown, Coile, and Weisbenner (2010) (2.3 percentage point decline)
but clearly in line with Blau and Goodstein (2015), with effects ranging from a 3.8 to a 6.5
percentage point decline (depending on whether men or women are considered). The main dif-
ference with Blau and Goodstein (2015) turns out to be that they find a lower effect for women
while our estimates are of the same order of magnitude whatever the gender.
As it has been pointed out by a number of studies (e.g. Brown, Coile, and Weisbenner
(2010)), the results from Table 1 could be driven by the fact that the death of a relative has a
direct effect on the labor market participation of an individual. For instance, some individuals
might stop working after the death of one of their parents to have more time to take care of their
surviving parent. In that case, our results would overestimate the effect of inheritance receipt on
retirement. Since inheritance is by essence associated with the death of an individual, these two
effects are hard to disentangle.16 A way to shed some light on this issue is to explore whether the
labor market response of individuals who inherit a given year varies whether they receive their
inheritance from their parents or from more distant relatives or friends. Under the assumption
that the death of a parent has a direct negative effect on labor market participation, we would
expect inheritances received from parents to be associated with a higher probability to withdraw
from the labor market. To test this, column (2) of Table 2 reports the results obtained for
the estimation of model (2), distinguishing between bequests17 received from parents or grand-
parents and bequests received from other family members of friends. Those results first confirm
that workers who inherit in a given year from a close parent are more likely to exit the labor
force that year than individuals who inherit in the next couple of years. As it turns out, this
effect is not less important and not statistically different when the inheritance comes from a more
distant relative or from a friend. Overall this result is suggestive that labor market responses to
the death of a parent cannot be entirely driving the estimates of Table 1.
A related concern is that some individuals might exit the labor force a few years before the
death of a parent. This could happen for example when some individuals take time off work
to care for a parent suffering from a severe illness. If this is the case, at any given age a, the15The mean retirement probability in our sample is 13%. We multiply our multiplicative effect (39%) by this
sample mean in order to get closer to the way Blau and Goodstein (2015) compare results across studies. Totake into account the fact that the probability of exit is increasing with age, our multiplicative effect is relative tothe time changing baseline retirement probability of non-inheritors and not to the sample mean of the dependentvariable. It explains an important part of the difference in the comparison.
16We do not have information on the death of parents in our data.17To avoid repetitions, we use “bequest” as a synonym for “inheritance”.
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retirement probability of individuals who will inherit in the next few years will overestimate
the baseline retirement probability at a, and our results will be biased towards 0. A way to
test whether these effects are substantial is to compare our results with those obtained when
considering a control group composed of individuals who receive an inheritance over a longer
time horizon. Workers who inherit at a + 5 should be less likely to exit the labor market at
a to take care of their parent than workers who inherit at a + 2. If these effects are large, we
should find that the impact of inheritance on current retirement increases when we consider an
extended time horizon. In columns (3) to (5) of Table 2, we investigate how the results of Table 1
change when we consider inheritances received over a longer period of time. We estimate the
same model as for column of Table 1, but this time comparing the retirement probability in a
given year for individuals who inherit that year and for those who inherit in the next 3 years
(column 3), in the next 5 years (column 4), or in the next 10 year (column 5). The estimates do
not increase, and actually change very little when we extend the time horizon considered. Our
results are not driven by our choice to consider inheritances received in a two-year window.
5 Retirement and the timing of inheritance
Receiving an inheritance at any age between 55 and 65 is associated with a substantial increase
in the probability of retiring at that age. However, the costs of leaving the labor market vary
significantly across those ages.18 In order to get their full benefits, individuals must work until
they reach the necessary contribution length. In addition, most workers need to wait until they
turn 60 to be able to unlock their public pension. At this stage, it could well be that receiving
an inheritance leads an individual to leave the labor market only when he has the possibility to
do so at very little costs. The opposite would indicate that individuals are ready to sacrifice a
substantial part of their pension to retire earlier when they can afford to do so, which could have
deep implication for the design of public pensions.
To investigate this, Table 4 shows the results of estimating model (2) when the inheritance
dummy is interacted with an indicator that the individual under consideration is older than 60
(column 1), or with an indicator that she has fulfilled the necessary contribution length (column
2). First, column (1) reveals that the effect of inheritance receipt on labor force participation
is not lower when individuals happen to inherit before 60. Receiving an inheritance after 60 in-
creases the probability of instantaneous labor market exit by about 22% with respect to receiving18French pensions are explained in more details in Appendix B.
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an inheritance in the following couple of years, but it is not significant. As it happens, this figure
actually almost triples, to a 65% increase, when the inheritance is received before 60. This result
suggests that the labor market impact of inheritance receipt is not lower when individuals cannot
yet cash out their public pension. Column (2) of Table 4 then shows that this also holds true
when considering pension rights rather than the possibility to unlock the pension. Specifically,
individuals who happen to inherit when they have already reached their full contribution length,
and have therefore earned their full benefits, are 44% more likely to exit the labor market at that
point than those who receive their inheritance in the next couple of years. This effect is only
slightly smaller (30%) when individuals happen to receive their inheritance when they have not
yet worked enough to earn their full pension rights.
As described in Appendix B, the entitlement cost of an early labor market exit can be quite
large, even with just a few missing years of contribution. When workers are too far away from
earning their full benefits, receiving an inheritance might not be enough to compensate the loss
of pension money associated with an early exit, even if an individual has a strong disutility for
work. To test this idea, we investigate whether the effect of inheritance receipt on retirement
decreases when individuals are missing more than a certain number of years of contribution.
Specifically, we estimate the same type of model as for column (2) of Table 4, but distinguishing
whether individuals are missing more or less than 2 years of contribution. Column (3) reports
the results of this estimation. As it turns out, individuals who have not yet earned their rights to
full benefits but who are close to having done so are also those for whom receiving an inheritance
is associated with the strongest probability to retire. When an individual happens to receive an
inheritance while he is less than two years away from earning full retirement rights, his probability
of exiting the labor market increases by 53%. By contrast, if he happens to receive an inheritance
while being more than two years away from earning full benefits, he is not more likely to exit
the labor market than a comparable individual who did not yet receive any inheritance. Some
individuals suffer from a strong disutility from work. For them, receiving an inheritance is a way
to finance their early retirement, as long as the cost of doing so is not too high.
So far we have only considered the possibility of instantaneous exit. The next question is
whether the conclusions of this section hold true when also considering the possibility of delayed
exit. It could very well be that some individuals who receive an inheritance when exit is costly
wait until they have acquired their full rights to retire, or until they can unlock their pension.
We therefore investigate whether inheritance receipt has a lagged effect on retirement. To do
so, at any age a between 55 and 65, we compare the probability of labor market withdrawal
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for individuals who inherited in the last two years and for those who will inherit in the next
two years. The results of this regression are reported in column (4) of Table 4. As it happens,
among individuals still employed at a certain age, the likelihood of exiting the labor market
is similar for those who inherited in the past couple of years and for those who have not yet
inherited. This suggests that inheritance receipt only has an instantaneous effect on retirement:
if an individual chooses to keep on working during the year the inheritance is received, she
will not be more likely to retire at any point in the future than if she had not received that
inheritance. An interpretation of this could be that workers differ greatly in their attachment to
the labor market. Some workers wish to cease their activity as soon as possible, and receiving
an inheritance enables them to do so right away. Other workers have stronger ties to the labor
market, and care little about whether they suddenly have the possibility to leave their job. A
few year after the receipt of an inheritance, all workers of the first type have exited, leaving only
workers of the second type in the sample.
6 Inheritance, retirement, and risk aversion
The previous sections have shown that the receipt of an inheritance has a substantial effect on
labor market participation. At this stage, it is not entirely clear why that should be the case.
Previous studies have highlighted the fact that, in a classical framework, inheritance receipt
should have an impact on labor supply decisions only to the extent that inheritances are not
anticipated. Intuitively, agents integrate the receipt of an inheritance in their intertemporal
budget constraint, and choose their lifetime supply of labor, and in particular their date of
retirement, accordingly. In the case where an individual receives exactly the amount that she
expected to receive, her labor supply decisions should not be affected. In this context, only
the part of an inheritance that exceeds individuals’ expectations can be taken as an exogenous
wealth shock, not the receipt of an inheritance in general.
However, in a related contribution, Brown, Coile, and Weisbenner (2010) found that this
was not entirely true.19 According to their estimates, individuals who receive an inheritance in
line with their expectations are not less likely to exit the labor market than those who receive
more than they expected. An interpretation of this result could be that individuals face some
uncertainty about the amount that they will inherit, and therefore plan their lifetime labor
supply according to the certainty equivalent of their inheritance rather than according to their19This point was also confirmed by Blau and Goodstein (2015).
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expectations.20 In this section, we take this idea one step further by building on a simple model
of intertemporal labor supply, where agents are risk averse and bear the risk associated with
their own inheritance. We show that, in this context, the receipt of an inheritance can have an
impact on their date of retirement, even in the case where individuals receive exactly the amount
that they expected, and that this impact is all the more important as individuals are risk averse.
We then test and confirm this prediction using multiple measures of risk aversion available in
our data.
6.1 A model of lifetime labor supply with inheritance and risk aversion
We present here intuitions and main results from the model developed in Appendix A. There
exists several models that take into account optimal consumption and endogenous decision to
withdraw from the labor market. Here, we introduce the dependence of the replacement rate
of pension to the date of retirement to take into account the fact that pensions depend on the
number of years of contribution. As far as we know, no theoretical model has been developed to
analyze the effect of realized bequest (versus anticipated one) and how risk aversion shapes this
effect on the decision of withdrawal. A model close to ours is Bloom, Canning, Mansfield, and
Moore (2007) and Ljungqvist and Sargent (2012) (chapter 29, pp 1203-1208). We add pensions
with an endogenous replacement rate, bequests, and we focus on the role of bequest and risk
aversion.
The basic set up is the one of an agent who plans her optimal consumption path and with-
drawal from the labor market. To do so, she maximizes her lifetime utility from the beginning
of her working life t0 to the age of death T :
U =
∫ T
t0
e−δ(t−t0)u(ct, R)dt
under the budget constraint
∫ T
t0
e−r(t−t0)ctdt =
∫ R
t0
e−r(t−t0)wdt+
∫ T
R
e−r(t−t0)λ(R)wdt+ B +Wt0 (3)
u is the instantaneous utility function. It depends on ct, the level of consumption at time t, and
on the date of retirement R. The date of retirement plays a direct role because of the disutility
from working that is taken into account (cf. appendix A). δ is the discount factor, r the interest20Although this is mentioned by Brown, Coile, and Weisbenner (2010), it is not detailed in their paper.
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rate, w is the wage and λ(R) the replacement rate applied to wages to compute pensions. It
depends on the age of retirement R. Wt0 stands for the non inherited assets at time t0. B is the
actualized bequest that the agent expects to receive. It is uncertain because of uncertainty on
the exact amount that will be received.21 Since consumption and retirement date both depend
on the uncertain amount of inheritance, the agent indeed maximizes EB [U(B)].
We assume that the agent bears the risk of not receiving the exact expected amount. Risk
aversion then plays an important role in the way she plans her future consumption path and
retirement date. Facing uncertainty (and without liquidity constraints), risk-neutral agents base
their budget constraint on the expected amount of bequest E(B). Risk averse ones don’t. Intu-
itively, the more risk averse an agent is, the smaller the amount taken into account in her budget
constraint. In the extreme case of infinite risk aversion, an agent is expected to draw her plan
as if she would not plan to receive any inheritance. By contrast, the less risk averse and the
more risk neutral the agent is, the closer to the expectation of bequest the amount taken into
account in her budget constraint. Under uncertainty, the expected lifetime utility of an agent
EB [U(B)] is lower than the one she would reach if she receives the guarantee bequest expecta-
tion U(E(B)). Indeed this expected lifetime utility corresponds to the utility of the so-called
“certainty equivalent” of the expected amount BCE .22 Under uncertainty, the agent solves:
maxc,R
EB [U(B)] = maxc,RU(BCE) (4)
Let’s recall that, for a risk averse agent, BCE < E(B), which means that the budget constraint
is lower with risk aversion than what it would be for risk neutral agents.23 When the received
bequest is higher than the certainty equivalent, we show in appendix A that the agent adjusts
her plan on consumption and labor force exit. Specifically, when the received amount is higher
than the certainty equivalent, the agent decides to withdraw earlier than initially scheduled.
A first consequence of this simple set up concerns the receipt of the exact expected amount
of bequest. Since for risk averse agents it is necessarily higher than the certainty equivalent21The uncertainty on the date of receipt may also play a role and be related to the uncertainty on amount.
Several factors may be here at stake. If there are some liquidity constraints, an earlier bequest will unbind themand a later one maintain them longer than expected. The timing may also be related to the exact amount received:if parents consume their wealth, the sooner the date of receipt, the higher the amount received.
22By definition, BCE is the guarantee value of bequest that equalizes the agent’s utility with her utility underuncertainty (cf. for instance Laffont (1989)). The difference between U(E(B)) and U(BCE) depends on the levelof risk aversion.
23Furthermore, using a bequest in an intertemporal budget constraint may imply some liquidity constraints.In this case, the agent would borrow less then her certainty equivalent amount, and we would still have that thebequest amount taken into account in the budget constraint is lower than the bequest expectation.
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amount, it will bring forward the date of retirement. This result may shed a light on results by
Brown, Coile, and Weisbenner (2010) and Blau and Goodstein (2015). They find that the receipt
of the exact expected amount of bequest has a non-significant but positive effect on retirement.
Their point estimate, though imprecise, turns out to have the same order of magnitude (even a
bit higher) than the one obtained for the effect of an amount higher than expected. Our model
may explain both this effect and the imprecision. This imprecision may then come from the
heterogeneity of answers due to non-risk averse agents. For risk-neutral agents, there would be
no effect and for risk-lover ones, there would be a negative effect.
A second consequence is that the more risk averse an agent is, the later she forecasts her
retirement date. This is due to the fact that the amount of bequest taken into account in her
budget constraint is lower than the one of a less risk averse agent (cf. appendix A). A third
consequence is that the effect of the receipt of a bequest whose amount differs from the certainty
equivalent will be higher for the most risk averse agents. It means for instance that when they
receive an amount of bequest higher than the certainty equivalent amount, all agents will retire
earlier, but the most risk averse ones are those who will advance the most their retirement date.
We test and confirm empirically these last two predictions in the next section.
6.2 Risk aversion and the impact of inheritance receipt on retirement
In the context of the model presented in section 6.1, the impact of inheritance on labor market
withdrawal should be more important for agents who are more risk averse, assuming that agents
are bearing the risk associated with their own inheritance. We now test this prediction using
multiple measures of risk aversion. In the EP waves that took place in 2004 and 2010, about
half of the individuals were asked questions about their attitude towards risk. Individuals had
to position themselves on a scale from 0 (very carefull individual) to 10 (person who likes to
take risks), and were also presented with a simple lottery that we detail in Appendix C. These
questions provide us with two measures of risk aversion, which we label respectively subjective
risk aversion and lottery risk aversion. In addition, we use stock market participation as a third
measure of risk aversion. We estimate a model similar to model (2), in which the inheritance
indicator is interacted with an indicator of low or high risk aversion constructed from one of our
three measures. The results of these estimations are reported in Table 5.
The Table first reveals that, for all three measures, inheritance receipt does not have a
statistically significant impact on labor market exit for individuals with a low risk aversion.
These individuals do not seem to be more likely to exit the labor market when they receive an
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inheritance than individuals who inherit in the next few years. In contrast, for individuals with
a high risk aversion, the impact of inheritance receipt on labor market withdrawal is significant,
at least for the lottery and stock market participation measures. For each of these measures
respectively, those individuals are about 68% and 73% more likely to exit the labor market when
they receive an inheritance than individuals who will receive an inheritance in the next couple
of years. Generally, for all three risk aversion measures, the point estimates reported in Table 5
are always lower for individuals with low risk aversion than for those with a high risk aversion.
A possible interpretation of these findings is that individuals plan their retirement according
to the certainty equivalent of their inheritance rather than its expected value, as explained in
section 6.1. In this context, the receipt of an inheritance is always associated with an exogenous
wealth shock for risk averse individuals, even when they make perfect predictions on the size of
their inheritance. This exogenous wealth shock leads individuals to exit the labor market earlier
than they planed to.
7 Conclusion
In this paper, we take advantage of the fact that the timing of inheritance receipt generates an
exogenous shift of the intertemporal budget constraint of the recipient. Comparing individuals
who inherit in a given year with those who inherit in the next couple of years, we find that the
receipt of an inheritance is associated with a strong increase in the probability of current labor
market exit. This increase is higher when an individual happens to inherit in the few years before
reaching full pension entitlement, when an early labor market exit is moderately costly. This
suggests that many agents have a strong disutility for work, and contemplate leaving the labor
market as soon as they can afford to do so, even when it is costly. Social security reforms that
modify pension wealth induce changes in workers’ assets that are very similar to the variations
we use in this paper. Our results suggest that reforms affecting social security wealth may
quickly influence individuals’ retirement decisions, although the magnitude of these shifts might
not be similar to our estimates based on private wealth, as there is evidence that individuals are
sensitive to the type of wealth they hold (see e.g. Blau (2015)).
The receipt of an inheritance may alleviate an individual’s intertemporal budget constraint for
multiple reasons. Agents may face liquidity constraints and might not be able to borrow against
a future inheritance, or they could be reluctant to draw future plans on their parents’ death.
An alternative explanation is that they face some uncertainty on when and how much they will
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inherit. We build on a simple model of intertemporal labor supply in which agents bear the risk
associated with their own inheritance to explore this specific channel. Risk averse individuals
plan their retirement according to the certainty equivalent of their inheritance rather than its
expected value. As a result, the receipt of an inheritance can have an impact on individuals’
date of retirement, even when they received exactly the anticipated amounts. We find support
for this explanation in our data.
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Figures and Tables
Figure 1: Retirement probability by age and inheritance receipt
0
.2
.4
.6
.8
1
55 60 65Age
Note: for each age a ∈ [55, 65], the figure shows the proportion of individuals employed (or unemployed) between[a − 1, a[ who exit the labor market between [a, a + 1[. The dotted line shows this proportion computed amongindividuals who receive an inheritance between [a, a+1[, whereas the dashed line shows this proportion computedamong individuals who receive an inheritance between [a+ 1, a+ 3[.Source: Enquête Patrimoine, Insee, 1998-2010.
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Table 1: Effect of inheritance receipt on instantaneous retirement
2 years Non heirs
(1) (2) (3) (4)
Inheritance received at t 0.326*** 0.328*** 0.278*** 0.333***(0.102) (0.103) (0.0785) (0.0784)
Additional controls No Yes No Yes
Observations 2783 2783 72708 72708Individuals 1225 1225 14337 14337
Note: the table shows the results of the estimation of a complementary log-log model, where aindicator of current labor force exit is regressed on an indicator of current inheritance receipt,and a full set of age dummies (11 levels, for ages 55 to 65). Controls in columns (2) and (4)include 3 SES levels, 3 relative diploma levels, a gender dummy, and an indicator of public/ private sector. In columns (1) and (2), the sample is defined by keeping, at each age a,individuals who receive an inheritance between [a, a+ 3[. In columns (3) and (4), we keep allindividuals. Standard errors clustered at the individual level are reported in parentheses. *,**, *** denote significance at the 10%, 5%, and 1% levels respectively.Source: Enquête Patrimoine, Insee, 1998-2010.
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Table 2: Effect of inheritance receipt on instantaneous retirement: some robustness checks
2 years Other controls
(1) (2) (3) (4) (5)3 years 5 years 10 years
Inheritance received at t 0.328*** 0.287*** 0.241*** 0.274***(0.103) (0.0979) (0.0915) (0.0876)
Received from parents 0.274**(0.112)
Other 0.523**(0.244)
Additional controls Yes Yes Yes Yes Yes
Observations 2783 2783 3538 4901 7236Individuals 1225 1225 1321 1528 1796
Note: the table shows the results of the estimation of a complementary log-log model, where aindicator of current labor force exit is regressed on an indicator of current inheritance receipt(columns 1, 3, 4 and 5) or an indicator that the individual is receiving the inheritance from(i) his parents or (ii) other individuals (column 2). All regressions include a full set of agedummies (11 levels, for ages 55 to 65), and controls for 3 SES levels, 3 relative diploma levels,a gender dummy, and an indicator of public / private sector. We also control for individuals’net worth in column (2). In columns (1) and (2), the sample is defined by keeping, at eachage a, individuals who either receive an inheritance between [a, a + 3[. In columns (3), (4)and (5), we keep at each age individuals who receive and inheritance respectively between[a, a+4[,[a, a+6[, and [a, a+11[. Standard errors clustered at the individual level are reportedin parentheses. *, **, *** denote significance at the 10%, 5%, and 1% levels respectively.Source: Enquête Patrimoine, Insee, 1998-2010.
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Table 3: Effect of inheritance receipt on instantaneous retirement for various demographic sub-groups
Education Sex SES
(1) (2) (3) (4) (5) (6)Low High Men Women Low High
Inheritance received at t 0.547*** 0.0846 0.344** 0.338** 0.413*** 0.175(0.137) (0.164) (0.141) (0.153) (0.129) (0.184)
Additional controls Yes Yes Yes Yes Yes Yes
Observations 1502 1281 1489 1294 1680 1103Individuals 674 551 658 567 749 476
Note: the table shows the results of the same regression as in the column (2) of Table 1for various demographic subgroups. Specifically, columns (1) and (2) respectively investigateindividuals below and above the median relative diploma, and colummns (3) and (4) concen-trate on men / women. Columns (5) and (6) study respectively blue collar to middle-levelworkers, and executives. Standard errors clustered at the individual level are reported inparentheses. *, **, *** denote significance at the 10%, 5%, and 1% levels respectively.Source: Enquête Patrimoine, Insee, 1998-2010.
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Table 4: Retirement rights and the effect of inheritance receipt
(1) (2) (3) (4)Inheritance * age at tBelow 60 0.502***
(0.157)60 or above 0.200
(0.138)Inheritance * contribution duration at tIncomplete 0.256
(0.168)More than 2 years missing -0.0454
(0.248)Less than 2 years missing 0.424**
(0.197)Complete 0.368*** 0.368***
(0.132) (0.132)Inheritance received before t 0.0192
(0.0910)Additional controls Yes Yes Yes YesObservations 2783 2783 2783 3714Individuals 1225 1225 1225 1537
Note: columns (1) to (3) estimate the same model as in column (2) of Table 1. In column (1),the inheritance indicator is replaced by two dummies indicating current inheritance receiptwhile an individual is aged below / above 60. In column (2), the inheritance dummy is replacedby two indicators of current inheritance receipt while having (resp. not having) earned fullretirement benefits (see appendix B for details). In column (3), the indicator for inheritancereceipt while not having earned full benefits is further broken down in two separate indicatorsfor current inheritance receipt while being more / less than two years away from full benefits.Colums (2) and (3) also include respectively 1 and 2 controls for contribution status. Column(4) reports the estimation of a similar model, where a retirement indicator is regressed on anindicator of inheritance receipt in the last two years (excluding the year of observation). Forthis regression, the sample comprises individuals who either inherited in the last two years,or in the next two years (but not in the year under consideration). Standard errors clusteredat the individual level are reported in parentheses. *, **, *** denote significance at the 10%,5%, and 1% levels respectively.Source: Enquête Patrimoine, Insee, 1998-2010.
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Table 5: Risk aversion and the effect of inheritance receipt on retirement
(1) (2) (3)Subjective scale Lottery Owns stocks
Inheritance * risk aversion
High 0.417 0.519** 0.546***(0.276) (0.262) (0.140)
Low 0.259 -0.0655 0.0929(0.362) (0.501) (0.152)
Additional controls Yes Yes YesObservations 635 597 2783Individuals 276 262 1225
Note: the table shows the results of the estimation of the same model as in Table 1, wherethe inheritance indicator is replaced by two dummies indicating current inheritance receiptfor individuals with high / low risk aversion. In column (1), risk aversion is defined usinga subjective scale from 0 to 10, in column (2) it is defined using a simple lottery describedin appendix C, and in column (3) low risk aversion is proxied by an indicator for whetheran individual own stocks. All regressions include a control for high risk aversion, and theindividual’s net worth. Standard errors clustered at the individual level are reported inparentheses. *, **, *** denote significance at the 10%, 5%, and 1% levels respectively.Source: Enquête Patrimoine, Insee, 1998-2010.
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References
Blau, D. M. (2015): “Pensions, Household Saving, and Welfare: A Dynamic Analysis of Crowd
Out,” Quantitative Economics.
Blau, D. M., and R. M. Goodstein (2015): “Commitment in the Household: Evidence from
the Effect of Inheritances on the Labor Supply of Older Married Couples,” Under review.
Bloemen, H. G. (2011): “The Effect of Private Wealth on the Retirement Rate: An Empirical
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Bloom, D. E., D. Canning, R. K. Mansfield, and M. Moore (2007): “Demographic
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A A model with endogenous retirement, inheritance and
risk aversion
Here we develop a simple model with endogenous retirement, inheritance and risk aversion.
Conclusions from this model directly derives from the fact that the more risk-averse the agent
is, the less amount of inheritance she takes into account in her budget contraint. The amount
taken into account in the budget contraint is the uncertainty equivalent (cf. infra.). For a risk
averse agent, it is always lower than the expect value. It is all the lower as the agent is risk
averse. A first result is then that the more risk averse an agent is, the later she forecasts her
retirement date. A second result is that, once the inheritance received, the difference between
what she receives and the uncertainty equivalent she based her plan on, represents a windfall
gain that modifies her budget contraint. This windfall gain is then all the larger as the agent is
risk averse.
A.1 Set up
There exists several models that take into account optimal consumption and endogenous decision
to withdraw for the labor market. We introduce the dependence of the replacement rate of
pension to the date of retirement to take into account the fact that pensions depend on the
number of years of contribution. Some models use a CRRA function but, as far a we know,
none has been used to study the effect of realized bequest (versus anticipated one) and how
risk aversion shapes this effect on the decision of withdrawal. A model close to ours is Bloom,
Canning, Mansfield, and Moore (2007) and Ljungqvist and Sargent (2012) (chapter 29, pp 1203-
1208). Computations for the Hamiltonian are directly derived from their models. We add
pensions with an endogenous replacement rate, bequests and focus on the role of bequest and
risk aversion. The agent utility fonction is given by:
U =
∫ T
t0
e−δ(t−t0)u(ct)dt (5)
The beginning of the observation period is t0. T stands for the age at death. We take into
account disutility from work thanks to a constant term γ that does not depend on age. The
instantaneous utility function is given by a standard CRRA utility function with α > 0. Iwt is
an indicator whose value is 1 if the agent is working in time t and 0 otherwise (ie Iwt = 1(t<R)
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where R stands for the time of withdrawal or retirement) .
u(c) =c1−α
1− α− γIwt
Such as
u(c) =
c1−α
1−α − γ if she is working (with γ > 0)c1−α
1−α if she is retired
So:
U =
∫ T
t0
e−δ(t−t0)(c1−αt
1− α− γIwt )dt
Her budget constraint is:
∫ T
t0
e−r(t−t0)ctdt =
∫ T
t0
e−r(t−t0)wtdt+ B +Wt0
=
∫ R
t0
e−r(t−t0)wdt+
∫ T
R
e−r(t−t0)λ(R)wdt+ B +Wt0
where Wt0 stands for the non inherited assets at time t0, wt = w if the agent is working (w
stands for the annual wage) while wt = λ(R)w if she is retired with λ(R) is the replacement rate
used to compute the pension. λ(R) depends on the date when the retirement occurs.
B is the present value of the expected bequest. It is uncertain because of uncertainty on the
exact amount that will be received24. Since consumption and retirement date both depend on
the amount of bequest through the budget constraint, the agent maximizes indeed EB [U(B)].
We assume that the agent bears the risk of not receiving the exact expected amount. Risk
aversion plays then an important role in the way she plans her future consumption path and
retirement date. Facing uncertainty (and without liquidity constraints), risk-neutral agents base
their budget constraint on the expected amount of bequest EB . Risk averse ones don’t. Intu-
itively, the more risk averse an agent is, the smaller the amount taken into account in her budget
constraint. In the extreme case of infinite risk aversion, an agent is expected to draw her plan24If the date of receipt tB and the amount B received were perfectly known, the budget constraint would be:∫ Tt0e−r(t−t0)ctdt =
∫ Tt0e−r(t−t0)wtdt+e−r(tB−t0)B+Wt0 . We note B the present value of the uncertain amount
that takes into account both uncertainty on date and on amount. The uncertainty on the date of receipt mayplay a role and be related to the uncertainty on amount. Several factors may be here at stake. If there are someliquidity constraints, an earlier bequest will unbind them and a later one maintain them longer than expected.The timing may also be related with the exact amount received: if parents consume their wealth, the sooner thedate of receipt, the higher the amount received.
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as if she would not plan to received any bequest. On contrast, the less risk averse and the more
risk neutral the agent is, the closer to the expectation of bequest the amount taken into account
in her budget constraint.
Under uncertainty, the expected lifetime utility of an agent EB [U(B)] is lower than the one she
would reach if she receives the guarantee bequest expectation U(E(B)). Indeed this expected
lifetime utility corresponds to the utility of the so-called “certainty equivalent” of the expected
amount BCE25.
Under uncertainty, the agent solves:
maxc,R
EB [U(B)] = maxc,RU(BCE) (6)
Let’s recall that, for a risk averse agent, BCE < E(B), which means that the budget constraint is
lower with risk aversion than what it would be for risk neutral agents 26. The budget constraint
for this maximisation program thus writes:
∫ T
t0
e−r(t−t0)ctdt =
∫ T
t0
e−r(t−t0)wtdt+ B +Wt0
=
∫ R
t0
e−r(t−t0)wdt+
∫ T
R
e−r(t−t0)λ(R)wdt+BCE +Wt0 (7)
=
∫ R
t0
e−r(t−t0)wdt+
∫ T
R
e−r(t−t0)λ(R)wdt+At0 (8)
where At stands for assets at time t.
To write the Hamiltonian of the problem, we re-write the budget constraint as:
dAtdt
= wt + rAt − ct
= Iwt w + (1− Iwt )λ(R)w + rAt − ct
= Iwt w(1− λ(R)) + λ(R)w + rAt − ct
25By definition, BCE is the guarantee value of bequest that equalizes the agent’s utility with her utility underuncertainty. Cf. for instance Laffont (1989).
26Furthermore, using a bequest in an intertemporal budget constraint may imply some liquidity constraints.In this case, the agent would borrow less then her certainty equivalent amount, and we would still have that thebequest amount taken into account in the budget constraint is lower than the bequest expectation.
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The Hamiltonian writes:
Ht = e−δ(t−t0)[c1−αt
1− α− Iwt γ] + µt[I
wt (1− λ(R))w + λ(R)w + rAt − ct]
The first order conditions are:
µt = −∂Ht∂A
= −rµt∂Ht∂ct
= e−δ(t−t0)u′(ct)− µt (9)
= 0
−e−δ(t−t0)γ + µt(1− λ(R))w
> 0 if Iwt = 1
= 0 if indifferent to Iwt ∈ {0; 1}
−e−δ(t−t0)γ + µt(1− λ(R))w < 0 if Iwt = 0
(10)
then we get the Euler equation27
ctct
=r − δα
To compute the level of consumption in ct, we use the budget constraint 8.27
µt = e−δ(t−t0)u′(ct)
µt = −δµt + cte−δ(t−t0)u′′(ct)
−rµt = −δµt + cte−δ(t−t0)u′′(ct)
(δ − r)µt = cte−δ(t−t0)u′′(ct)
(δ − r)e−δ(t−t0)u′(ct) = cte−δ(t−t0)u′′(ct)
(δ − r)u′(ct) = ctu′′(ct)
ct = (δ − r)u′(ct)
u′′(ct)
ct = (δ − r)ct
−α
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∫ T
t0
e−r(t−t0)ctdt =w
r[1− e−r(R−t0)] + λ(R)
w
r[e−r(R−t0) − e−r(T−t0)] +A0 +BCE
αc0r(1− α)− δ
[er(1−α)−δ
α (T−t0) − 1] =w
r([1− e−r(R−t0)] + λ(R)[e−r(R−t0) − e−r(T−t0)]) +A0 +BCE
αc0r(1− α)− δ
[er(1−α)−δ
α (T−t0) − 1] = Φ(A0, BCE)
with Φ(A0, BCE) = w
r ([1− e−r(R−t0)] + λ(R)[e−r(R−t0) − e−r(T−t0)]) +A0 +BCE .
Thus
c0 =δ − r(1− α)
α[1− er(1−α)−δ
α (T−t0)]Φ(A0, B
CE) (11)
It then implies δ − r(1− α) > 0.
From equation 10, the optimal age of retirement R is given by:
e−δ(R−t0)u′(cR)[1− λ(R)]w = γe−r(R−t0)
u′(cR)[1− λ(R)]w = γe(δ−r)(R−t0)
c−αR [1− λ(R)] =γ
we(δ−r)(R−t0)
e(δ−r)(R−t0)c−α0 [1− λ(R)] =γ
we(δ−r)(R−t0)
c−α0 [1− λ(R)] =γ
w
c0 = [1− λ(R)
γw
]1α (12)
And
ct = er−δα (t−t0)[
1− λ(R)γw
]1α (13)
A.2 How risk aversion plays a role
For the sake of clarity, from now we assume r = δ. It leads to ct = c0 = [ 1−λ(R)γw
]1α ∀t ≥ 0. To
get simple closed forms from our model, we set r = 0. At time t, equation 11 re-writes, using
the superscript to explict the dependancy to BCE :
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(T − t)cCE0 = w(RCE − t)[1− λ(RCE)] + w(T − t)λ(RCE) +ACEt (14)
(T − t)cCE0 = w(RCE − t)[1− λ(RCE)] + w(T − t)λ(RCE) +WCEt +BCE
BCE = (T − t)cCE0 − w(RCE − t)[1− λ(RCE)]− w(T − t)λ(RCE)−WCEt
BCE = (T − t)[1− λ(RCE)γw
]1α − w(RCE − t)[1− λ(RCE)]− w(T − t)λ(RCE)−WCE
t
BCE = f(RCE)
The budget constraint above is the one consistent with a bequest BCE and determines WCEt ,
the amount of non-inherited assets accumulated up to time t.
If at time t, the amount received turns out to be B, then the budget contraint moves to:
(T − t)cB0 = w(RB − t)[1− λ(RB)] + w(T − t)λ(RB) +ACEt (15)
(T − t)cB0 = w(RB − t)[1− λ(RB)] + w(T − t)λ(RB) +WCEt +B
B = (T − t)[1− λ(RB)γw
]1α − w(RB − t)[1− λ(RB)]− w(T − t)λ(RB)−WCE
t
B = f(RB)
and the agent can modify her consumption and date of retirement according to the windfall gain
(or loss) B −BCE .
f is a strictly decreasing function28 and so is f−1. Then, for any B ≥ BCE , f−1(B) ≤ f−1(BCE).
It means that for any bequest received higher than the certainty equivalent amount, the agent
will decide to withdraw earlier from the labor market.
Taking into account risk aversion leads to interesting results. If agent 1 si more risk averse than
agent 2, by definition, U1(B) ≤ U2(B), thus EU1(B) ≤ EU2(B)and B1CE ≤ B2
CE . Using the fact
that f is decreasing: R1CE ≥ R2
CE . This results has two strong implications. First, facing the
same uncertainty, a risk averse agent will plan a later retirement. Second, since for any received
bequest B, R1CE − RB ≥ R2
CE − RB . It means that the effect of a received inheritance will be
higher for the most risk averse agents.
28We model λ(R) = λ(R−R0) + λ0. It is consistent with the French retirement system described in appendixB and with the fact that, in our age-window, individuals are old enough to be close to the age of retirement R0
(generally 60) that enables to expect a replacement rate λ0. f ′(R) = −w(T−t)λαγ
[1−λ(R)
γw
]1α−1 − w[1 − λ(R)] −
wλ(T −R), so f ′(R) < 0 because λ(R) < 1, λ > 0 and T ≥ R.
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B Retirement in France
We describe here the main features of the French retirement system which we build on in the
paper. In France, contributing to a public pension fund is mandatory, and in turn public pensions
constitute most of the pension income of retired individuals.29 For our period of analysis, the
legal retirement age, that is the age at which it becomes possible for one to cash out her pension,
is set at 60. The monthly pension for retired workers is then computed on the basis of both past
wages and years contributed to the system. Specifically, it obeys the following formula:
p = w × τ × ρ
τ = min(1,n
n0)
λ = λ0 + d(n, n0, a, a0)
where w represents the base wage, τ represents the pro rata coefficient, and λ is the replacement
rate that encompasses possible discounts or premiums. n is the number of years contributed
to the system, and n0 is fixed by the law.30 λ0 is the base replacement rate applicable to the
individual, which is usually 50% (75% for public sector employees). d is a discount or premium
term that depends on how the number of contributed years n compares to the legally set threshold
n0, and also on how the age a of the individual compares to the legally fixed age threshold a0. It
is increasing in n, positive if n ≥ n0 and negative if n ≤ n0, but cannot be negative if a ≥ a0 (in
other words, discounts do not apply after a0, but potential premiums still apply). For example
the current law specifies that d(n, n0) = 0.05∗ (n−n0) with |d| ≤ 0.25, that is a 5% discount per
year missing limited to 25% off, or a 5% premium per additional year limited to a 25% increase.
This makes discounts and premiums far from negligible, since retiring 5 years earlier than the
legal threshold n0 cuts one’s pension by at least half. Of particular interest is the legal number
of contribution years n0, and in particular whether the number of contributed years n of an
individual is above or below that threshold. When n ≥ n0, τ = 1 so the pension gains of working
one additional year only work through λ. On the other hand when n ≤ n0, the pension gains
of working one additional year can be substantial because the additional year increases both τ29In addition, private sector employees must contribute to complementary pension funds, which rules are differ-
ent from that of main public funds. However they follow the same patterns of premiums and discounts as publicpensions, so that the conclusions of this paragraph still apply.
30The number of years contributed is technically different from the number of years worked. For exampledispositions exist which enable women who stopped working to raise children to have a part of this time lapsecounted as contribution years even though they were not working nor paying retirement contributions. Using allavailable information, we do our best to account for these special cases in the data.
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and λ. Overall, an individual has more to lose if she retires before having completed the legal
number of contribution years n0.31 In the data, we are able to reconstitute the number of years
an individual has contributed to the pension system using retrospective calendars. The calendars
contain information on periods of activity, as well as on periods of unemployment and military
service, both of which are taken into account when computing the total number of contribution
years.
31This all the more significant as the premium was only progressively introduced in 2003, and therefore onlyconcerns a small part of our sample. Most of the time, there is very little incentive to work past the legal numberof contribution years, whereas there are considerable incentives to work up to having contributed n0 years.
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C Measures of risk aversion
In the EP waves of 2004 and 2010, a fraction of the respondents were asked questions relative to
their perception of risk. In particular, they were successively made to choose between to of the
following contracts, ordered from safer to riskier:
• Contract A: yields w with certainty
• Contract B: yields 2w with a 50% chance, and 45w with a 50% chance
• Contract C: yields 2w with a 50% chance, and 23w with a 50% chance
• Contract D: yields 2w with a 50% chance, and 12w with a 50% chance
First, respondents were asked to choose between A and C. If they chose A, then they were
asked to choose between A and B; otherwise, they were asked to choose between A and D. This
experiment allows us to classify individuals among four levels of risk aversion, from most risk
averse to least risk averse:
• A � B: 70% of individuals
• B � A � C: 16% of individuals
• C � A � D: 9% of individuals
• D � A: 5% of individuals
Individuals with a high risk aversion are those from the first category, and individuals with a low
risk aversion are those from any of the other three categories.
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D Further results
Table 6: Effect of inheritance receipt on instantaneous retirement, without the unemployed
2 years Non heirs
(1) (2) (3) (4)
Inheritance received at t 0.373*** 0.369*** 0.280*** 0.342***(0.107) (0.107) (0.0805) (0.0805)
Additional controls No Yes No Yes
Observations 2576 2576 65978 65978Individuals 1143 1143 13459 13459
Note: the table replicates Table 1, but excluding unemployed individuals from the sample.Standard errors clustered at the individual level are reported in parentheses. *, **, *** denotesignificance at the 10%, 5%, and 1% levels respectively.Source: Enquête Patrimoine, Insee, 1998-2010.
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SE
E
ffet
s de
dem
ande
et
d'of
fre
dans
les
résu
ltats
du
com
mer
ce e
xtér
ieur
man
ufac
turé
de
la F
ranc
e au
co
urs
des
deux
der
nièr
es d
écen
nies
G 9
106
B
. C
RE
PO
N
Inno
vatio
n, t
aille
et c
once
ntra
tion
: ca
usal
ités
et
dyna
miq
ues
G 9
107
B.
AM
AB
LE e
t D.
GU
ELL
EC
U
n pa
nora
ma
des
théo
ries
de la
cro
issa
nce
endo
gène
G 9
108
M. G
LAU
DE
et M
. MO
UT
AR
DIE
R
Une
éva
luat
ion
du c
oût
dire
ct d
e l'e
nfan
t de
1979
à
1989
G 9
109
P
. R
ALL
E e
t alii
F
ranc
e -
Alle
mag
ne :
perf
orm
ance
s éc
onom
ique
s co
mpa
rées
G 9
110
J.L.
BR
ILLE
T
Mic
ro-D
MS
N
ON
PA
RU
G 9
111
A
. M
AG
NIE
R
Eff
ets
accé
léra
teu
r e
t mul
tiplic
ate
ur e
n F
ranc
e de
puis
197
0 :
quel
ques
rés
ulta
ts e
mpi
rique
s
G 9
112
B
. C
RE
PO
N e
t G. D
UR
EA
U
Inve
stis
sem
ent e
n re
cher
che-
déve
lopp
emen
t :
anal
yse
de c
ausa
lités
dan
s un
mod
èle
d'ac
célé
-ra
teur
gén
éral
isé
G 9
113
J.
L. B
RIL
LET
, H.
ER
KE
L-R
OU
SS
E,
J. T
OU
JAS
-B
ER
NA
TE
"F
ranc
e-A
llem
agne
Cou
plée
s" -
Deu
x éc
onom
ies
vues
par
une
maq
uette
mac
ro-é
cono
mét
rique
G 9
201
W
.J. A
DA
MS
, B. C
RE
PO
N, D
. EN
CA
OU
A
Cho
ix te
chno
logi
ques
et s
trat
égie
s de
dis
suas
ion
d'en
trée
G 9
202
J.
OLI
VE
IRA
-MA
RT
INS
, J.
TO
UJA
S-B
ER
NA
TE
Mac
ro-e
cono
mic
impo
rt f
unct
ions
with
impe
rfec
t co
mpe
titio
n -
An
appl
icat
ion
to th
e E
.C.
Tra
de
G 9
203
I.
ST
AP
IC
Les
écha
nges
inte
rnat
iona
ux d
e se
rvic
es d
e la
F
ranc
e da
ns le
cad
re d
es n
égoc
iatio
ns m
ultil
a-té
rale
s du
GA
TT
J
uin
1992
(1è
re v
ersi
on)
Nov
embr
e 19
92 (
vers
ion
final
e)
G 9
204
P
. S
EV
ES
TR
E
L'éc
onom
étrie
sur
don
nées
indi
vidu
elle
s-te
mpo
relle
s. U
ne n
ote
intr
odu
ctiv
e
G 9
205
H
. ER
KE
L-R
OU
SS
E
Le c
omm
erce
ext
érie
ur e
t l'e
nviro
nnem
ent
in-
tern
atio
nal d
ans
le m
odèl
e A
MA
DE
US
(r
éest
imat
ion
1992
)
G 9
206
N
. GR
EE
NA
N e
t D
. GU
EL
LEC
C
oord
inat
ion
with
in th
e fir
m a
nd e
ndog
enou
s gr
owth
G 9
207
A.
MA
GN
IER
et
J. T
OU
JAS
-BE
RN
AT
E
Tec
hnol
ogy
and
trad
e: e
mpi
rical
evi
denc
es fo
r th
e m
ajor
five
indu
stria
lized
cou
ntrie
s
G 9
208
B
. C
RE
PO
N, E
. DU
GU
ET
, D. E
NC
AO
UA
et
P.
MO
HN
EN
C
oope
rativ
e, n
on c
oope
rativ
e R
& D
and
opt
imal
pa
ten
t life
G 9
209
B
. C
RE
PO
N e
t E. D
UG
UE
T
Res
earc
h an
d de
velo
pmen
t, co
mpe
titio
n an
d in
nova
tion:
an
appl
icat
ion
of p
seud
o m
axim
um
likel
ihoo
d m
etho
ds to
Poi
sson
mod
els
with
he
tero
gene
ity
G 9
301
J. T
OU
JAS
-BE
RN
AT
E
Com
mer
ce in
tern
atio
nal e
t co
ncur
renc
e im
par-
faite
: dé
velo
ppem
ents
réc
ents
et i
mpl
icat
ions
po
ur la
pol
itiqu
e co
mm
erci
ale
G 9
302
Ch.
CA
SE
S
Dur
ées
de c
hôm
age
et c
ompo
rtem
ents
d'o
ffre
de
trav
ail :
une
rev
ue d
e la
litté
ratu
re
G 9
303
H
. ER
KE
L-R
OU
SS
E
Uni
on é
cono
miq
ue e
t m
onét
aire
: le
déb
at
écon
omiq
ue
G 9
304
N
. GR
EE
NA
N -
D. G
UE
LLE
C /
G
. B
RO
US
SA
UD
IER
- L
. M
IOT
TI
Inno
vatio
n or
gani
satio
nnel
le,
dyna
mis
me
tech
-no
logi
que
et p
erfo
rman
ces
des
entr
epris
es
G 9
305
P.
JAIL
LAR
D
Le tr
aité
de
Maa
stric
ht :
prés
enta
tion
jurid
ique
et
hist
oriq
ue
G 9
306
J.L.
BR
ILLE
T
Mic
ro-D
MS
: p
rése
ntat
ion
et p
ropr
iété
s
G 9
307
J.L.
BR
ILLE
T
Mic
ro-D
MS
- v
aria
ntes
: le
s ta
blea
ux
G 9
308
S
. JA
CO
BZ
ON
E
Les
gran
ds r
ésea
ux p
ublic
s fr
ança
is d
ans
une
pers
pect
ive
euro
péen
ne
G 9
309
L. B
LOC
H -
B.
CŒ
UR
E
Pro
fitab
ilité
de
l'inv
estis
sem
ent p
rodu
ctif
et
tran
smis
sion
des
cho
cs f
inan
cier
s
G 9
310
J. B
OU
RD
IEU
- B
. C
OLI
N-S
ED
ILLO
T
Les
théo
ries
sur
la s
truc
ture
opt
imal
e du
cap
ital :
qu
elqu
es p
oint
s de
rep
ère
List
e de
s do
cumen
ts d
e tr
avail de
la
Direc
tion
des
Étu
des
et S
ynth
èses
Éco
nomique
sii
G 9
311
J. B
OU
RD
IEU
- B
. C
OLI
N-S
ED
ILLO
T
Les
déci
sion
s de
fin
ance
men
t de
s en
trep
rises
fr
ança
ises
: un
e év
alua
tion
empi
rique
des
théo
-rie
s de
la s
truc
ture
opt
imal
e du
cap
ital
G 9
312
L. B
LOC
H -
B.
CŒ
UR
É
Q d
e T
obin
mar
gina
l et t
rans
mis
sion
des
cho
cs
finan
cier
s
G 9
313
Équ
ipes
Am
adeu
s (I
NS
EE
), B
anqu
e de
Fra
nce,
M
étri
c (D
P)
Pré
sent
atio
n de
s pr
oprié
tés
des
prin
cipa
ux m
o-dè
les
mac
roéc
onom
ique
s du
Ser
vice
Pub
lic
G 9
314
B
. C
RE
PO
N -
E. D
UG
UE
T
Res
earc
h &
Dev
elop
men
t, co
mpe
titio
n an
d in
nova
tion
G 9
315
B
. D
OR
MO
NT
Q
uelle
est
l'in
fluen
ce d
u co
ût d
u tr
avai
l sur
l'e
mpl
oi ?
G 9
316
D
. BL
AN
CH
ET
- C
. BR
OU
SS
E
Deu
x ét
udes
sur
l'âg
e de
la r
etra
ite
G 9
317
D. B
LAN
CH
ET
R
épar
titio
n du
trav
ail d
ans
une
popu
latio
n hé
té-
rogè
ne :
deu
x no
tes
G 9
318
D
. EY
SS
AR
TIE
R -
N.
PO
NT
Y
AM
AD
EU
S -
an
annu
al m
acro
-eco
nom
ic m
odel
fo
r th
e m
ediu
m a
nd
lon
g te
rm
G 9
319
G
. C
ET
TE
- P
h. C
UN
ÉO
- D
. E
YS
SA
RT
IER
-J.
GA
UT
IÉ
Les
effe
ts s
ur l'
empl
oi d
'un
abai
ssem
ent
du c
oût
du t
rava
il de
s je
unes
G 9
401
D. B
LAN
CH
ET
Le
s st
ruct
ures
par
âge
impo
rten
t-el
les
?
G 9
402
J.
GA
UT
IÉ
Le c
hôm
age
des
jeun
es e
n F
ranc
e :
prob
lèm
e de
fo
rmat
ion
ou p
héno
mèn
e de
file
d'a
ttent
e ?
Que
lque
s él
émen
ts d
u dé
bat
G 9
403
P.
QU
IRIO
N
Les
déch
ets
en F
ranc
e :
élém
ents
sta
tistiq
ues
et
écon
omiq
ues
G 9
404
D. L
AD
IRA
Y -
M.
GR
UN
-RE
HO
MM
E
Liss
age
par
moy
enne
s m
obile
s -
Le p
robl
ème
des
extr
émité
s de
sér
ie
G 9
405
V.
MA
ILLA
RD
T
héor
ie e
t pra
tique
de
la c
orre
ctio
n de
s ef
fets
de
jour
s ou
vrab
les
G 9
406
F
. R
OS
EN
WA
LD
La d
écis
ion
d'in
vest
ir
G 9
407
S
. JA
CO
BZ
ON
E
Les
appo
rts
de l'
écon
omie
indu
strie
lle p
our
défin
ir la
str
atég
ie é
cono
miq
ue d
e l'h
ôpita
l pub
lic
G 9
408
L.
BLO
CH
, J.
BO
UR
DIE
U,
B.
CO
LIN
-SE
DIL
LOT
, G. L
ON
GU
EV
ILLE
D
u dé
faut
de
paie
men
t au
dépô
t de
bila
n :
les
banq
uier
s fa
ce a
ux P
ME
en
diff
icul
té
G 9
409
D
. EY
SS
AR
TIE
R,
P.
MA
IRE
Im
pact
s m
acro
-éco
nom
ique
s de
mes
ures
d'a
ide
au lo
gem
ent
- qu
elqu
es é
lém
ents
d'é
valu
atio
n
G 9
410
F
. R
OS
EN
WA
LD
Sui
vi c
onjo
nctu
rel d
e l'i
nves
tisse
men
t
G 9
411
C
. DE
FE
UIL
LEY
- P
h. Q
UIR
ION
Le
s dé
chet
s d'
emba
llage
s m
énag
ers
: une
anal
yse
écon
omiq
ue d
es p
oliti
ques
fran
çais
e et
al
lem
ande
G 9
412
J. B
OU
RD
IEU
- B
. C
ŒU
RÉ
-
B.
CO
LIN
-SE
DIL
LOT
In
vest
isse
men
t, in
cert
itude
et i
rrév
ersi
bilit
é Q
uelq
ues
déve
lopp
emen
ts r
écen
ts d
e la
thé
orie
de
l'in
vest
isse
men
t
G 9
413
B.
DO
RM
ON
T -
M. P
AU
CH
ET
L'
éval
uatio
n de
l'él
astic
ité e
mpl
oi-s
alai
re d
épen
d-el
le d
es s
truc
ture
s de
qua
lific
atio
n ?
G 9
414
I.
KA
BLA
Le
Cho
ix d
e br
evet
er u
ne in
vent
ion
G 9
501
J.
BO
UR
DIE
U -
B.
CŒ
UR
É -
B. S
ED
ILL
OT
Ir
reve
rsib
le In
vest
men
t an
d U
ncer
tain
ty:
Whe
n is
the
re a
Val
ue o
f Wai
ting?
G 9
502
L.
BLO
CH
- B
. CŒ
UR
É
Impe
rfec
tions
du
mar
ché
du c
rédi
t, in
vest
isse
-m
ent
des
entr
epris
es e
t cyc
le é
cono
miq
ue
G 9
503
D. G
OU
X -
E.
MA
UR
IN
Les
tran
sfor
mat
ions
de
la d
eman
de d
e tr
avai
l par
qu
alifi
catio
n en
Fra
nce
U
ne é
tude
sur
la p
ério
de 1
970-
1993
G 9
504
N
. GR
EE
NA
N
Tec
hnol
ogie
, ch
ange
men
t org
anis
atio
nnel
, qua
-lif
icat
ions
et
empl
oi :
une
étu
de e
mpi
rique
sur
l'i
ndus
trie
man
ufac
turiè
re
G 9
505
D. G
OU
X -
E.
MA
UR
IN
Per
sist
ance
des
hié
rarc
hies
sec
torie
lles
de s
a-la
ires:
un
réex
amen
sur
don
nées
fran
çais
es
G 9
505
D. G
OU
X -
E.
MA
UR
IN
B
is
Per
sist
ence
of i
nter
-ind
ustr
y w
age
s d
iffer
entia
ls: a
re
exam
inat
ion
on m
atch
ed w
orke
r-fir
m p
anel
dat
a
G 9
506
S
. JA
CO
BZ
ON
E
Les
liens
ent
re R
MI
et c
hôm
age,
une
mis
e en
pe
rspe
ctiv
e N
ON
PA
RU
- ar
ticle
sor
ti da
ns É
cono
mie
et
Prév
isio
n n°
122
(199
6) -
page
s 95
à 1
13
G 9
507
G
. C
ET
TE
- S
. M
AH
FO
UZ
Le
par
tage
prim
aire
du
reve
nu
Con
stat
des
crip
tif s
ur lo
ngue
pér
iode
G 9
601
Ban
que
de F
ranc
e -
CE
PR
EM
AP
- D
irect
ion
de la
P
révi
sion
- É
rasm
e -
INS
EE
- O
FC
E
Str
uctu
res
et p
ropr
iété
s de
cin
q m
odèl
es m
acro
-éc
onom
ique
s fr
ança
is
G 9
602
R
app
ort
d’a
ctiv
ité d
e la
DE
SE
de
l’ann
ée
199
5
G 9
603
J.
BO
UR
DIE
U -
A.
DR
AZ
NIE
KS
L’
octr
oi d
e cr
édit
aux
PM
E :
une
ana
lyse
à p
artir
d’
info
rmat
ions
ban
caire
s
G 9
604
A
. T
OP
IOL
-BE
NS
AÏD
Le
s im
plan
tatio
ns ja
pona
ises
en
Fra
nce
G 9
605
P
. G
EN
IER
- S
. JA
CO
BZ
ON
E
Com
port
emen
ts d
e pr
éven
tion,
con
som
mat
ion
d’al
cool
et
taba
gie
: pe
ut-o
n pa
rler
d’un
e ge
stio
n gl
obal
e du
cap
ital s
anté
?
Une
mod
élis
atio
n m
icro
écon
omét
rique
em
piriq
ue
G 9
606
C. D
OZ
- F
. LE
NG
LAR
T
Fac
tor
anal
ysis
and
uno
bser
ved
com
pone
nt
mod
els:
an
appl
icat
ion
to t
he s
tudy
of
Fre
nch
busi
ness
sur
veys
G 9
607
N
. GR
EE
NA
N -
D. G
UE
LLE
C
La t
héor
ie c
oopé
rativ
e de
la f
irme
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iii
G 9
608
N
. GR
EE
NA
N -
D. G
UE
LLE
C
Tec
hnol
ogic
al in
nova
tion
and
empl
oym
ent
real
loca
tion
G 9
609
P
h. C
OU
R -
F. R
UP
PR
EC
HT
L’
inté
grat
ion
asym
étriq
ue a
u se
in d
u co
ntin
ent
amér
icai
n :
un e
ssai
de
mod
élis
atio
n
G 9
610
S.
DU
CH
EN
E -
G. F
OR
GE
OT
- A
. JA
CQ
UO
T
Ana
lyse
des
évo
lutio
ns r
écen
tes
de la
pro
duct
i-vi
té a
ppar
ente
du
trav
ail
G 9
611
X
. BO
NN
ET
- S
. MA
HF
OU
Z
The
influ
ence
of
diff
eren
t sp
ecifi
catio
ns o
f w
ages
-pr
ices
spi
rals
on
the
mea
sure
of
the
NA
IRU
: the
ca
se o
f F
ranc
e
G 9
612
P
H. C
OU
R -
E. D
UB
OIS
, S. M
AH
FO
UZ
,
J. P
ISA
NI-
FE
RR
Y
The
cos
t of f
isca
l ret
renc
hmen
t re
visi
ted:
how
st
rong
is th
e ev
iden
ce?
G 9
613
A
. JA
CQ
UO
T
Les
flexi
ons
des
taux
d’a
ctiv
ité s
ont-
elle
s se
ule-
men
t co
njon
ctur
elle
s ?
G 9
614
ZH
AN
G Y
ingx
iang
- S
ON
G X
ueqi
ng
Lexi
que
mac
roéc
onom
ique
Fra
nçai
s-C
hino
is
G 9
701
J.L.
SC
HN
EID
ER
La
tax
e pr
ofes
sion
nelle
: él
émen
ts d
e ca
drag
e éc
onom
ique
G 9
702
J.L.
SC
HN
EID
ER
T
rans
ition
et s
tabi
lité
polit
ique
d’u
n sy
stèm
e re
dist
ribut
if
G 9
703
D. G
OU
X -
E.
MA
UR
IN
Tra
in o
r P
ay: D
oes
it R
educ
e In
equa
litie
s to
En-
cour
age
Firm
s to
Tra
in t
heir
Wor
kers
?
G 9
704
P
. G
EN
IER
D
eux
cont
ribut
ions
sur
dép
enda
nce
et é
quité
G 9
705
E.
DU
GU
ET
- N
. IU
NG
R
& D
Inv
estm
ent,
Pa
ten
t Life
and
Pat
ent V
alu
e A
n E
cono
met
ric A
naly
sis
at t
he F
irm L
evel
G 9
706
M
. HO
UD
EB
INE
- A
. T
OP
IOL
-BE
NS
AÏD
Le
s en
trep
rises
inte
rnat
iona
les
en F
ranc
e :
une
anal
yse
à pa
rtir
de d
onné
es in
divi
duel
les
G 9
707
M
. HO
UD
EB
INE
P
olar
isat
ion
des
activ
ités
et s
péci
alis
atio
n de
s dé
part
emen
ts e
n F
ranc
e
G 9
708
E
. D
UG
UE
T -
N. G
RE
EN
AN
Le
bia
is te
chno
logi
que
: un
e an
alys
e su
r do
nnée
s in
divi
duel
les
G 9
709
J.L.
BR
ILLE
T
Ana
lyzi
ng a
sm
all F
renc
h E
CM
Mod
el
G 9
710
J.L.
BR
ILLE
T
For
mal
izin
g th
e tr
ansi
tion
proc
ess:
sce
nario
s fo
r ca
pita
l acc
umul
atio
n
G 9
711
G
. F
OR
GE
OT
- J
. G
AU
TIÉ
In
sert
ion
prof
essi
onne
lle d
es je
unes
et p
roce
ssus
de
déc
lass
emen
t
G 9
712
E
. D
UB
OIS
H
igh
Rea
l Int
eres
t R
ates
: th
e C
onse
quen
ce o
f a
Sav
ing
Inve
stm
ent
Dis
equi
libriu
m o
r of
an
in-
suff
icie
nt C
redi
bilit
y of
Mon
etar
y A
utho
ritie
s?
G 9
713
Bila
n de
s ac
tivité
s de
la D
irect
ion
des
Étu
des
et S
ynth
èses
Éco
nom
ique
s -
1996
G 9
714
F
. L
EQ
UIL
LER
D
oes
the
Fre
nch
Con
sum
er P
rice
Inde
x O
ver-
sta
te I
nfla
tion?
G 9
715
X
. BO
NN
ET
P
eut-
on m
ettr
e en
évi
denc
e le
s rig
idité
s à
la
bais
se d
es s
alai
res
nom
inau
x ?
U
ne é
tude
sur
que
lque
s gr
ands
pay
s de
l’O
CD
E
G 9
716
N
. IU
NG
- F
. RU
PP
RE
CH
T
Pro
duct
ivité
de
la r
eche
rche
et r
ende
men
ts
d’éc
helle
dan
s le
sec
teur
pha
rmac
eutiq
ue
fran
çais
G 9
717
E
. D
UG
UE
T -
I. K
AB
LA
A
ppro
pria
tion
stra
tegy
and
the
mot
ivat
ions
to u
se
the
pate
nt s
yste
m in
Fra
nce
- A
n ec
on
omet
ric
ana
lysi
s at
th
e fi
rm le
vel
G 9
718
L.
P. P
EL
É -
P. R
AL
LE
Â
ge d
e la
ret
raite
: le
s as
pect
s in
cita
tifs
du r
égim
e gé
néra
l
G 9
719
ZH
AN
G Y
ingx
iang
- S
ON
G X
ueqi
ng
Lexi
que
mac
roéc
onom
ique
fra
nçai
s-ch
inoi
s,
chin
ois-
fran
çais
G 9
720
M
. HO
UD
EB
INE
- J
.L. S
CH
NE
IDE
R
Mes
urer
l’in
fluen
ce d
e la
fis
calit
é su
r la
loca
li-sa
tion
des
entr
epris
es
G 9
721
A
. M
OU
RO
UG
AN
E
Cré
dibi
lité,
indé
pend
ance
et
polit
ique
mon
étai
re
Une
rev
ue d
e la
litt
érat
ure
G 9
722
P.
AU
GE
RA
UD
- L
. BR
IOT
Le
s do
nnée
s co
mpt
able
s d’
entr
epris
es
Le s
ystè
me
inte
rméd
iair
e d’
entr
epris
es
Pas
sage
des
don
nées
indi
vidu
elle
s au
x do
nnée
s se
ctor
ielle
s
G 9
723
P.
AU
GE
RA
UD
- J
.E. C
HA
PR
ON
U
sing
Bus
ines
s A
ccou
nts
for
Com
pilin
g N
atio
nal
Acc
ount
s: th
e F
renc
h E
xper
ienc
e
G 9
724
P.
AU
GE
RA
UD
Le
s co
mpt
es d
’ent
repr
ise
par
activ
ités
- Le
pas
-sa
ge a
ux c
ompt
es -
De
la c
ompt
abili
té
d’en
trep
rise
à la
com
ptab
ilité
nat
iona
le -
A
para
ître
G 9
801
H. M
ICH
AU
DO
N -
C.
PR
IGE
NT
P
rése
ntat
ion
du m
odèl
e A
MA
DE
US
G 9
802
J. A
CC
AR
DO
U
ne é
tude
de
com
ptab
ilité
gén
érat
ionn
elle
po
ur la
Fra
nce
en 1
996
G 9
803
X. B
ON
NE
T -
S. D
UC
HÊ
NE
A
ppor
ts e
t lim
ites
de la
mod
élis
atio
n «
Rea
l Bus
ines
s C
ycle
s »
G 9
804
C. B
AR
LET
- C
. DU
GU
ET
-
D. E
NC
AO
UA
- J
. PR
AD
EL
The
Com
mer
cial
Suc
cess
of
Inno
vatio
ns
An
econ
omet
ric a
naly
sis
at t
he f
irm le
vel i
n F
renc
h m
anuf
actu
ring
G 9
805
P.
CA
HU
C -
Ch.
GIA
NE
LLA
-
D. G
OU
X -
A.
ZIL
BE
RB
ER
G
Equ
aliz
ing
Wag
e D
iffer
ence
s an
d B
arga
inin
g P
ower
- E
vide
nce
form
a P
anel
of
Fre
nch
Firm
s
G 9
806
J.
AC
CA
RD
O -
M.
JLA
SS
I La
pro
duct
ivité
glo
bale
des
fact
eurs
ent
re 1
975
et
1996
iv
G 9
807
Bila
n de
s ac
tivité
s de
la D
irect
ion
des
Étu
des
et
Syn
thès
es É
cono
miq
ues
- 19
97
G 9
808
A
. M
OU
RO
UG
AN
E
Can
a C
onse
rvat
ive
Gov
erno
r C
ondu
ct a
n A
c-co
mod
ativ
e M
onet
ary
Pol
icy?
G 9
809
X
. BO
NN
ET
- E
. DU
BO
IS -
L. F
AU
VE
T
Asy
mét
rie d
es in
flatio
ns r
elat
ives
et m
enus
cos
ts
: te
sts
sur
l’inf
latio
n fr
ança
ise
G 9
810
E.
DU
GU
ET
- N
. IU
NG
S
ales
and
Adv
ertis
ing
with
Spi
llove
rs a
t the
firm
le
vel:
Est
imat
ion
of a
Dyn
amic
Str
uctu
ral M
odel
on
Pa
nel
Dat
a
G 9
811
J.
P. B
ER
TH
IER
C
onge
stio
n ur
bain
e :
un m
odèl
e de
traf
ic d
e po
inte
à c
ourb
e dé
bit-
vite
sse
et d
eman
de
élas
tique
G 9
812
C
. PR
IGE
NT
La
par
t de
s sa
laire
s da
ns la
val
eur
ajou
tée
: une
ap
proc
he m
acro
écon
omiq
ue
G 9
813
A
.Th.
AE
RT
S
L’év
olut
ion
de la
par
t des
sal
aire
s da
ns la
val
eur
ajou
tée
en F
ranc
e re
flète
-t-e
lle le
s év
olut
ions
in
divi
duel
les
sur
la p
ério
de 1
979-
1994
?
G 9
814
B.
SA
LAN
IÉ
Gui
de p
ratiq
ue d
es s
érie
s no
n-st
atio
nnai
res
G 9
901
S.
DU
CH
ÊN
E -
A. J
AC
QU
OT
U
ne c
rois
sanc
e pl
us r
iche
en
empl
ois
depu
is le
dé
but
de la
déc
enni
e ?
Une
ana
lyse
en
com
pa-
rais
on in
tern
atio
nale
G 9
902
Ch.
CO
LIN
M
odél
isat
ion
des
carr
ière
s da
ns D
estin
ie
G 9
903
Ch.
CO
LIN
É
volu
tion
de la
dis
pers
ion
des
sala
ires
: un
essa
i de
pro
spec
tive
par
mic
rosi
mul
atio
n
G 9
904
B
. C
RE
PO
N -
N.
IUN
G
Inno
vatio
n, e
mpl
oi e
t per
form
ance
s
G 9
905
B
. C
RE
PO
N -
Ch.
GIA
NE
LLA
W
ages
ineq
ualit
ies
in F
ranc
e 19
69-1
992
An
appl
icat
ion
of q
uant
ile r
egre
ssio
n te
chni
ques
G 9
906
C. B
ON
NE
T -
R. M
AH
IEU
M
icro
sim
ulat
ion
tech
niqu
es a
pplie
d to
inte
r-ge
nera
tiona
l tra
nsfe
rs -
Pen
sion
s in
a d
ynam
ic
fram
ewor
k: t
he c
ase
of F
ranc
e
G 9
907
F
. R
OS
EN
WA
LD
L’im
pact
des
con
trai
ntes
fin
anci
ères
dan
s la
dé-
cisi
on d
’inve
stis
sem
ent
G 9
908
Bila
n de
s ac
tivité
s de
la D
ES
E -
199
8
G 9
909
J.P
. ZO
YE
M
Con
trat
d’in
sert
ion
et s
ortie
du
RM
I É
valu
atio
n de
s ef
fets
d’u
ne p
oliti
que
soci
ale
G 9
910
C
h. C
OLI
N -
Fl.
LEG
RO
S -
R.
MA
HIE
U
Bila
ns c
ontr
ibut
ifs c
ompa
rés
des
régi
mes
de
retr
aite
du
sect
eur
priv
é et
de
la fo
nctio
n pu
bliq
ue
G 9
911
G
. LA
RO
QU
E -
B. S
ALA
NIÉ
U
ne d
écom
posi
tion
du n
on-e
mpl
oi e
n F
ranc
e
G 9
912
B.
SA
LAN
IÉ
Une
maq
uett
e an
alyt
ique
de
long
ter
me
du
mar
ché
du t
rava
il
G 9
912
Ch.
GIA
NE
LLA
B
is
Une
est
imat
ion
de l’
élas
ticité
de
l’em
ploi
peu
qu
alifi
é à
son
coût
G 9
913
Div
isio
n «
Red
istr
ibut
ion
et P
oliti
ques
Soc
iale
s »
Le m
odèl
e de
mic
rosi
mul
atio
n dy
nam
ique
D
ES
TIN
IE
G 9
914
E.
DU
GU
ET
M
acro
-com
man
des
SA
S p
our
l’éco
nom
étrie
des
pa
nels
et d
es v
aria
bles
qua
litat
ives
G 9
915
R. D
UH
AU
TO
IS
Évo
lutio
n de
s flu
x d’
empl
ois
en F
ranc
e en
tre
1990
et
1996
: un
e ét
ude
empi
rique
à p
artir
du
fichi
er d
es b
énéf
ices
rée
ls n
orm
aux
(BR
N)
G 9
916
J.Y
. FO
UR
NIE
R
Ext
ract
ion
du c
ycle
des
aff
aire
s : l
a m
étho
de d
e B
axte
r et
Kin
g
G 9
917
B
. C
RÉ
PO
N -
R. D
ES
PL
AT
Z -
J. M
AIR
ES
SE
E
stim
atin
g pr
ice
cost
mar
gins
, sca
le e
cono
mie
s an
d w
orke
rs’ b
arga
inin
g po
wer
at
the
firm
leve
l
G 9
918
C
h. G
IAN
EL
LA -
Ph.
LA
GA
RD
E
Pro
duct
ivity
of
hour
s in
the
agg
rega
te p
rodu
ctio
n fu
nctio
n: a
n ev
alua
tion
on a
pan
el o
f Fre
nch
firm
s fr
om th
e m
anuf
actu
ring
sect
or
G 9
919
S.
AU
DR
IC -
P. G
IVO
RD
- C
. P
RO
ST
É
volu
tion
de l’
empl
oi e
t de
s co
ûts
par
qual
i-fic
atio
n en
tre
1982
et 1
996
G 2
000/
01
R. M
AH
IEU
Le
s dé
term
inan
ts d
es d
épen
ses
de s
anté
: un
e ap
proc
he m
acro
écon
omiq
ue
G 2
000/
02
C. A
LLA
RD
-PR
IGE
NT
- H
. GU
ILM
EA
U -
A
. Q
UIN
ET
T
he r
eal e
xcha
nge
rate
as
the
rela
tive
pric
e of
no
ntra
bles
in te
rms
of t
rada
bles
: th
eore
tical
in
vest
igat
ion
and
empi
rical
stu
dy o
n F
renc
h da
ta
G 2
000
/03
J.
-Y.
FO
UR
NIE
R
L’ap
prox
imat
ion
du f
iltre
pas
se-b
ande
pro
posé
e pa
r C
hris
tiano
et F
itzge
rald
G 2
000/
04
Bila
n de
s ac
tivité
s de
la D
ES
E -
199
9
G 2
000/
05
B.
CR
EP
ON
- F
. R
OS
EN
WA
LD
Inve
stis
sem
ent e
t con
trai
ntes
de
finan
cem
ent
: le
poid
s du
cyc
le
Une
est
imat
ion
sur
donn
ées
fran
çais
es
G 2
000
/06
A
. F
LIP
O
Les
com
port
emen
ts m
atrim
onia
ux d
e fa
it
G 2
000
/07
R
. MA
HIE
U -
B. S
ÉD
ILL
OT
M
icro
sim
ulat
ions
of
the
retir
emen
t dec
isio
n: a
su
pply
sid
e ap
proa
ch
G 2
000
/08
C
. AU
DE
NIS
- C
. PR
OS
T
Déf
icit
conj
onct
urel
: u
ne p
rise
en c
ompt
e de
s co
njon
ctur
es p
assé
es
G 2
000
/09
R
. MA
HIE
U -
B. S
ÉD
ILL
OT
É
quiv
alen
t pa
trim
onia
l de
la r
ente
et s
ousc
riptio
n de
ret
raite
com
plém
enta
ire
G 2
000/
10
R. D
UH
AU
TO
IS
Ral
entis
sem
ent
de l’
inve
stis
sem
ent
: pe
tites
ou
gran
des
entr
epris
es ?
indu
strie
ou
tert
iaire
?
G 2
000
/11
G
. LA
RO
QU
E -
B. S
ALA
NIÉ
T
emps
par
tiel f
émin
in e
t inc
itatio
ns f
inan
cièr
es à
l’e
mpl
oi
G20
00/1
2 C
h. G
IAN
ELL
A
Loca
l une
mpl
oym
ent
and
wag
es
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G20
00/1
3 B
. C
RE
PO
N -
Th.
HE
CK
EL
- In
form
atis
atio
n en
Fra
nce
: un
e év
alua
tion
à pa
rtir
de d
onné
es in
divi
duel
les
- C
ompu
teriz
atio
n in
Fra
nce:
an
eval
uatio
n ba
sed
on in
divi
dual
com
pany
dat
a
G20
01/0
1 F
. LE
QU
ILLE
R
- La
nou
velle
éco
nom
ie e
t la
mes
ure
de
la c
rois
sanc
e du
PIB
-
The
new
eco
nom
y an
d th
e m
easu
re
m
ent
of G
DP
gro
wth
G20
01/0
2 S
. A
UD
RIC
La
rep
rise
de l
a cr
oiss
ance
de
l’em
ploi
pro
fite-
t-el
le a
ussi
aux
non
-dip
lôm
és ?
G20
01/0
3 I.
BR
AU
N-L
EM
AIR
E
Évo
lutio
n et
rép
artit
ion
du s
urpl
us d
e pr
oduc
tivité
G20
01/0
4 A
. B
EA
UD
U -
Th.
HE
CK
EL
Le c
anal
du
créd
it fo
nctio
nne-
t-il
en E
urop
e ?
Une
ét
ude
de
l’hét
érog
énéi
té
des
com
port
emen
ts
d’in
vest
isse
men
t à
part
ir de
do
nnée
s de
bi
lan
agré
gées
G20
01/0
5 C
. AU
DE
NIS
- P
. B
ISC
OU
RP
-
N. F
OU
RC
AD
E -
O. L
OIS
EL
Tes
ting
the
augm
ente
d S
olow
gro
wth
mod
el:
An
empi
rical
rea
sses
smen
t usi
ng p
anel
dat
a
G20
01/0
6 R
. MA
HIE
U -
B. S
ÉD
ILL
OT
D
épar
t à
la r
etra
ite, i
rrév
ersi
bilit
é et
ince
rtitu
de
G20
01/0
7 B
ilan
des
activ
ités
de la
DE
SE
- 2
000
G20
01/0
8 J.
Ph.
GA
UD
EM
ET
Le
s di
spos
itifs
d’
acqu
isiti
on
à tit
re
facu
ltatif
d’
annu
ités
viag
ères
de
retr
aite
G20
01/0
9 B
. C
RÉ
PO
N -
Ch.
GIA
NE
LLA
F
isca
lité,
coû
t d’
usag
e du
cap
ital
et d
eman
de d
e fa
cteu
rs :
une
ana
lyse
sur
don
nées
indi
vidu
elle
s
G20
01/1
0 B
. C
RÉ
PO
N -
R. D
ES
PL
AT
Z
Éva
luat
ion
des
effe
ts
des
disp
ositi
fs
d’al
lége
men
ts
de c
harg
es s
ocia
les
sur
les
bas
sala
ires
G20
01/1
1 J.
-Y.
FO
UR
NIE
R
Com
para
ison
des
sal
aire
s de
s se
cteu
rs p
ublic
et
priv
é
G20
01/1
2 J.
-P.
BE
RT
HIE
R -
C. J
AU
LEN
T
R. C
ON
VE
NE
VO
LE
- S
. PIS
AN
I U
ne
mét
hodo
logi
e de
co
mpa
rais
on
entr
e co
nsom
mat
ions
int
erm
édia
ires
de s
ourc
e fis
cale
et
de
com
ptab
ilité
nat
iona
le
G20
01/1
3 P
. B
ISC
OU
RP
- C
h. G
IAN
EL
LA
Sub
stitu
tion
and
com
plem
enta
rity
betw
een
capi
tal,
skill
ed
and
less
sk
illed
w
orke
rs:
an
anal
ysis
at
th
e fir
m
leve
l in
th
e F
renc
h m
anuf
actu
ring
indu
stry
G20
01/1
4 I.
RO
BE
RT
-BO
BE
E
Mod
ellin
g de
mog
raph
ic b
ehav
iour
s in
the
Fre
nch
mic
rosi
mul
atio
n m
odel
D
estin
ie:
An
anal
ysis
of
fu
ture
cha
nge
in c
ompl
ete
d fe
rtili
ty
G20
01/1
5 J.
-P.
ZO
YE
M
Dia
gnos
tic
sur
la
pauv
reté
et
ca
lend
rier
de
reve
nus
: le
ca
s du
“P
anel
eu
ropé
en
des
mén
ages
»
G20
01/1
6 J.
-Y.
FO
UR
NIE
R -
P.
GIV
OR
D
La
rédu
ctio
n de
s ta
ux
d’ac
tivité
au
x âg
es
extr
êmes
, un
e sp
écifi
cité
fran
çais
e ?
G20
01/1
7 C
. AU
DE
NIS
- P
. B
ISC
OU
RP
- N
. RIE
DIN
GE
R
Exi
ste-
t-il
une
asym
étrie
dan
s la
tra
nsm
issi
on d
u pr
ix d
u br
ut a
ux p
rix d
es c
arbu
rant
s ?
G20
02/0
1 F
. MA
GN
IEN
- J
.-L.
TA
VE
RN
IER
- D
. T
HE
SM
AR
Le
s st
atis
tique
s in
tern
atio
nale
s de
P
IB
par
habi
tant
en
st
anda
rd
de
pouv
oir
d’ac
hat
: un
e an
alys
e de
s ré
sulta
ts
G20
02/0
2 B
ilan
des
activ
ités
de la
DE
SE
- 2
001
G20
02/0
3 B
. S
ÉD
ILLO
T -
E. W
ALR
AE
T
La c
essa
tion
d’ac
tivité
au
sein
des
cou
ples
: y
a-t-
il in
terd
épen
danc
e de
s ch
oix
?
G20
02/0
4 G
. B
RIL
HA
ULT
-
Rét
ropo
latio
n de
s sé
ries
de F
BC
F e
t ca
lcul
du
capi
tal
fixe
en
SE
C-9
5 da
ns
les
com
ptes
na
tiona
ux f
ranç
ais
- R
etro
pola
tion
of t
he i
nves
tmen
t se
ries
(G
FC
F)
and
estim
atio
n of
fix
ed c
apita
l st
ocks
on
the
E
SA
-95
basi
s fo
r th
e F
renc
h ba
lanc
e sh
eets
G20
02/0
5 P
. B
ISC
OU
RP
- B
. C
RÉ
PO
N -
T.
HE
CK
EL
- N
. R
IED
ING
ER
H
ow
do
firm
s re
spon
d to
ch
eape
r co
mpu
ters
? M
icro
econ
omet
ric e
vide
nce
for
Fra
nce
base
d on
a
prod
uctio
n fu
nctio
n ap
proa
ch
G20
02/0
6 C
. AU
DE
NIS
- J
. DE
RO
YO
N -
N. F
OU
RC
AD
E
L’im
pact
de
s no
uvel
les
tech
nolo
gies
de
l’i
nfor
mat
ion
et
de
la
com
mun
icat
ion
sur
l’éco
nom
ie
fran
çais
e -
un
bouc
lage
m
acro
-éc
onom
ique
G20
02/0
7 J.
BA
RD
AJI
- B
. SÉ
DIL
LOT
- E
. W
ALR
AE
T
Éva
luat
ion
de t
rois
réf
orm
es d
u R
égim
e G
énér
al
d’as
sura
nce
viei
lless
e à
l’aid
e du
m
odèl
e de
m
icro
sim
ulat
ion
DE
ST
INIE
G20
02/0
8 J.
-P.
BE
RT
HIE
R
Réf
lexi
ons
sur
les
diffé
rent
es n
otio
ns d
e vo
lum
e da
ns l
es c
ompt
es n
atio
naux
: co
mpt
es a
ux p
rix
d’un
e an
née
fixe
ou
aux
prix
de
l’a
nnée
pr
écéd
ente
, sé
ries
chaî
nées
G20
02/0
9 F
. H
ILD
Le
s so
ldes
d’o
pini
on r
ésum
ent-
ils a
u m
ieux
les
ré
pons
es
des
entr
epris
es
aux
enqu
êtes
de
co
njon
ctur
e ?
G20
02/1
0 I.
RO
BE
RT
-BO
BÉ
E
Les
com
port
emen
ts
dém
ogra
phiq
ues
dans
le
m
odèl
e de
m
icro
sim
ulat
ion
Des
tinie
-
Une
co
mpa
rais
on
des
estim
atio
ns
issu
es
des
enqu
êtes
Je
unes
et
C
arriè
res
1997
et
His
toire
F
amili
ale
1999
G20
02/1
1 J.
-P.
ZO
YE
M
La d
ynam
ique
des
bas
rev
enus
: u
ne a
naly
se d
es
entr
ées-
sort
ies
de p
auvr
eté
G20
02/1
2 F
. H
ILD
P
révi
sion
s d’
infla
tion
pour
la F
ranc
e
G20
02/1
3 M
. LE
CLA
IR
Réd
uctio
n du
tem
ps d
e tr
avai
l et
ten
sion
s su
r le
s fa
cteu
rs d
e pr
oduc
tion
G20
02/1
4 E
. W
ALR
AE
T -
A. V
INC
EN
T
- A
naly
se d
e la
red
istr
ibut
ion
intr
agén
érat
ionn
elle
da
ns le
sys
tèm
e de
ret
raite
des
sal
arié
s du
priv
é -
Une
app
roch
e pa
r m
icro
sim
ulat
ion
- In
trag
ener
atio
nal
dist
ribut
iona
l an
alys
is
in
the
fren
ch
priv
ate
sect
or
pens
ion
sche
me
- A
m
icro
sim
ulat
ion
appr
oach
vi
G20
02/1
5 P
. C
HO
NE
- D
. LE
BLA
NC
- I.
RO
BE
RT
-BO
BE
E
Offr
e de
tr
avai
l fé
min
ine
et
gard
e de
s je
unes
en
fant
s
G20
02/1
6 F
. MA
UR
EL
- S
. G
RE
GO
IR
Les
indi
ces
de
com
pétit
ivité
de
s pa
ys :
in
ter-
prét
atio
n et
lim
ites
G20
03/0
1 N
. RIE
DIN
GE
R -
E.H
AU
VY
Le
coû
t de
dép
ollu
tion
atm
osph
ériq
ue p
our
les
entr
epris
es f
ranç
aise
s :
Une
est
imat
ion
à pa
rtir
de
donn
ées
indi
vidu
elle
s
G20
03/0
2 P
. B
ISC
OU
RP
et
F. K
RA
MA
RZ
C
réat
ion
d’em
ploi
s,
dest
ruct
ion
d’em
ploi
s et
in
tern
atio
nalis
atio
n de
s en
trep
rises
in
dust
rielle
s fr
ança
ises
: un
e an
alys
e su
r la
pé
riode
19
86-
1992
G20
03/0
3 B
ilan
des
activ
ités
de la
DE
SE
- 2
002
G20
03/0
4 P
.-O
. BE
FF
Y -
J. D
ER
OY
ON
-
N. F
OU
RC
AD
E -
S. G
RE
GO
IR -
N.
LAÏB
-
B.
MO
NF
OR
T
Évo
lutio
ns d
émog
raph
ique
s et
cro
issa
nce
: un
e pr
ojec
tion
mac
ro-é
cono
miq
ue à
l’ho
rizon
202
0
G20
03/0
5 P
. A
UB
ER
T
La s
ituat
ion
des
sala
riés
de p
lus
de c
inqu
ante
an
s da
ns le
sec
teur
priv
é
G20
03/0
6 P
. A
UB
ER
T -
B.
CR
ÉP
ON
A
ge,
sala
ire e
t pr
oduc
tivité
La
pro
duct
ivité
des
sal
arié
s dé
clin
e-t-
elle
en
fin
de c
arriè
re ?
G20
03/0
7 H
. B
AR
ON
- P
.O.
BE
FF
Y -
N.
FO
UR
CA
DE
- R
. M
AH
IEU
Le
ral
entis
sem
ent
de l
a pr
oduc
tivité
du
trav
ail
au
cour
s de
s an
nées
199
0
G20
03/0
8 P
.-O
. BE
FF
Y -
B. M
ON
FO
RT
P
atrim
oine
des
mén
ages
, dy
nam
ique
d’a
lloca
tion
et c
ompo
rte
men
t de
con
som
mat
ion
G20
03/0
9 P
. B
ISC
OU
RP
- N
. FO
UR
CA
DE
P
eut-
on
met
tre
en
évid
ence
l’e
xist
ence
de
rig
idité
s à
la
bais
se
des
sala
ires
à pa
rtir
de
donn
ées
indi
vidu
elle
s ?
Le c
as d
e la
Fra
nce
à la
fin
des
ann
ées
90
G20
03/1
0 M
. LE
CLA
IR -
P.
PE
TIT
P
rése
nce
synd
ical
e da
ns l
es f
irmes
: qu
el i
mpa
ct
sur
les
inég
alité
s sa
laria
les
entr
e le
s ho
mm
es e
t le
s fe
mm
es ?
G20
03/1
1 P
.-O
. B
EF
FY
-
X.
BO
NN
ET
-
M.
DA
RR
AC
Q-
PA
RIE
S -
B. M
ON
FO
RT
M
ZE
: a
smal
l mac
ro-m
odel
for
the
euro
are
a
G20
04/0
1 P
. A
UB
ER
T -
M. L
EC
LAIR
La
co
mpé
titiv
ité
expr
imée
da
ns
les
enqu
êtes
tr
imes
trie
lles
sur
la s
ituat
ion
et l
es p
ersp
ectiv
es
dans
l’in
dust
rie
G20
04/0
2 M
. DU
ÉE
- C
. R
EB
ILLA
RD
La
dé
pend
ance
de
s pe
rson
nes
âgée
s :
une
proj
ectio
n à
long
term
e
G20
04/0
3 S
. R
AS
PIL
LE
R -
N. R
IED
ING
ER
R
égul
atio
n en
viro
nnem
enta
le
et
choi
x de
lo
calis
atio
n de
s gr
oupe
s fr
ança
is
G20
04/0
4 A
. N
AB
OU
LET
- S
. RA
SP
ILLE
R
Les
déte
rmin
ants
de
la d
écis
ion
d’in
vest
ir :
une
appr
oche
pa
r le
s pe
rcep
tions
su
bjec
tives
de
s fir
mes
G20
04/0
5 N
. RA
GA
CH
E
La d
écla
ratio
n de
s en
fant
s pa
r le
s co
uple
s no
n m
arié
s es
t-e
lle f
isca
lem
ent
optim
ale
?
G20
04/0
6 M
. DU
ÉE
L’
impa
ct d
u ch
ômag
e de
s pa
rent
s su
r le
dev
enir
scol
aire
des
enf
ants
G20
04/0
7 P
. A
UB
ER
T -
E.
CA
RO
LI -
M. R
OG
ER
N
ew T
echn
olog
ies,
Wor
kpla
ce O
rgan
isat
ion
and
the
Age
Str
uctu
re o
f th
e W
orkf
orce
: F
irm-L
evel
E
vide
nce
G20
04/0
8 E
. D
UG
UE
T -
C.
LE
LA
RG
E
Les
brev
ets
accr
oiss
ent-
ils l
es i
ncita
tions
priv
ées
à in
nove
r ?
Un
exam
en m
icro
écon
omét
rique
G20
04/0
9 S
. R
AS
PIL
LER
- P
. S
ILLA
RD
A
ffili
atin
g ve
rsus
Sub
cont
ract
ing:
th
e C
ase
of M
ultin
atio
nals
G20
04/1
0 J.
BO
ISS
INO
T -
C. L
’AN
GE
VIN
- B
. M
ON
FO
RT
P
ublic
Deb
t S
usta
inab
ility
: S
ome
Res
ults
on
the
Fre
nch
Cas
e
G20
04/1
1 S
. A
NA
NIA
N -
P. A
UB
ER
T
Tra
vaill
eurs
âgé
s, n
ouve
lles
tech
nolo
gies
et
cha
ngem
ents
org
anis
atio
nnel
s :
un r
éexa
men
à
part
ir de
l’en
quêt
e «
RE
PO
NS
E »
G20
04/1
2 X
. BO
NN
ET
- H
. P
ON
CE
T
Str
uctu
res
de r
even
us e
t pr
open
sion
s di
ffér
ente
s à
cons
omm
er
- V
ers
une
équa
tion
de
cons
omm
atio
n de
s m
énag
es
plus
ro
bust
e en
pr
évis
ion
pour
la F
ranc
e
G20
04/1
3 C
. PIC
AR
T
Éva
luer
la r
enta
bilit
é de
s so
ciét
és n
on f
inan
cièr
es
G20
04/1
4 J.
BA
RD
AJI
- B
. SÉ
DIL
LO
T -
E.
WA
LRA
ET
Le
s re
trai
tes
du
sect
eur
publ
ic :
pr
ojec
tions
à
l’hor
izon
20
40
à l’a
ide
du
mod
èle
de
mic
rosi
mul
atio
n D
ES
TIN
IE
G20
05/0
1 S
. B
UF
FE
TE
AU
- P
. GO
DE
FR
OY
C
ondi
tions
de
dépa
rt e
n re
trai
te s
elon
l’âg
e de
fin
d’
étud
es :
anal
yse
pros
pect
ive
pour
le
s gé
néra
tions
194
5 à1
974
G20
05/0
2 C
. AF
SA
- S
. BU
FF
ET
EA
U
L’év
olut
ion
de l’
activ
ité f
émin
ine
en F
ranc
e :
une
appr
oche
par
pse
udo-
pane
l
G20
05/0
3 P
. A
UB
ER
T -
P.
SIL
LAR
D
Dél
ocal
isat
ions
et
rédu
ctio
ns d
’eff
ectif
s
dans
l’in
dust
rie f
ranç
aise
G20
05/0
4 M
. LE
CLA
IR -
S. R
OU
X
Mes
ure
et u
tilis
atio
n de
s em
ploi
s in
stab
les
da
ns le
s en
trep
rises
G20
05/0
5 C
. L’A
NG
EV
IN -
S.
SE
RR
AV
ALL
E
Per
form
ance
s à
l’exp
orta
tion
de la
Fra
nce
et
de
l’Alle
mag
ne -
Une
ana
lyse
par
sec
teur
et
dest
inat
ion
géog
raph
ique
G20
05/0
6 B
ilan
des
activ
ités
de l
a D
irec
tion
des
Étu
des
et
Syn
thès
es É
cono
miq
ues
- 20
04
G20
05/0
7 S
. R
AS
PIL
LE
R
La
conc
urre
nce
fisca
le :
pr
inci
paux
en
seig
ne-
men
ts d
e l’a
naly
se é
cono
miq
ue
G20
05/0
8 C
. L’A
NG
EV
IN -
N. L
AÏB
É
duca
tion
et c
rois
sanc
e en
Fra
nce
et d
ans
un
pane
l de
21 p
ays
de l’
OC
DE
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vii
G20
05/0
9 N
. FE
RR
AR
I P
révo
ir l’i
nves
tisse
men
t de
s en
trep
rises
U
n in
dica
teur
de
s ré
visi
ons
dans
l’e
nquê
te
de
conj
onct
ure
sur
les
inve
stis
sem
ents
da
ns
l’ind
ustr
ie.
G20
05/1
0 P
.-O
. BE
FF
Y -
C.
L’A
NG
EV
IN
Chô
mag
e et
bou
cle
prix
-sal
aire
s :
ap
port
d’u
n m
odèl
e «
qual
ifiés
/peu
qua
lifié
s »
G20
05/1
1 B
. H
EIT
Z
A t
wo-
stat
es M
arko
v-sw
itchi
ng m
odel
of
infla
tion
in
Fra
nce
and
the
US
A:
cred
ible
ta
rget
V
S
infla
tion
spira
l
G20
05/1
2 O
. B
IAU
- H
. ER
KE
L-R
OU
SS
E -
N. F
ER
RA
RI
Rép
onse
s in
divi
duel
les
aux
enqu
êtes
de
co
njon
ctur
e et
pré
visi
on m
acro
écon
omiq
ues
: E
xem
ple
de
la
prév
isio
n de
la
pr
oduc
tion
man
ufac
turiè
re
G20
05/1
3 P
. A
UB
ER
T -
D. B
LAN
CH
ET
- D
. BLA
U
The
lab
our
mar
ket
afte
r ag
e 50
: so
me
elem
ents
of
a F
ranc
o-A
mer
ican
com
paris
on
G20
05/1
4 D
. BL
AN
CH
ET
- T
. DE
BR
AN
D -
P
. D
OU
RG
NO
N -
P. P
OLL
ET
L’
enqu
ête
SH
AR
E :
pr
ésen
tatio
n et
pr
emie
rs
résu
ltats
de
l’édi
tion
fran
çais
e
G20
05/1
5 M
. DU
ÉE
La
m
odél
isat
ion
des
com
port
emen
ts
dém
ogra
-ph
ique
s da
ns
le
mod
èle
de
mic
rosi
mul
atio
n D
ES
TIN
IE
G20
05/1
6 H
. RA
OU
I -
S.
RO
UX
É
tude
de
sim
ulat
ion
sur
la p
artic
ipat
ion
vers
ée
aux
sala
riés
par
les
entr
epris
es
G20
06/0
1 C
. BO
NN
ET
- S
. BU
FF
ET
EA
U -
P. G
OD
EF
RO
Y
Dis
parit
és
de
retr
aite
de
dr
oit
dire
ct
entr
e ho
mm
es e
t fem
mes
: qu
elle
s év
olut
ions
?
G20
06/0
2 C
. PIC
AR
T
Les
gaze
lles
en F
ranc
e
G20
06/0
3 P
. A
UB
ER
T -
B.
CR
ÉP
ON
-P
. ZA
MO
RA
Le
ren
dem
ent
appa
rent
de
la f
orm
atio
n co
ntin
ue
dan
s le
s en
tre
pris
es :
effe
ts s
ur l
a pr
oduc
tivité
et
les
sala
ires
G20
06/0
4 J.
-F. O
UV
RA
RD
- R
. R
AT
HE
LOT
D
emog
raph
ic c
hang
e an
d un
empl
oym
ent:
w
hat
do m
acro
econ
omet
ric m
odel
s pr
edic
t?
G20
06/0
5 D
. BLA
NC
HE
T -
J.-
F.
OU
VR
AR
D
Indi
cate
urs
d’en
gage
men
ts
impl
icite
s de
s sy
stè
me
s d
e re
tra
ite :
ch
iffra
ges,
p
rop
riété
s an
alyt
ique
s et
ré
actio
ns
à de
s ch
ocs
dém
ogra
phiq
ues
type
s
G20
06/0
6 G
. B
IAU
- O
. B
IAU
- L
. R
OU
VIE
RE
N
onpa
ram
etric
For
ecas
ting
of t
he M
anuf
actu
ring
Out
put G
row
th w
ith F
irm-le
vel S
urve
y D
ata
G20
06/0
7 C
. AF
SA
- P
. GIV
OR
D
Le
rôle
de
s co
nditi
ons
de
trav
ail
dans
le
s ab
senc
es p
our
mal
adie
G20
06/0
8 P
. S
ILLA
RD
- C
. L’A
NG
EV
IN -
S. S
ER
RA
VA
LL
E
Per
form
ance
s co
mpa
rées
à
l’exp
orta
tion
de
la
Fra
nce
et d
e se
s pr
inci
paux
par
tena
ires
U
ne a
naly
se s
truc
ture
lle s
ur 1
2 an
s
G20
06/0
9 X
. BO
UT
IN -
S. Q
UA
NT
IN
Une
m
étho
dolo
gie
d’év
alua
tion
com
ptab
le
du
coût
du
capi
tal d
es e
ntre
pris
es f
ranç
aise
s :
1984
-20
02
G20
06/1
0 C
. AF
SA
L’
estim
atio
n d’
un c
oût
impl
icite
de
la p
énib
ilité
du
trav
ail c
hez
les
trav
aille
urs
âgés
G20
06/1
1 C
. LE
LAR
GE
Le
s en
trep
rises
(in
dust
rielle
s)
fran
çais
es
sont
-el
les
à la
fron
tière
tec
hnol
ogiq
ue ?
G20
06/1
2 O
. B
IAU
- N
. FE
RR
AR
I T
héor
ie d
e l’o
pini
on
Fau
t-il
pond
érer
les
répo
nses
indi
vidu
elle
s ?
G20
06/1
3 A
. K
OU
BI -
S. R
OU
X
Une
ré
inte
rpré
tatio
n de
la
re
latio
n en
tre
prod
uctiv
ité
et
inég
alité
s sa
laria
les
dans
le
s en
trep
rises
G20
06/1
4 R
. RA
TH
ELO
T -
P.
SIL
LAR
D
The
im
pact
of
lo
cal
taxe
s on
pl
ants
lo
catio
n de
cisi
on
G20
06/1
5 L.
GO
NZ
ALE
Z -
C.
PIC
AR
T
Div
ersi
ficat
ion,
rec
entr
age
et p
oids
des
act
ivité
s de
sup
port
dan
s le
s gr
oupe
s (1
993-
2000
)
G20
07/0
1 D
. SR
AE
R
Allè
gem
ents
de
co
tisat
ions
pa
tron
ales
et
dy
nam
ique
sal
aria
le
G20
07/0
2 V
. A
LBO
UY
- L
. LE
QU
IEN
Le
s re
ndem
ents
non
mon
étai
res
de l
’édu
catio
n :
le c
as d
e la
san
té
G20
07/0
3 D
. BL
AN
CH
ET
- T
. DE
BR
AN
D
Asp
iratio
n à
la r
etra
ite,
sant
é et
sat
isfa
ctio
n au
tr
avai
l : u
ne c
ompa
rais
on e
urop
éenn
e
G20
07/0
4 M
. BA
RLE
T -
L.
CR
US
SO
N
Que
l im
pact
des
var
iatio
ns d
u pr
ix d
u pé
trol
e su
r la
cro
issa
nce
fran
çais
e ?
G20
07/0
5 C
. PIC
AR
T
Flu
x d’
empl
oi e
t de
mai
n-d’
œuv
re e
n F
ranc
e :
un
réex
amen
G20
07/0
6 V
. A
LBO
UY
- C
. T
AV
AN
M
assi
ficat
ion
et
dém
ocra
tisat
ion
de
l’ens
eign
emen
t sup
érie
ur e
n F
ranc
e
G20
07/0
7 T
. LE
BA
RB
AN
CH
ON
T
he
Cha
ngin
g re
spon
se
to
oil
pric
e sh
ocks
in
F
ranc
e: a
DS
GE
typ
e ap
proa
ch
G20
07/0
8 T
. C
HA
NE
Y -
D. S
RA
ER
- D
. TH
ES
MA
R
Col
late
ral V
alue
and
Cor
pora
te I
nves
tmen
t E
vide
nce
from
the
Fre
nch
Rea
l Est
ate
Mar
ket
G20
07/0
9 J.
BO
ISS
INO
T
Con
sum
ptio
n ov
er
the
Life
C
ycle
: F
acts
fo
r F
ranc
e
G20
07/1
0 C
. AF
SA
In
terp
réte
r le
s va
riabl
es
de
satis
fact
ion
: l’e
xem
ple
de la
dur
ée d
u tr
avai
l
G20
07/1
1 R
. RA
TH
ELO
T -
P.
SIL
LAR
D
Zon
es
Fra
nche
s U
rbai
nes
: qu
els
effe
ts
sur
l’em
ploi
sa
larié
et
le
s cr
éatio
ns
d’ét
ablis
sem
ents
?
G20
07/1
2 V
. A
LBO
UY
- B
. CR
ÉP
ON
A
léa
mor
al
en
sant
é :
une
éval
uatio
n da
ns
le
cadr
e du
mod
èle
caus
al d
e R
ubin
G20
08/0
1 C
. PIC
AR
T
Les
PM
E
fran
çais
es :
re
ntab
les
mai
s pe
u dy
nam
ique
s
viii
G20
08/0
2 P
. B
ISC
OU
RP
- X
. BO
UT
IN -
T. V
ER
GÉ
T
he E
ffec
ts o
f Ret
ail R
egul
atio
ns o
n P
rice
s E
vide
nce
form
the
Loi
Gal
land
G20
08/0
3 Y
. B
AR
BE
SO
L -
A. B
RIA
NT
É
cono
mie
s d’
aggl
omér
atio
n et
pr
oduc
tivité
de
s en
trep
rises
: e
stim
atio
n su
r do
nnée
s in
divi
duel
les
fran
çais
es
G20
08/0
4 D
. BL
AN
CH
ET
- F
. LE
GA
LLO
Le
s pr
ojec
tions
dé
mog
raph
ique
s :
prin
cipa
ux
méc
anis
mes
et
reto
ur s
ur l’
expé
rienc
e fr
ança
ise
G20
08/0
5 D
. BLA
NC
HE
T -
F.
TO
UT
LEM
ON
DE
É
volu
tions
dé
mog
raph
ique
s et
dé
form
atio
n du
cy
cle
de v
ie a
ctiv
e :
quel
les
rela
tions
?
G20
08/0
6 M
. BA
RLE
T -
D. B
LAN
CH
ET
- L
. CR
US
SO
N
Inte
rnat
iona
lisat
ion
et f
lux
d’em
ploi
s :
que
dit
une
appr
oche
com
ptab
le ?
G20
08/0
7 C
. LE
LAR
GE
- D
. SR
AE
R -
D. T
HE
SM
AR
E
ntre
pren
eurs
hip
and
Cre
dit
Con
stra
ints
-
Evi
denc
e fr
om
a F
renc
h Lo
an
Gua
rant
ee
Pro
gram
G20
08/0
8 X
. BO
UT
IN -
L. J
AN
IN
Are
Pric
es R
eally
Affe
cted
by
Mer
gers
?
G20
08/0
9 M
. BA
RL
ET
- A
. B
RIA
NT
- L
. C
RU
SS
ON
C
once
ntra
tion
géog
raph
ique
da
ns
l’ind
ustr
ie
man
ufac
turiè
re e
t da
ns l
es s
ervi
ces
en F
ranc
e :
une
appr
oche
par
un
indi
cate
ur e
n co
ntin
u
G20
08/1
0 M
. BE
FF
Y -
É. C
OU
DIN
- R
. RA
TH
ELO
T
Who
is
co
nfro
nted
to
in
secu
re
labo
r m
arke
t hi
stor
ies?
Som
e ev
iden
ce b
ased
on
the
Fre
nch
labo
r m
arke
t tra
nsiti
on
G20
08/1
1 M
. RO
GE
R -
E.
WA
LRA
ET
S
ocia
l Sec
urity
and
Wel
l-Bei
ng o
f th
e E
lder
ly:
the
Cas
e of
Fra
nce
G20
08/1
2 C
. AF
SA
A
naly
ser
les
com
posa
ntes
du
bien
-êtr
e et
de
son
évol
utio
n
Une
ap
proc
he
empi
rique
su
r do
nnée
s in
divi
duel
les
G20
08/1
3 M
. BA
RLE
T -
D. B
LAN
CH
ET
-
T.
LE B
AR
BA
NC
HO
N
Mic
rosi
mul
er le
mar
ché
du tr
avai
l : u
n pr
otot
ype
G20
09/0
1 P
.-A
. PIO
NN
IER
Le
par
tage
de
la v
aleu
r aj
outé
e en
Fra
nce,
19
49-2
007
G20
09/0
2 La
uren
t C
LAV
EL
- C
hris
telle
MIN
OD
IER
A
M
onth
ly
Indi
cato
r of
th
e F
renc
h B
usin
ess
Clim
ate
G20
09/0
3 H
. ER
KE
L-R
OU
SS
E -
C. M
INO
DIE
R
Do
Bus
ines
s T
ende
ncy
Sur
veys
in
Indu
stry
and
S
ervi
ces
Hel
p in
For
ecas
ting
GD
P G
row
th?
A
Rea
l-Tim
e A
naly
sis
on F
renc
h D
ata
G20
09/0
4 P
. G
IVO
RD
- L
. W
ILN
ER
Le
s co
ntra
ts t
empo
raire
s :
trap
pe o
u m
arch
epie
d ve
rs l’
empl
oi s
tabl
e ?
G20
09/0
5 G
. LA
LA
NN
E -
P.-
A. P
ION
NIE
R -
O. S
IMO
N
Le p
arta
ge d
es f
ruits
de
la c
rois
sanc
e de
195
0 à
2008
: u
ne a
ppro
che
par
les
com
ptes
de
surp
lus
G20
09/0
6 L.
DA
VE
ZIE
S -
X. D
’HA
ULT
FO
EU
ILLE
F
aut-
il po
ndér
er ?
…
Ou
l’éte
rnel
le
ques
tion
de
l’éco
nom
ètre
con
fron
té à
des
don
nées
d’e
nquê
te
G20
09/0
7 S
. Q
UA
NT
IN -
S. R
AS
PIL
LER
- S
. SE
RR
AV
AL
LE
Com
mer
ce
intr
agro
upe,
fis
calit
é et
pr
ix
de
tran
sfer
ts :
une
ana
lyse
sur
don
nées
fran
çais
es
G20
09/0
8 M
. CLE
RC
- V
. MA
RC
US
É
last
icité
s-pr
ix d
es c
onso
mm
atio
ns é
nerg
étiq
ues
des
mén
ages
G20
09/0
9 G
. LA
LA
NN
E -
E. P
OU
LIQ
UE
N -
O. S
IMO
N
Prix
du
pétr
ole
et c
rois
sanc
e po
tent
ielle
à l
ong
term
e
G20
09/1
0 D
. BLA
NC
HE
T -
J.
LE C
AC
HE
UX
-
V.
MA
RC
US
A
djus
ted
net
savi
ngs
and
othe
r ap
proa
ches
to
su
stai
nabi
lity:
som
e th
eore
tical
bac
kgro
und
G20
09/1
1 V
. B
ELL
AM
Y -
G.
CO
NS
ALE
S -
M.
FE
SS
EA
U -
S
. LE
LA
IDIE
R -
É. R
AY
NA
UD
U
ne d
écom
posi
tion
du c
ompt
e de
s m
énag
es d
e la
co
mpt
abili
té
natio
nale
pa
r ca
tégo
rie
de
mén
age
en 2
003
G20
09/1
2 J.
BA
RD
AJI
- F
. TA
LLE
T
Det
ectin
g E
cono
mic
R
egim
es
in
Fra
nce:
a
Qua
litat
ive
Mar
kov-
Sw
itchi
ng
Indi
cato
r U
sing
M
ixed
Fre
quen
cy D
ata
G20
09/1
3 R
. A
EB
ER
HA
RD
T
- D
. F
OU
GÈ
RE
-
R. R
AT
HE
LOT
D
iscr
imin
atio
n à
l’em
bauc
he :
com
men
t ex
ploi
ter
les
proc
édur
es d
e te
stin
g ?
G20
09/1
4 Y
. B
AR
BE
SO
L -
P. G
IVO
RD
- S
. QU
AN
TIN
P
arta
ge
de
la
vale
ur
ajou
tée,
ap
proc
he
par
donn
ées
mic
roéc
onom
ique
s
G20
09/1
5 I.
BU
ON
O -
G.
LALA
NN
E
The
Eff
ect
of t
he U
rugu
ay r
ound
on
the
Inte
nsiv
e an
d E
xten
sive
Mar
gins
of
Tra
de
G20
10/0
1 C
. MIN
OD
IER
A
vant
ages
com
paré
s de
s sé
ries
des
prem
ière
s va
leur
s pu
blié
es
et
des
série
s de
s va
leur
s ré
visé
es -
Un
exer
cice
de
prév
isio
n en
tem
ps r
éel
de la
cro
issa
nce
trim
estr
ielle
du
PIB
en
Fra
nce
G20
10/0
2 V
. A
LBO
UY
- L
. DA
VE
ZIE
S -
T. D
EB
RA
ND
H
ealth
Exp
endi
ture
Mod
els:
a C
ompa
rison
of
Fiv
e S
peci
ficat
ions
usi
ng P
anel
Dat
a
G20
10/0
3 C
. KL
EIN
- O
. SIM
ON
Le
mod
èle
MÉ
SA
NG
E r
éest
imé
en b
ase
2000
T
ome
1 –
Ver
sion
ave
c vo
lum
es à
prix
con
stan
ts
G20
10/0
4 M
.-É
. CLE
RC
- É
. CO
UD
IN
L’IP
C,
miro
ir de
l’é
volu
tion
du c
oût
de l
a vi
e en
F
ranc
e ?
Ce
qu’a
ppor
te
l’ana
lyse
de
s co
urbe
s d’
Eng
el
G20
10/0
5 N
. CE
CI-
RE
NA
UD
- P
.-A
. C
HE
VA
LIE
R
Les
seui
ls d
e 10
, 20
et
50 s
alar
iés
: im
pact
sur
la
taill
e de
s en
trep
rises
fra
nçai
ses
G20
10/0
6 R
. AE
BE
RH
AR
DT
- J
. P
OU
GE
T
Nat
iona
l O
rigin
D
iffer
ence
s in
W
ages
an
d H
iera
rchi
cal
Pos
ition
s -
Evi
denc
e on
Fre
nch
Ful
l-T
ime
Mal
e W
orke
rs f
rom
a m
atch
ed E
mpl
oyer
-E
mpl
oye
e D
atas
et
G20
10/0
7 S
. B
LAS
CO
- P
. GIV
OR
D
Les
traj
ecto
ires
prof
essi
onne
lles
en d
ébut
de
vie
activ
e :
quel
impa
ct d
es c
ontr
ats
tem
pora
ires
?
G20
10/0
8 P
. G
IVO
RD
M
étho
des
écon
omét
rique
s po
ur
l’éva
luat
ion
de
polit
ique
s pu
bliq
ues
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ix
G20
10/0
9 P
.-Y
. CA
BA
NN
ES
- V
. LA
PÈ
GU
E -
E
. P
OU
LIQ
UE
N -
M. B
EF
FY
- M
. GA
INI
Que
lle
croi
ssan
ce
de
moy
en
term
e ap
rès
la
cris
e ?
G20
10/1
0 I.
BU
ON
O -
G. L
ALA
NN
E
La r
éact
ion
des
entr
epris
es f
ranç
aise
s
à la
bai
sse
des
tarif
s do
uani
ers
étra
nger
s
G20
10/1
1 R
. RA
TH
EL
OT
- P
. S
ILLA
RD
L’
appo
rt d
es m
étho
des
à no
yaux
pou
r m
esur
er la
co
ncen
trat
ion
géog
raph
ique
-
App
licat
ion
à la
co
ncen
trat
ion
des
imm
igré
s en
Fra
nce
de 1
968
à 19
99
G20
10/1
2 M
. BA
RA
TO
N -
M.
BE
FF
Y -
D. F
OU
GÈ
RE
U
ne é
valu
atio
n de
l’e
ffet
de l
a ré
form
e de
200
3 su
r le
s dé
part
s en
re
trai
te
- Le
ca
s de
s en
seig
nant
s du
sec
ond
degr
é pu
blic
G20
10/1
3 D
. B
LA
NC
HE
T -
S.
BU
FF
ET
EA
U -
E.
CR
EN
NE
R
S.
LE M
INE
Z
Le
mod
èle
de
mic
rosi
mul
atio
n D
estin
ie
2 :
prin
cipa
les
cara
ctér
istiq
ues
et p
rem
iers
rés
ulta
ts
G20
10/1
4 D
. BLA
NC
HE
T -
E. C
RE
NN
ER
Le
blo
c re
tra
ites
du
mod
èle
Des
tinie
2 :
gu
ide
de l’
utili
sate
ur
G20
10/1
5 M
. B
AR
LET
-
L.
CR
US
SO
N
- S
. D
UP
UC
H
- F
. PU
EC
H
Des
se
rvic
es
écha
ngés
au
x se
rvic
es
écha
n-ge
able
s : u
ne a
pplic
atio
n su
r do
nnée
s fr
ança
ises
G20
10/1
6 M
. BE
FF
Y -
T. K
AM
ION
KA
P
ublic
-priv
ate
wag
e ga
ps:
is c
ivil-
serv
ant
hum
an
capi
tal s
ecto
r-sp
ecifi
c?
G20
10/1
7 P
.-Y
. C
AB
AN
NE
S
- H
. E
RK
EL
-RO
US
SE
-
G.
LAL
AN
NE
- O
. MO
NS
O -
E.
PO
ULI
QU
EN
Le
mod
èle
Més
ange
rée
stim
é en
bas
e 20
00
Tom
e 2
- V
ersi
on a
vec
volu
mes
à p
rix c
haîn
és
G20
10/1
8 R
. AE
BE
RH
AR
DT
- L
. DA
VE
ZIE
S
Con
ditio
nal
Logi
t w
ith o
ne B
inar
y C
ovar
iate
: Li
nk
betw
een
the
Sta
tic a
nd D
ynam
ic C
ases
G20
11/0
1 T
. LE
BA
RB
AN
CH
ON
- B
. OU
RLI
AC
- O
. S
IMO
N
Les
mar
chés
du
trav
ail f
ranç
ais
et a
mér
icai
n fa
ce
aux
choc
s co
njon
ctur
els
des
anné
es
1986
à
2007
: u
ne m
odél
isat
ion
DS
GE
G20
11/0
2 C
. MA
RB
OT
U
ne
éval
uatio
n de
la
ré
duct
ion
d’im
pôt
pour
l’e
mpl
oi d
e sa
larié
s à
dom
icile
G20
11/0
3 L.
DA
VE
ZIE
S
Mod
èles
à
effe
ts
fixes
, à
ef
fets
al
éato
ires,
m
odèl
es m
ixte
s ou
mul
ti-ni
veau
x :
prop
riété
s et
m
ises
en
œ
uvre
de
s m
odél
isat
ions
de
l’h
étér
ogén
éité
dan
s le
cas
de
donn
ées
grou
pées
G20
11/0
4 M
. RO
GE
R -
M. W
AS
ME
R
Het
erog
enei
ty
mat
ters
: la
bour
pr
oduc
tivity
di
ffere
ntia
ted
by a
ge a
nd s
kills
G20
11/0
5 J.
-C. B
RIC
ON
GN
E -
J.-
M. F
OU
RN
IER
V
. LA
PÈ
GU
E -
O.
MO
NS
O
De
la
cris
e fin
anci
ère
à la
cr
ise
écon
omiq
ue
L’im
pact
des
per
turb
atio
ns f
inan
cièr
es d
e 20
07 e
t 20
08 s
ur la
cro
issa
nce
de s
ept
pays
indu
stria
lisés
G20
11/0
6 P
. C
HA
RN
OZ
- É
. CO
UD
IN -
M. G
AIN
I W
age
ineq
ualit
ies
in F
ranc
e 19
76-2
004:
a
quan
tile
regr
essi
on a
naly
sis
G20
11/0
7 M
. CLE
RC
- M
. GA
INI
- D
. BL
AN
CH
ET
R
ecom
men
datio
ns
of
the
Stig
litz-
Sen
-Fito
ussi
R
epor
t: A
few
illu
stra
tions
G20
11/0
8 M
. BA
CH
ELE
T -
M. B
EF
FY
- D
. B
LAN
CH
ET
P
roje
ter
l’im
pact
des
réf
orm
es d
es r
etra
ites
sur
l’act
ivité
des
55
ans
et p
lus
: un
e co
mpa
rais
on d
e tr
ois
mod
èles
G20
11/0
9 C
. LO
UV
OT
-RU
NA
VO
T
L’év
alua
tion
de
l’act
ivité
di
ssim
ulée
de
s en
tre-
pris
es s
ur l
a ba
se d
es c
ontr
ôles
fis
caux
et
son
inse
rtio
n da
ns le
s co
mpt
es n
atio
naux
G20
11/1
0 A
. S
CH
RE
IBE
R -
A. V
ICA
RD
La
te
rtia
risat
ion
de
l’éco
nom
ie
fran
çais
e et
le
ra
lent
isse
men
t de
la
prod
uctiv
ité e
ntre
197
8 et
20
08
G20
11/1
1 M
.-É
. CLE
RC
- O
. MO
NS
O -
E. P
OU
LIQ
UE
N
Les
inég
alité
s en
tre
géné
ratio
ns d
epui
s le
bab
y-bo
om
G20
11/1
2 C
. MA
RB
OT
- D
. RO
Y
Éva
luat
ion
de l
a tr
ansf
orm
atio
n de
la
rédu
ctio
n d'
impô
t en
cré
dit
d'im
pôt
pour
l'em
ploi
de
sala
riés
à do
mic
ile e
n 20
07
G20
11/1
3 P
. G
IVO
RD
- R
. RA
TH
EL
OT
- P
. SIL
LA
RD
P
lace
-bas
ed
tax
exem
ptio
ns
and
disp
lace
men
t ef
fect
s:
An
eval
uatio
n of
th
e Z
ones
F
ranc
hes
Urb
aine
s pr
ogra
m
G20
11/1
4 X
. D
’HA
ULT
FO
EU
ILL
E
- P
. G
IVO
RD
-
X. B
OU
TIN
T
he E
nviro
nmen
tal
Effe
ct o
f G
ree
n T
axa
tion:
th
e C
ase
of t
he F
renc
h “B
onus
/Mal
us”
G20
11/1
5 M
. B
AR
LET
-
M.
CLE
RC
-
M.
GA
RN
EO
-
V.
LAP
ÈG
UE
- V
. M
AR
CU
S
La
nouv
elle
ve
rsio
n du
m
odèl
e M
ZE
, m
odèl
e m
acro
écon
omét
rique
pou
r la
zon
e eu
ro
G20
11/1
6 R
. AE
BE
RH
AR
DT
- I.
BU
ON
O -
H. F
AD
ING
ER
Le
arni
ng,
Inco
mpl
ete
Con
trac
ts
and
Exp
ort
Dyn
amic
s:
The
ory
and
Evi
denc
e fo
rm
Fre
nch
Firm
s
G20
11/1
7 C
. KE
RD
RA
IN -
V. L
AP
ÈG
UE
R
estr
ictiv
e F
isca
l Pol
icie
s in
Eur
ope:
W
hat
are
the
Like
ly E
ffect
s?
G20
12/0
1 P
. G
IVO
RD
- S
. Q
UA
NT
IN -
C.
TR
EV
IEN
A
Lon
g-T
erm
Eva
luat
ion
of t
he F
irst
Gen
erat
ion
of t
he F
renc
h U
rban
Ent
erpr
ise
Zon
es
G20
12/0
2 N
. CE
CI-
RE
NA
UD
- V
. CO
TT
ET
P
oliti
que
sala
riale
et
perf
orm
ance
des
ent
repr
ises
G20
12/0
3 P
. F
ÉV
RIE
R -
L.
WIL
NE
R
Do
Con
sum
ers
Cor
rect
ly
Exp
ect
Pric
e R
educ
tions
? T
estin
g D
ynam
ic B
ehav
ior
G20
12/0
4 M
. GA
INI
- A
. LE
DU
C -
A. V
ICA
RD
S
choo
l as
a s
helte
r? S
choo
l le
avin
g-ag
e an
d th
e bu
sine
ss c
ycle
in F
ranc
e
G20
12/0
5 M
. GA
INI
- A
. LE
DU
C -
A. V
ICA
RD
A
sca
rred
gen
erat
ion?
Fre
nch
evid
ence
on
youn
g pe
ople
ent
erin
g in
to a
tou
gh la
bour
mar
ket
G20
12/0
6 P
. A
UB
ER
T -
M. B
AC
HE
LET
D
ispa
rités
de
m
onta
nt
de
pens
ion
et
redi
strib
utio
n d
ans
le s
ystè
me
de
retr
aite
fra
nçai
s
G20
12/0
7 R
. AE
BE
RH
AR
DT
- P
GIV
OR
D -
C. M
AR
BO
T
Spi
llove
r E
ffect
of
the
Min
imum
Wag
e in
Fra
nce:
A
n U
ncon
ditio
nal Q
uant
ile R
egre
ssio
n A
ppro
ach
x
G20
12/0
8 A
. E
IDE
LM
AN
- F
. LA
NG
UM
IER
- A
. VIC
AR
D
Pré
lève
men
ts
oblig
atoi
res
repo
sant
su
r le
s m
énag
es :
des
can
aux
redi
strib
utifs
diff
éren
ts e
n 19
90 e
t 20
10
G20
12/0
9 O
. B
AR
GA
IN -
A. V
ICA
RD
L
e R
MI
et s
on s
ucce
sseu
r le
RS
A d
écou
rage
nt-
ils c
erta
ins
jeun
es d
e tr
avai
ller
? U
ne a
naly
se s
ur
les
jeun
es a
utou
r de
25
ans
G20
12/1
0 C
. MA
RB
OT
- D
. RO
Y
Pro
ject
ions
du
co
ût
de
l’AP
A
et
des
cara
ctér
istiq
ues
de s
es b
énéf
icia
ires
à l
’hor
izon
20
40 à
l’ai
de d
u m
odèl
e D
estin
ie
G20
12/1
1 A
. M
AU
RO
UX
Le
cr
édit
d’im
pôt
dédi
é au
dé
velo
ppem
ent
dura
ble
: un
e év
alua
tion
écon
omét
rique
G20
12/1
2 V
. C
OT
TE
T -
S. Q
UA
NT
IN -
V.
RÉ
GN
IER
C
oût
du t
rava
il et
allè
gem
ents
de
char
ges
: un
e es
timat
ion
au
nive
au
étab
lisse
men
t de
19
96
à 20
08
G20
12/1
3 X
. D
’HA
UL
TF
OE
UIL
LE
-
P.
FÉ
VR
IER
-
L. W
ILN
ER
D
eman
d E
stim
atio
n in
the
Pre
senc
e of
Rev
enue
M
anag
emen
t
G20
12/1
4 D
. BLA
NC
HE
T -
S. L
E M
INE
Z
Join
t m
acro
/mic
ro e
valu
atio
ns o
f ac
crue
d-to
-dat
e pe
nsio
n lia
bilit
ies:
an
ap
plic
atio
n to
F
renc
h re
form
s
G20
13/0
1-
T.
DE
RO
YO
N -
A. M
ON
TA
UT
- P
-A P
ION
NIE
R
F13
01
Util
isat
ion
rétr
ospe
ctiv
e de
l’e
nquê
te
Em
ploi
à
une
fréq
uenc
e m
ensu
elle
: ap
port
d’
une
mod
élis
atio
n es
pace
-éta
t
G20
13/0
2-
C. T
RE
VIE
N
F13
02
Hab
iter
en
HLM
: qu
el
avan
tage
m
onét
aire
et
qu
el im
pact
sur
les
cond
ition
s de
loge
men
t ?
G20
13/0
3 A
. P
OIS
SO
NN
IER
Tem
pora
l di
sagg
rega
tion
of s
tock
var
iabl
es -
The
C
how
-Lin
met
hod
ext
end
ed
to d
yna
mic
mod
els
G20
13/0
4 P
. G
IVO
RD
- C
. MA
RB
OT
Doe
s th
e co
st o
f ch
ild c
are
affe
ct f
emal
e la
bor
mar
ket
part
icip
atio
n? A
n ev
alua
tion
of a
Fre
nch
refo
rm o
f chi
ldca
re s
ubsi
dies
G20
13/0
5 G
. LA
ME
- M
. LE
QU
IEN
- P
.-A
. P
ION
NIE
R
In
terp
reta
tion
and
limits
of
sust
aina
bilit
y te
sts
in
publ
ic f
inan
ce
G20
13/0
6 C
. BE
LLE
GO
- V
. D
OR
TE
T-B
ER
NA
DE
T
La
par
ticip
atio
n au
x pô
les
de c
ompé
titiv
ité :
que
lle
inci
denc
e su
r le
s dé
pens
es d
e R
&D
et
l’act
ivité
de
s P
ME
et E
TI
?
G20
13/0
7 P
.-Y
. CA
BA
NN
ES
- A
. MO
NT
AU
T -
P
.-A
. PIO
NN
IER
Éva
luer
la
prod
uctiv
ité g
loba
le d
es f
acte
urs
en
Fra
nce
: l’a
ppor
t d’
une
mes
ure
de l
a qu
alité
du
capi
tal e
t du
trav
ail
G20
13/0
8 R
. AE
BE
RH
AR
DT
- C
. MA
RB
OT
Evo
lutio
n of
In
stab
ility
on
th
e F
renc
h La
bour
M
arke
t D
urin
g th
e La
st T
hirt
y Y
ears
G20
13/0
9 J-
B. B
ER
NA
RD
- G
. CLÉ
AU
D
O
il pr
ice:
the
nat
ure
of t
he s
hock
s an
d th
e im
pact
on
the
Fre
nch
econ
omy
G20
13/1
0 G
. LA
ME
Was
the
re a
« G
reen
span
Con
undr
um »
in
the
Eur
o ar
ea?
G20
13/1
1 P
. C
HO
NÉ
- F
. EV
AIN
- L
. W
ILN
ER
- E
. YIL
MA
Z
In
trod
ucin
g ac
tivity
-bas
ed p
aym
ent
in t
he h
ospi
tal
indu
stry
: E
vide
nce
fro
m F
renc
h da
ta
G20
13/1
2 C
. GR
ISLA
IN-L
ET
RÉ
MY
Nat
ural
Dis
aste
rs: E
xpos
ure
and
Und
erin
sura
nce
G20
13/1
3 P
.-Y
. CA
BA
NN
ES
- V
. CO
TT
ET
- Y
. DU
BO
IS -
C
. LE
LAR
GE
- M
. SIC
SIC
F
renc
h F
irms
in t
he F
ace
of t
he 2
008/
2009
Cris
is
G20
13/1
4 A
. P
OIS
SO
NN
IER
- D
. RO
Y
H
ouse
hold
s S
atel
lite
Acc
ount
for
Fra
nce
in 2
010.
M
etho
dolo
gica
l is
sues
on
th
e as
sess
men
t of
do
mes
tic p
rodu
ctio
n
G20
13/1
5 G
. C
LÉA
UD
- M
. LE
MO
INE
- P
.-A
. PIO
NN
IER
Whi
ch
size
an
d ev
olut
ion
of
the
gove
rnm
ent
expe
nditu
re m
ultip
lier
in F
ranc
e (1
980-
2010
)?
G20
14/0
1 M
. BA
CH
ELE
T -
A.
LED
UC
- A
. M
AR
INO
Les
biog
raph
ies
du m
odèl
e D
estin
ie I
I :
reba
sage
et
pro
ject
ion
G20
14/
02
B.
GA
RB
INT
I
L’ac
hat
de l
a ré
side
nce
prin
cipa
le e
t la
cré
atio
n d’
entr
epris
es s
ont-
ils f
avor
isés
par
les
don
atio
ns
et h
érita
ges
?
G20
14/0
3 N
. CE
CI-
RE
NA
UD
- P
. CH
AR
NO
Z -
M. G
AIN
I
Évo
lutio
n de
la v
olat
ilité
des
rev
enus
sal
aria
ux d
u se
cteu
r pr
ivé
en F
ranc
e de
puis
196
8
G20
14/0
4 P
. A
UB
ER
T
M
odal
ités
d’ap
plic
atio
n de
s ré
form
es d
es r
etra
ites
et p
révi
sibi
lité
du m
onta
nt d
e pe
nsio
n
G20
14/0
5 C
. GR
ISLA
IN-L
ET
RÉ
MY
- A
. KA
TO
SS
KY
The
Im
pact
of
Haz
ardo
us I
ndus
tria
l F
acili
ties
on
Hou
sing
Pric
es:
A C
ompa
rison
of
Par
amet
ric a
nd
Sem
ipar
amet
ric H
edon
ic P
rice
Mod
els
G20
14//0
6 J.
-M. D
AU
SS
IN-B
EN
ICH
OU
- A
. MA
UR
OU
X
Tur
ning
th
e he
at
up.
How
se
nsiti
ve
are
hous
ehol
ds
to
fisca
l in
cent
ives
on
en
ergy
ef
ficie
ncy
inve
stm
ents
?
G20
14/0
7 C
. LA
BO
NN
E -
G.
LAM
É
Cre
dit
Gro
wth
and
Cap
ital R
equi
rem
ents
: B
indi
ng
or N
ot?
G20
14/0
8 C
. GR
ISLA
IN-L
ET
RÉ
MY
et C
. T
RE
VIE
N
The
Im
pact
of
Hou
sing
Sub
sidi
es o
n th
e R
enta
l S
ecto
r: t
he F
renc
h E
xam
ple
G20
14/0
9 M
. LE
QU
IEN
et
A.
MO
NT
AU
T
Cro
issa
nce
pote
ntie
lle
en
Fra
nce
et
en
zone
eu
ro :
un
tour
d’
horiz
on
des
mét
hode
s d’
est
imat
ion
G20
14/1
0 B
. G
AR
BIN
TI -
P. L
AM
AR
CH
E
Les
haut
s re
venu
s ép
argn
ent-
ils d
avan
tage
?
G20
14/1
1 D
. AU
DE
NA
ER
T -
J. B
AR
DA
JI -
R.
LAR
DE
UX
-
M. O
RA
ND
- M
. SIC
SIC
W
age
Res
ilien
ce
in
Fra
nce
sinc
e th
e G
reat
R
eces
sion
G20
14/1
2 F
. A
RN
AU
D -
J.
BO
US
SA
RD
- A
. PO
ISS
ON
NIE
R
- H
. SO
UA
L C
ompu
ting
addi
tive
cont
ribut
ions
to
grow
th a
nd
othe
r is
sues
for
chai
n-lin
ked
quar
terly
agg
rega
tes
G20
14/1
3 H
. FR
AIS
SE
- F
. KR
AM
AR
Z -
C. P
RO
ST
La
bor
Dis
pute
s an
d Jo
b F
low
s
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xi
G20
14/1
4 P
. G
IVO
RD
-
C.
GR
ISL
AIN
-LE
TR
ÉM
Y
- H
. NA
EG
ELE
H
ow
does
fu
el
taxa
tion
impa
ct
new
ca
r pu
rcha
ses?
A
n ev
alua
tion
usin
g F
renc
h co
nsum
er-le
vel d
atas
et
G20
14/1
5 P
. A
UB
ER
T -
S.
RA
BA
TÉ
D
urée
pa
ssée
en
ca
rriè
re
et
duré
e de
vi
e en
re
trai
te :
que
l pa
rtag
e de
s ga
ins
d'es
péra
nce
de
vie
?
G20
15/0
1 A
. P
OIS
SO
NN
IER
T
he w
alki
ng d
ead
Eul
er e
quat
ion
Add
ress
ing
a ch
alle
nge
to
mon
etar
y po
licy
mod
els
G20
15/0
2 Y
. D
UB
OIS
- A
. M
AR
INO
In
dica
teur
s de
ren
dem
ent
du s
ystè
me
de r
etra
ite
fran
çais
G20
15/0
3 T
. M
AY
ER
- C
. T
RE
VIE
N
The
im
pact
s of
U
rban
P
ublic
T
rans
port
atio
n:
Evi
denc
e fr
om t
he P
aris
Reg
ion
G20
15/0
4 S
.T. L
Y -
A. R
IEG
ER
T
Mea
surin
g S
ocia
l Env
ironm
ent
Mob
ility
G20
15/0
5 M
. A. B
EN
HA
LIM
A -
V.
HY
AF
IL-S
OLE
LHA
C
M. K
OU
BI -
C.
RE
GA
ER
T
Que
l es
t l’i
mpa
ct
du
syst
ème
d’in
dem
nisa
tion
mal
adie
sur
la
duré
e de
s ar
rêts
de
trav
ail
pour
m
alad
ie ?
G20
15/0
6 Y
. D
UB
OIS
- A
. M
AR
INO
D
ispa
rités
de
rend
emen
t du
sys
tèm
e de
ret
raite
da
ns
le
sect
eur
priv
é :
appr
oche
s in
terg
énér
a-tio
nnel
le e
t int
ragé
néra
tionn
elle
G20
15/0
7 B
. C
AM
PA
GN
E -
V.
ALH
EN
C-G
ELA
S -
J.
-B.
BE
RN
AR
D
No
evid
ence
of
finan
cial
acc
eler
ator
in F
ranc
e
G20
15/0
8 Q
. LA
FF
ÉT
ER
- M
. P
AK
É
last
icité
s de
s re
cett
es
fisca
les
au
cycl
e éc
onom
ique
: é
tude
de
troi
s im
pôts
sur
la p
ério
de
1979
-201
3 en
Fra
nce
G20
15/0
9 J.
-M.
DA
US
SIN
-BE
NIC
HO
U,
S.
IDM
AC
HIC
HE
, A
. LE
DU
C e
t E
. P
OU
LIQ
UE
N
Les
déte
rmin
ants
de
l’attr
activ
ité d
e la
fon
ctio
n pu
bliq
ue d
e l’É
tat
G20
15/1
0 P
. A
UB
ER
T
La m
odul
atio
n du
mon
tant
de
pens
ion
selo
n la
du
rée
de c
arriè
re e
t l’â
ge d
e la
ret
raite
: q
uelle
s di
spar
ités
entr
e as
suré
s ?
G20
15/1
1 V
. D
OR
TE
T-B
ER
NA
DE
T -
M. S
ICS
IC
Eff
et d
es a
ides
pub
lique
s su
r l’e
mpl
oi e
n R
&D
da
ns le
s pe
tites
ent
repr
ises
G20
15/1
2 S
. G
EO
RG
ES
-KO
T
Ann
ual
and
lifet
ime
inci
denc
e of
the
val
ue-a
dded
ta
x in
Fra
nce
G20
15/1
3 M
. PO
ULH
ÈS
A
re
Ent
erpr
ise
Zon
es
Ben
efits
C
apita
lized
in
to
Com
mer
cial
Pro
pert
y V
alue
s? T
he F
renc
h C
ase
G20
15/1
4 J.
-B.
BE
RN
AR
D -
Q.
LAF
FÉ
TE
R
Eff
et d
e l’a
ctiv
ité e
t de
s pr
ix s
ur le
rev
enu
sala
rial
des
diff
éren
tes
caté
gorie
s so
ciop
rofe
ssio
nnel
les
G20
15/1
5 C
. GE
AY
- M
. KO
UB
I - G
de
LA
GA
SN
ER
IE
Pro
ject
ions
de
s dé
pens
es
de
soin
s de
vi
lle,
cons
truc
tion
d’un
mod
ule
pour
Des
tinie
G20
15/1
6 J.
BA
RD
AJI
- J
.-C
. B
RIC
ON
GN
E -
B
. C
AM
PA
GN
E -
G.
GA
ULI
ER
C
ompa
red
perf
orm
ance
s of
Fre
nch
com
pani
es
on t
he d
omes
tic a
nd f
orei
gn m
arke
ts
G20
15/1
7 C
. BE
LLÉ
GO
- R
. DE
NIJ
S
The
red
istr
ibut
ive
effe
ct o
f on
line
pira
cy o
n th
e bo
x of
fice
perf
orm
ance
of
A
mer
ican
m
ovie
s in
fo
reig
n m
arke
ts
G20
15/1
8 J.
-B.
BE
RN
AR
D -
L.
BE
RT
HE
T
Fre
nch
hous
ehol
ds
finan
cial
w
ealth
: w
hich
ch
ange
s in
20
year
s?
G20
15/1
9 M
. PO
ULH
ÈS
Fe
nêtre
sur
Cou
r ou
Cha
mbr
e av
ec V
ue ?
µ
Les
prix
héd
oniq
ues
de l’
imm
obili
er p
aris
ien
G20
16/0
1 B
. G
AR
BIN
TI -
S. G
EO
RG
ES
-KO
T
Tim
e to
sm
ell t
he r
oses
? R
isk
aver
sion
, th
e tim
ing
of in
herit
ance
rec
eipt
, an
d re
tirem
ent