A plea for microsimulation
Marc Hannappel
Department of Sociology
University of Koblenz-Landau
56070, Koblenz, Germany
Email: marchannappel@uni-koblenz.de
KEYWORDS
Microsimulation; educational projections;
ABSTRACT
German demographic or educational projections are conven-
tionally based on macrosimulations. Macrosimulation models
use average values of the simulation parameters to compute the
updating process. Additionally, the proportions of educational
graduate rates stay constant in these models. In this paper
I introduce a discrete event microsimulation model which
is designed to project the graduate rates of the German
population. With this simulation model it was demonstrated
that the development of the graduation rates can become the
subject of the simulation.
I NTRODUCTION
Since the late 1950s, a similar development can be observed
in all western industrial countries. This development can be
described as an increase of the educational demand and, as a
consequence, an increase of the educational level of the society
(Hradil 2006; Allmendinger et al. 2010; Geißler 2008). The
proportion of students with a lower educational attainment
decreased between 1955 and 2000, whereas the proportion
of students with an intermediate and high educational attain-
ment increased (Allmendinger et al., 2010). Afterwards, the
development can be described as a polarization of educational
attainment. The proportion of students with an intermediate
educational attainment stagnates whereas the development of
the rest continues as the patterns before (Hannappel, 2015).
In the political and scientific discourse, this development is
usually called “the educational expansion”.
Germany occupies a middle rank in the PISA study (The
Programme for International Student Assessment) (Deutsches
PISA-Konsortium, 2001) which lead to a public and political
controversy about the structure, the aims and the curriculum
of the German education system. Hence, education policy
becomes more and more important. Whereas the sociopolitical
point of view focused on the development of the educational
level of the population
1
, the educational policy focused on
the educational participation of the next generation, e.g. the
transition rates within the education system and the graduation
rates. Therefore, a main point for policymakers is to provide
1
A widespread assumption is that an increase of the educational level leads
to an increase of prosperity and social innovation capability (Anger et al.
2006; Becker 1994; Bildungsberichterstattung 2006; Picht 1964).
an adequate educational infrastructure and a sufficient number
of teachers (Klemm, 2012). However, educational reforms and
teacher-training need time. Hence, education planning needs
an anticipatory approach. To calculate the potential demand,
policy makers need information about possible (or most likely)
future developments of educational attainment. Educational
projections of those developments are usually used as an
information tool (Kultusministerkonferenz, 2002).
Problem: The German ‘Kultusministerkonferenz’ (KMK)
2
regularly calculates educational projections since 1963 (Kul-
tusministerkonferenz, 2002). The projection of the graduates
of the education system are not calculated completely by
the KMK. The calculation is based on a population projec-
tion of the German Statistical Office (GSO). The GSO uses
macrosimulation for the population projections (Statistisches
Bundesamt, 2009). Macrosimulation models use mean values
of certain parameters to project a system status (in the case of
a population projection it is the age structure of a society) into
the “future”. The parameters of the population projection are
fertility, migration und mortality. The KMK uses these results
to calculate the future graduates of the german education sys-
tem (Kultusministerkonferenz, 2013). Additionally, the KMK
uses current education transition rates and applies them to
the calculated future population. At this point, however, there
is a structural problem. The transition rates which are used
for the calculation are percentage proportions of students who
leave the school with a certain graduation. These proportions
remain constant during the macrosimulation. Nevertheless, the
previous development of the graduation rates never remain
constant. From this point of view, the problem of this kind of
projection is the structural separation of population projection
and education projection.
Objectives: In this paper I present a simulation method which
solves the problem of the separation. Instead of a macrosim-
ulation model, I use a microsimulation model to project
possible developments of educational attainment. Whereas an
expansion of microsimulation models and techniques can be
observed during the last decade (Li and O’Donoghue, 2013),
a similar development is not recognizable for Germany.
Approach & Method: The projection of the educational
attainment is based on an event-oriented dynamic microsimu-
lation approach. Microsimulation models calculate single bio-
2
The KMK is a conference of the education ministers of the different
German federal states.
Proceedings 30th European Conference on Modelling and
Simulation ©ECMS Thorsten Claus, Frank Herrmann,
Michael Manitz, Oliver Rose (Editors)
ISBN: 978-0-9932440-2-5 / ISBN: 978-0-9932440-3-2 (CD)