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[104490] Artykuł: Modelling road traffic safety indices by means of regression with panel dataCzasopismo: Engineering Management in Production and Services Tom: 40, Zeszyt: 4, Strony: 40-51ISSN: 2543-6597 Opublikowano: Grudzień 2020 Autorzy / Redaktorzy / Twórcy Grupa MNiSW: Publikacja w czasopismach wymienionych w wykazie ministra MNiSzW (część A) Punkty MNiSW: 70 Pełny tekst DOI Keywords: longitudinal data  road accidents  road accident casualties  fixed effects models  |
Although the occurrence of road accidents and the number of road accident casualties
in almost all Polish voivodeships has decreased over the last few years, the rate of this
change varies considerably from region to region. To provide a better understanding of
such a tendency, panel data regression models are proposed to conduct this pilot
research which evaluates the relative performance of Polish regions in terms of their
road traffic safety. Panel data are multi-dimensional data which involve measurements
over time. In the research, a voivodeship is a unit analysed at a group level, whereas
a year is a unit analysed at a time level. A two-way error component regression model
has been applied to survey the impact of regressors, the group effects, and time effects
on a dependent variable. The analysis has been conducted using data acquired from
the Statistics Poland Local Data Bank website, as well as from the General Directorate
for National Roads and Motorways. The panel data from 16 regions in Poland and the
2012–2018 period have been investigated. The examined models refer to road traffic
safety indices defined based on the following characteristics: the number of road
accidents, the number road fatalities, and the number of people injured. The results of
all the three models indicate a negative effect as regards the GDP per capita, (car)
motorisation rate, the indicator of government expenditure for current maintenance
of national roads, and the road length per capita. A positive association has been found
between the truck motorisation rate and the indicator of local government expenditure
on roads. The impact of the region’s urbanisation indicators on road safety is ambiguous
as, on the one hand, its increase causes a reduction in the road accident and accident
injury indices, but, on the other hand, it produces a rise in the accident fatality index.
In the models, the significance of time effects has been identified; a decreasing time
trend suggests a general improvement in road safety from year to year. Most of the
group effects have turned out to be highly significant. However, the effects differ as
regards both the road accident and the accident injury indices in magnitude and
direction.