Forecasting of inflation and timing of monetary policy decisions for the National Bank of Poland
Submitting Institution
University of LeicesterUnit of Assessment
Economics and EconometricsSummary Impact Type
EconomicResearch Subject Area(s)
Economics: Economic Theory, Applied Economics, Econometrics
Summary of the impact
The making of monetary policy requires accurate forecasts of key monetary
variables, and in
particular of the inflation rate. Research conducted by Charemza
has led to the development of
new methods of forecasting inflation. The relevant information is
summarised in a Monetary Policy
Indicator (MPI) that can be used to identify the optimal timing of active
monetary policy. Since June
2006, the MPI has been applied by the Monetary Policy Council (MPC) of
Poland in the process of
deciding on the levels of monetary instruments (interest rates and reserve
levels). The use of these
methods has contributed to Poland's economic stability and helped to
ensure unprecedented
growth of the Polish economy in the last decade.
Underpinning research
Research on the MPI by Wojciech Charemza, Professor of Economics
at the Department of
Economics in Leicester since 1987, began in 2003 while he was visiting the
European University at
St. Petersburg (EUSP), Russia. The research was conducted in collaboration
with Svetlana
Makarova (EUSP then, now University College London).
The MPI is an index that allows the decomposition of real and monetary
shocks which have been
econometrically identified in the past. This decomposition enables to
identify the exact moment in
time when a possible shock induced by a monetary policy move (in most
cases, a change in the
monetary interest rate) would be most effective. That is to say, when the
monetary policy move
would minimise the output loss in case of a contractionary decision, and
maximise the output gain
in case of an expansionary decision.
In 2003, Charemza described the idea of an MPI at a seminar at
the National Bank of Poland
(NBP) — i.e., the central bank of Poland, which is responsible for
conducting monetary policy. This
led to his appointment as a visiting advisor to the Governor of the
National Bank of Poland the
following year, on secondment from the University of Leicester. (In this
period, he continued to
work at Leicester at 0.75FTE.) The principal aim of the appointment was to
develop the MPI further
and to implement it as a working tool for the Monetary Policy Council.
In 2005, Charemza's co-author, Makarova, joined NBP, on secondment from
EUSP. They jointly
developed a complex forecasting program. Apart from the MPI, the
forecasting program computes
the probabilities with which monetary policy targets will be achieved, the
probabilities of turning
points in inflation dynamics, and other indicators.
The results of the first stage of the research were presented in [Ref 1]
and [Ref 2]. These papers
provide the general derivation of the MPI, some simulation results, and
preliminary empirical
results. A more complete presentation of the results was hampered and
delayed by security
clauses of NBP, which prevented disclosure of the technical details. This
has long been an
obstacle towards publication in more highly ranked academic journals,
which typically impose fuller
disclosure requirements.
In 2005 Charemza and Makarova, in collaboration with Lifshits (St
Petersburg State University,
Russia) published [Ref 3], which can be regarded as a complement to [Ref
1] and [Ref 2]. Although
it could not deal with the MPI explicitly for the reasons explained above,
it presented a novel
method of modelling time series without the explicit assumption of
normality, which was
instrumental to develop the MPI. This method was implemented by Charemza
and Makarova and
incorporated into the NBP's programming suite for identification of
inflationary and real shocks,
which were further utilised for computing MPI.
Research on the MPI has continued even after Charemza and
Makarova left the National Bank of
Poland in 2008: see, in particular, [Ref 4], which provides a more
detailed analysis of the MPI.
References to the research
1. Charemza, W. and S. Makarova (2005), `Ex-ante dynamics of real effects
of monetary policy',
BOFIT Discussion Papers No. 20. The final version of this paper is:
2. Charemza, W. and S. Makarova (2006), `Ex-ante dynamics of real effects
of monetary policy:
theory and evidence for Russia and Poland, 2001-2003', Comparative
Economic Studies 48,
pp. 458-479, doi:10.1057/palgrave.ces.8100180.
Due to the popularity of the series, the BOFIT Discussion paper is more
highly quoted than
many journal publications. It also contains more technical details than
the published version.
3. Charemza, W., M. Lifshits and S. Makarova (2005), `Conditional testing
for unit-root bilinearity in
financial time series: some theoretical and empirical results', Journal
of Economic Dynamics
and Control 29, pp. 63-96, doi:10.1016/j.jedc.2003.07.001.
4. Charemza, W., S. Makarova and I.H. Shah (2013), `Making the most of
high inflation', University
of Leicester, Department of Economics Working Paper No. 13/01, submitted
for publication.
Details of the impact
How the research led to the impact
The National Bank of Poland (NBP) began its interest in the forecasting
methodology developed by
Charemza and Makarova after the research seminar held in 2003
mentioned above, where
Charemza presented their initial results. The seminar was followed
by meetings with the Governor
of NBP and the Deputy Governor. As a result of these meetings, Charemza
(and later Makarova)
continued the development of the MPI working part-time at NBP.
The method of (and potential benefits from) making monetary policy
decision according to the
indications given by the MPI were presented and discussed in a series of
internal workshops at
NBP. In June 2006, the first pilot application of the index was published
in an internal bulletin of
NBP under the title of `Krotkookresowa prognoza inflacji i ocena klimatu
decyzyjnego' (Short-term
inflation forecast and the evaluation of the monetary policy climate).
Since then, the bulletin has been regularly produced on a monthly basis.
It is delivered to the
members of the Monetary Policy Council one week before their monthly
meetings. A typical issue
of the bulletin would report both systematic forecasts (updated every
month) and occasional
information relevant for the special circumstances of each period.
An important feature of the Bulletin is its timeliness. The most relevant
information used for
updating the forecast is the consumers' price index (CPI). This is
published by the Polish Central
Statistical Office three or four days before the so-called working meeting
of the Monetary Policy
Council. When Charemza was at NBP, the preliminary version of the
forecast was usually
produced within 2-3 hours after the CPI figure was released. The
preliminary version of the bulletin
was available about 6 hours after the release for scrutiny by the Director
of the Macroeconomic
Research Bureau of NBP. The final version of the bulletin was usually
ready for delivery to the
Council less than 24 hours after the release of the CPI figure. In other
words, its cut-off date (i.e.
the moment after which new statistical data could not be included in the
forecast) was just 24 hours
prior to its publication date. By comparison, the usual cut-off date for
other forecasts produced at
NBP, based on quarterly rather than monthly data (ECMOD forecast), was
three weeks.
In March 2008, Charemza's and Makarova's secondments ended and they left
NBP. However,
they retained control over the bulletin until September 2009. Overall they
produced 37 regular
issues of the bulletin. Before leaving the NBP, they provided training and
consultation to the team
of NBP researchers which took over the bulletin in September 2009. The
bulletin is still delivered to
the Monetary Policy Board on a monthly basis.
Evidence of the impact
Due to the confidential nature of the bulletin (and of the computer
program used to calculate the
MPI), it is difficult to provide written evidence of the computational
details. However, permission to
release a sample bulletin for the purpose of REF evaluation has been
granted ([Source 1]).
The former Deputy Governor of National Bank of Poland is the person who
actually engaged
Charemza in the project. He participated in the Monetary Policy
Council meetings in his capacity of
the Deputy Governor. He said: "One of the main duties of Prof Charemza was
to prepare a monthly
forecasting bulletin, containing probabilistic forecast of inflation and
evaluation of index of monetary
policy climate, which identifies appropriate timing for undertaking policy
decisions. The
methodology of this index as well as concepts used for the probabilistic
forecasting had been
developed by Professor Charemza in collaboration with Dr Svetlana
Makarova, also employed by
the NBP at that time. It is my understanding that the methodology was
original and described in
academic paper authored by Charemza and Makarova. (...) the bulletin
was considered as one
of the main auxiliary information used by the members of the Monetary
Policy Council, who
often commented favourably on its quality and original content."
See [Source 2].
A former member of the Monetary Policy Council of Poland and currently
Director of the Institute of
Economics at the National Bank of Poland was one of the final recipients
of the bulletin, as the
voting member of the Monetary Policy Council. He said: "In the period from
2004 - 2010 I was a
member of the Monetary Policy Council of the National Bank of Poland,
responsible for conducting
monetary policy... Information given in the bulletin helped me (and
most likely my colleagues
in the Council as well) in undertaking monetary policy decisions.
Since 2010 I have been
acting as the Director of the Economic Institute of the National Bank of
Poland. I can confirm that
some methods developed by Wojciech Charemza are still in use and
contribute to the
forecasting analysis made by the Institute for the benefit of the
Monetary Policy Council.
Most notably the indicator of monetary policy climate has been
re-programmed and is now
included in the currently produced bulletins." See [Source 3].
The former Director of the Research Department of the National Bank of
Poland is currently
Deputy Director of the Institute of Economics of the National Bank of
Poland. He was responsible
for the scrutinising the bulletin, supervising its production and
delivering it to the Monetary Policy
Board. He said: "The monetary policy conducted by the National Bank of
Poland in the period of
2005-2008 is generally regarded as being successful. In particular Poland
was the only country in
European Union which avoided negative growth in 2009 and maintained
positive growth record
throughout. Also its inflation, albeit occasionally breaching the target
bands, was never greater
than 5% in this period. This is, to a large extent, attributed to the
effective monetary policy. Overall,
I can conclude that the forecasting methodology developed by Professor
Charemza and his
collaborators contributed significantly to the enhancement of the
analytical and forecasting
tools used at the National Bank of Poland." See [Source 4].
Sources to corroborate the impact
- A sample bulletin is available for inspection.
- Letter from the former Deputy Governor of National Bank of Poland
- Letter from the former member of the Monetary Policy Council of Poland
and currently
Director of the Institute of Economics at the National Bank of Poland.
- Letter from the former Director of the Research Department of the
National Bank of Poland,
currently Deputy Director of the Institute of Economics of the National
Bank of Poland