S101980100071.qxd
2001 · 2:142–149 Springer-Verlag 2001
J. Rovira1 · R.Tremosa1 · A. Gilabert2 · M.Torralba2
1 Grup de Recerca en Economia de la Politica Social,Universitat de Barcelona,Spain
2 Servei Català de la Salut,Unitat de Planificació Farmacèutica,Generalitat de Catalunya,Spain
The role of prices in drug
expenditure analysis
An application of price indexes for two therapeutic
groups in the Catalan Health Service (1991–1999)
The increase in pharmaceutical expen- sumption towards presentations or
diture is one of the main concerns of
products of a different price.
The objective of this article is to develop and
health managers, given both its relative
The first factor, a change in the price
apply several types of price indexes to the
importance in total expenditure and the
of the products, is not that relevant in
analysis of pharmaceutical expenditure to
difficulty in controlling its growth. Ex-
Spain and, thus, cannot explain the in-
improve the way traditional indexes adjust
penditure on personnel or equipment is
crease in pharmaceutical expenditure in
for innovation in drug supply.The Laspeyres
easier to control, as the availability of re-
recent years. It should be borne in mind
and Paasche indexes in the fixed and linked
sources for making that expenditure is
that all drugs financed by the Spanish
modalities were used. Price is defined as av-
subject to administrative procedures
National Health System are subject to a
erage expenditure at consumer price per
that require prior authorization. The use
price control system. This means that
daily defined dose (DDD).The empirical ap-
of a drug depends on a long list of deci-
the price of the drug at the time of its
plication is restricted to two therapeutic
sions (registration, price fixing, inclu-
launch, and any subsequent change,
groups, antipsychotics and antidepressants,
sion in public financing, inclusion in for-
must be authorized by the health au-
and to the pharmaceutical expenditure of
mularies of specific institutions, consid-
thorities. Revision of the price of a single
the Catalan Health Service in the period
eration in clinical guidelines, etc.).
drug hardly every happens. Changes are
1991–1999.The indexes can be computed
However, once those decisions have been
usually applied generally to the whole
from the information currently recorded in
made, supply is very elastic, in other
market. General increases in authorized
the administrative procedures of health care
words the laboratories will supply at a
prices have been infrequent and, in any
insurers, or from sample information provid-
given price, the maximum authorized
case, small, and have not even kept pace
ed by regular market surveys.The proposed
price for example, practically any quan-
with inflation. In some cases, general
method allows for controlling the effect of
tity that doctors decide to prescribe.
price reductions have even occurred.
several factors on average pharmaceutical
The increase and, in general, the
This pricing policy has led the phar-
price changes, specifically, the introduction
variation in pharmaceutical expenditure
maceutical industry to develop certain
of new drugs that show some degree of
on a product are a result of the simulta-
strategies to maintain or increase their
neous variation in two factors: the quan-
income and profitability. First, encour-
tity of units sold and the price of that
aging consumption, to increase the
product. When the expenditure relates
number of units sold. Second, to by-pass
to a heterogeneous group of products, as
the control of authorized prices, the
Pharmaceutical expenditure · Prices ·
when the total pharmaceutical expendi-
manufacturers opted for the introduc-
Laspeyres indexes · Paasche indexes
ture or that of a therapeutic group are
tion and promotion of new products,
being considered, the variation is thevariation in units sold multiplied by thevariation in the average price of those
Joan Rovira
units.As regards average price, its varia-
The World Bank, HDNHE, 1818 H Street NW,
tion may result from: (a) a change in the
Washington DC 20433, USA,
price of existing drugs, (b) a shift in con-
142 HEPAC 4•2001
HEPAC
2001 · 2:142–149 Springer-Verlag 2001
J. Rovira · R.Tremosa · A. Gilabert
that are strongly promoted to make
c. between different active sub-
consumers switch from the older ones
stances, albeit therapeutically
to the newer and more expensive prod-
equivalent, of a chemical family
El papel de los precios en el análisis del
ucts. This constitutes an indirect mech-
(or therapeutic subgroup);
gasto en medicamentos. Una aplicación
anism for achieving higher sale prices.
d. between different therapeutic
de índices de precios para dos grupos
As a result , the market is characterized
terapéuticos en la sanidad catalana
by a very high innovation rate (which of-
ten contributes little or no additional
Decision makers are usually interested
therapeutic value over products already
in determining the causes of the increas-
existing on the market) and a marked
es in expenditure or in average prices of
tendency to encourage a shift in pre-
drugs and the extent to which they are
El objetivo de este trabajo es desarrollar
scribing. This affects the second factor
justified (e.g., whether it is due to an in-
índices de precios de medicamentos que
in the increased expenditure: the aver-
crease in patients correctly treated or
permitan separar el efecto de distintos
whether it is a process of replacing
factores, especialmente la comercialización
This shift effect is evident if we ana-
cheap and effective existing products
de nuevos medicamentos que suponen
lyze the consumption of certain thera-
with newer, more expensive ones), so
distintos grados de innovación terapéutica,
peutic drug groups, such as antihyper-
that they can take measures to prevent
sobre los incrementos de precios y sobre el
tensives or antidepressants. In these spe-
non justified increases. The first step is
gasto. Se han utilizado los índices de
cific cases, consumption of new drugs is
to identify expenditure growth factors
Laspeyres y de Paasche en sus versiones fija
steadily growing, while the consumption
and the relative importance of each of
y encadenada, tomando como precio el
of older drugs is constant or even falling.
gasto medio a PVP (Precio de Venta al
This situation in the pharmaceuti-
The key question, then, is to what
Público) por DDD (Dosis Diaria Definida). La
cal industry has already been dealt with
extent does the increased expenditure
aplicación empírica se circunscribe a dos
extensively in the literature. Unlike oth-
reflect an increase in therapeutic benefit
grupos terapéuticos, antipsicóticos y anti-
er industrial sectors of rapid technolog-
or in patient well-being generally. The
depresivos, y al ámbito de la prestación
ical progress, such as computers or pes-
availability of suitable price indexes can
farmacéutica del Servei Català de la Salut en
ticides, where a generation of new prod-
provide the decision-maker with tools to
el periodo 1991–1999. Esta metodología
ucts clearly displaces a previous obso-
help him answer all these questions.
puede ser aplicada de forma rutinaria y
lete generation [3]. Moreover, very often
However, the preparation of suitable
automática a cualquier grupo terapéutico o
the growing number of drugs available
price indexes is no easy task [1, 10].
a la totalidad de los mismos, utilizando la
is not accompanied by real innovation
The objective of this work is to de-
información que recogen habitualmente las
in terms of significant therapeutic ad-
velop different types of prices indexes to
administraciones sanitarias en el proceso de
vance [6]. In fact, the government regu-
apply to drug expenditure analysis, that
facturación de los medicamentos o la
lation of pharmaceutical prices has in-
represent an advance over traditional in-
información muestral sobre consumo y
centivated companies in that sector to
dexes as regards the treatment of inno-
gasto de algunos estudios de mercado.
diversify their products, as a way to in-
vation. It is not our aim to determine
crease or, at least, maintain profits [2].
"the" correct index, but rather the most
To summarize, the increase in the
suitable one for each possible question
average price of drugs may be the result
or problem. More specifically, we want
Prestación farmacéeutica · Precios · Indices
of a number of factors:
to develop a set of indexes that will en-
de Laspeyres · Indices de Paasche
able us to quantify what part of the
1. "Pure" increases in the prices of
change in pharmaceutical expenditure
existing products.
is attributable to each of the factors re-
2. Appearance and increased consump-
sponsible for that change.
tion of new products with a higher
To be able to identify and quantify
than average price. These products
the factors determining drug expendi-
may involve a major or minor thera-
ture growth we need to have analytical
peutic innovation or may simply be
tools and data that enable us to separate
products equivalent to other exist-
the role of each factor. Price indexes are
ing, cheaper products.
the traditional tool for that purpose.
3. Shifts in consumption from low-cost
A price index is a measure of the
products to those of a higher price,
central trend in price changes for a giv-
which may or may not involve any
en group of products. The concept is
additional therapeutic benefit. These
rather simple. Its application, however,
shifts take place:
is more complex. First, from a theoreti-
a. between different presentations –
cal point of view, price averages should
route of administration, dose,
relate to homogeneous products; sec-
pack sizes of the same specialty;
ond, there is no single formula for aggre-
b. between brands of the same ac-
gating individual products (pharmaceu-
tive substance (active principle);
tical specialties) or for weighting them.
HEPAC 4•2001 143
These considerations are very impor-
existing on a given year and changes the
tant, especially in a market such as the
weighting each year according to
drug market with the high rate of intro-
In order to control the therapeutic nov-
current consumption. The fixed Laspey-
duction of new products mentioned
elty factor, we based ourselves not on the
res index is the most commonly used in
earlier, and where it is difficult to distin-
prices of the products per unit of sale,
the calculation of official price indexes
guish the additional therapeutic benefit
i.e., price per pack, but on the price per
such as the consumer price index (CPI).
of new commercial brands or new forms
DDD of each product, meaning each
Separate price indexes were con-
of presentation of existing products.
route of administration of an active
structed for each of the two therapeutic
(The question of how to account for
principle. (Using indicators such as price
groups chosen, antipsychotics and anti-
quality changes in building price index-
per pack poses the problem that in the
depressants (groups N05A and N06A,
es is addressed in the Appendix by
case of a shift in sales towards higher
respectively). It should also be noted that
means of a non pharmaceutical exam-
dose packs or packs with a larger num-
thanks to the data bases used, the index-
ber of tablets, the value of the indicator
es are based not on a sample of goods
In this work the empirical applica-
increases, which may wrongly suggest
but on all of them. This improves the
tion is limited to two therapeutic
that there has been a price increase.) Ac-
representativeness of the indexes con-
groups. The ultimate objective, however,
cording to the method used here, all ex-
siderably, whatever the type of index ap-
is to develop a method that can be ap-
penditures at consumer price on
plied routinely and automatically to any
products with the same active principle
group or to all of them on the basis of
and route of administration (distin-
Laspeyres indexes:
the information on pharmaceutical pay-
guishing, for example, between solid
fixed Laspeyres index
ments habitually compiled by the health
oral administration and oral in solution)
authorities of the Spanish state as part
are added together and divided by the
The formula used to calculate the Las-
of the invoicing process.
respective number of DDD.
peyres price index (IL), in its traditional
The prices obtained are incorporat-
version, is shown below:
Materials and methods
ed into the index weighted by their sharein the expenditure of the corresponding
I L = ∑ w
i0 i0
anatomic-therapeutic group. The prod-
i0
uct has also been defined, as an alterna-
i0 i0
A longitudinal descriptive study was
tive, in terms of active principle (for all
carried out of medical prescriptions
routes of administration) and even
where Pit is the price of the item – active
charged to the Catalan Health Service
chemical family. The greater the aggre-
principles by routes of administration,
(Servei Català de la Salut, SCS). The in-
gation criterion, the less sensitive the in-
active principles and therapeutic fami-
formation source was FAR 200 and FAR
dex is to changes in quality. The less dis-
lies or subgroups, "i" in the period "t";
413 lists from the IDMSIX program of
aggregated it is, the more it tends to pre-
Pi0 is the price of the item "i" in the ini-
the data processing application for mon-
suppose that any price change is attrib-
tial period; n is the number of items con-
itoring the pharmaceutical payments of
utable to an improvement in quality.
sidered for each aggregation level; qi0
the SCS. This program compiles infor-
The variables considered were ex-
are the quantities of the initial period
mation on all prescriptions invoiced to
penditure at consumer price and con-
(also called base period, which in the
the SCS. Two drug groups were selected
sumption in DDD. The price variable
case of the Laspeyres price index is al-
for study: N06, antidepressants and
used was expenditure per DDD, the re-
ways the first period) and wi0 are the
N05A, antipsychotics.Annual consump-
sult of dividing total expenditure at con-
weightings of each item in the base peri-
tion was studied for the period
sumer price by consumption in DDD of
od (this quotient shows the weight of
total prescriptions for each level of ag-
each item considered in relation to total
The degree of therapeutic innova-
gregation considered. The aggregation
expenditure for the therapeutic group
tion was determined according to the as-
levels used in the analysis were: (a) ac-
for the first period).
sessment published in the quasi official
tive principle by route of administration;
The calculation of the fixed Laspey-
drug journal of the Spanish National
(b) active principle; anatomic-therapeu-
res index uses fixed weightings, which
Health Service, Therapeutic Informa-
tic subgroup (c) or substitutive sub-
are those of the base year (in our case,
tion; specialties for which consumption
group (which ultimately corresponds to
1991). Thus, successive price changes cal-
had already been recorded in 1991 (at the
that of chemical family).
culated are always weighted by the per-
start of the study) were assigned a spe-
For the calculation of price indexes
centage expenditure of the item in the
cial code, since although they might
we considered the Laspeyres and Paa-
first year of the period in question.
have been innovative at the time they
sche indexes, in two of their modalities:
It should be borne in mind that the
were introduced, that characteristic was
fixed and chained index [5]. In the fixed
Laspeyres index implies acceptance that
not relevant for analyzing innovation
modality, the Laspeyres index uses con-
the distribution of consumption in the
during the study period 1991–1999. Fi-
sumption in the first year for the
initial year is representative of the whole
nally, the source for assigning the daily
weightings, while the Paasche index us-
period, a very restrictive assumption in
defined dose (DDD), was the WHO "ATC
es consumption in the last year of the
the case of the pharmaceutical con-
Index with DDD 1999."
period. The chained modality, on the
sumption analyzed here, in which con-
other hand, includes all products
siderable inward and outward flows take
144 HEPAC 4•2001
year considered, and is therefore moreappropriate in a consumption groupwith a high rate of innovation.
This index, then, pulls together both
the items that already existed in 1991 andthose which in subsequent years havebeen created and incorporated into drugconsumption statistics. Figures 1 and 2show the results of calculating the Paa-sche index in its fixed version for bothdrug groups.
Calculating the Paasche price index
presents one difficulty, namely, deciding
Fig. 1 Fixed Paasche index: antipsychotics
what assumption to make on the pricesof the products that were not marketed
place, especially in active principles and
ically different from 1991, so it is point-
after the beginning of the period, for the
routes of administration (a simple com-
less considering 1991 as the weighting
years before their introduction. Of the
parison between percentage expendi-
two possible options, considering a price
tures for these two categories between
zero or projecting the entry price back
the first and last year illustrates this
to 1991, we leaned towards the second. If
point well), resulting in a considerable
we want to study price change, the sec-
change in distribution of consumption
Fixed Paasche index
ond option makes more sense than the
between 1991 and 1999.
first: in the first case a substantial price
So in 1991 some of the items that
The formula used for calculating the
increase is assumed in the year of ap-
will have considerable weight in total ex-
Paasche price index (IP), in its tradition-
pearance, while in the second case it is
penditure in 1999 do not even figure, as
al version, is shown below:
assumed that until the product appears,
they had not yet been introduced. This
there are no price increases.
is the case for some active principles in
I P = ∑ w
the antipsychotic drug group: Olanza-
Antipsychotics. As regards antipsychotic
i0
pine increases from 0% in 1991 to 51.7%
drugs, we can see in the Paasche index, at
in 1999, and Risperidone from 0% to
the level of the replacement subgroup,
36.1%; as for antidepressants, Paroxetine
where Pit is the price of the item "i"in the
steep growths in the years 1994 to 1999,
increases from 0% in 1991 to 31.5% in
period "t"; Pi0 is the price of the item "i"
which can be related clearly to the intro-
1999, and Venlafaxine from 0% to 8%.
in the initial period; n is the number of
duction of new active principles (*Table
The calculation assumption of the fixed
items considered for each aggregation
1). The appearance on the market of Ris-
Laspeyres index is certainly restrictive:
level; qit are the quantities for the final
peridone (tablets) in 1994 explains the
not existing in the first year of the peri-
period (also called base period, which in
190% growth in the price index for anti-
od analyzed means not being considered
the case of the Paasche price index is al-
psychotics: it increases from a value of
in any subsequent year.
ways the last period); and wit are the
106 to 308, the base value in 1991 being
On the other hand some items ap-
weightings of each item in the same pe-
100 (Risperidone will finally represent
pear in 1991 with a large weighting that
riod. This quotient shows the weight –
32% of total expenditure in this thera-
will end up having a very small weight
the relative importance – of each item
peutic group in 1999). On the other hand
in total expenditure for 1999. This is the
considered in relation to the total expen-
in 1997 the introduction of Olanzapine
case for some active principles in the an-
diture of the therapeutic group in the
(tablets) will explain the 40% growth in
tipsychotic drug group: Levopromazine
last period.
the Paasche index for the same antipsy-
decreases from 9.8% in 1991 to 1.0% in
The calculation of the Paasche in-
chotics, from 373 in 1996 to 523 in 1997
1999; Thioridazine decreases from 19.7%
dex also uses fixed weightings, which in
(Olanzapine will finally represent 51% of
to 1.5%; Haloperidol decreases from
this case are those of the last year. Ac-
total expenditure in this therapeutic
23.3% to 2.1% and Sulpiride from 16.5%
cordingly, successive price changes are
group in 1999, being the main active
to 1.7%; and as regards the antidepres-
always weighted by the percentage of the
principal of antipsychotic drugs). As we
sant drugs, Clomipramine decreases
item in question referred to the last year
said at the beginning, drug prices are
from 13.7% in 1991 to 2.1% in 1999 and
of the period considered. The fixed
regulated or controlled by the Adminis-
Fluoxetine decreases from 54.7% to
Paasche index, although it also involves
tration: this explains why, once they have
accepting the very restrictive assump-
been launched, their price is maintained
For the two drug groups considered
tion, as with the fixed Laspeyres index,
or even falls, and we have very few active
the fixed Laspeyres price index calculat-
that the distribution over the period is
principles that show a clear price in-
ed, which shows little price change, is
maintained and that, accordingly, the
crease over the years. It is at the moment
neither very relevant nor very appropri-
weighting for 1 year is representative of
of introduction, when a new active prin-
ate: given the high rate of products go-
the whole period, at least ends up pull-
ciple enters the market, that the ratio be-
ing in and out, the market in 1999 is rad-
ing together all items existing in the last
tween its total expenditure and quantity
HEPAC 4•2001 145
to calculate the price indexes of somepharmaceutical products.
The formula used for the Paasche
index (IP) in them is as follows:
I P = ∑ w
, −1
, −1 = nt−1
Fig. 2 Fixed Paasche index: antidepressants
it is the price of the item "i" in the
period "t"; Pi,t-1 is the price of the item"i" in the period prior to "t" (t-1); n is the
(DDD) leaps upwards.And it is this quo-
principle: Fluoxetine starts being sup-
number of items considered for each ag-
tient between expenditure and quantity
plied in solution, despite the fact that it
gregation level; qib are the quantities of
that gives a higher price than that of the
has been available in tablet form since
the item "i" in the base period "b", and
other existing active principles, which
1991; given the price at which it enters
this "b" may be equal to the initial peri-
brings about the spectacular growth in
the market (which also falls over the
od, the previous period (t-1) or any oth-
the general level of prices of the thera-
years), this innovation does not cause a
er period; wi, t-1 indicates the weightings
peutic group. Consequently, stimulated
substantial growth in the index for anti-
of each item in the previous period, t-1;
by the introduction of these two active
depressants either. Finally, it is the intro-
and finally, IPt-1 is the value of the chained
principles (Olanzapine and Risperi-
duction of Venlafaxine in 1995 that caus-
Paasche index also corresponding to the
done), which between them represent
es a small growth in the price index in
previous period.
nearly 90% of pharmaceutical expendi-
the next 2 years: although its price falls
Tables 3 and 4 (*) show the result of
ture of the whole antipsychotic drug
in the end, the price level at which it en-
these calculations, figures 3 and 4 repres-
group in 1999, the fixed Paasche index
ters the market pushes the index up by
ent the trends in those indexes for the
increases from a value of 100 in 1991 to
three aggregation levels considered. For
537 in 1999, a combined growth of over
antipsychotics (*Table 3), the chained in-
500% in just 8 years. Figure 1 shows the
Chained Paasche index
dex increases from a value of 100 in 1991
Paasche index of the antipsychotic
to 139 in 1999. The evolution of this index
group at the levels of replacement sub-
To overcome the limitations of price in-
shows the same leaps as those recorded
group, active principle and active princi-
dexes with fixed weighting we use
in Table 1, although in a smaller propor-
ple by route of administration. It can be
chained indexes. These are used, for ex-
tion: the entry of Risperidone in 1994
seen that it is only at the first aggrega-
ample, in cases where the items consid-
and Olanzapine in 1997 are responsible
tion level that we observe the large
ered move in and out at high rate. The
for the subsequent jumps in the price in-
growth in price index: when a new ac-
formula for this index is the one used by
dex. It can be seen that in this chained
tive principle or route of administration
the Bureau of Labor Statistics (BLS) to
calculation modality, unlike the fixed, the
enters the market, its value is 100; and
calculate the Medical Care Price Index
price indexes at the level of active princi-
given that the majority of prices are
(MCPI). It is also the one used by the Na-
ple and route of administration also re-
maintained or tend to fall once they are
tional Bureau of Economic Research
flect the impact of the introduction of
on the market, the price index does not
(NBER), in its more recent publications,
therapeutic novelty: the index value for
pick up the effect of the entry of the newproduct on the average price of the itemfor the other two lower aggregationlevels, as it projected the entry priceback to 1991.
Antidepressants. As regards antidepres-
sants, the introduction of new active
principles does not cause increases in
the Paasche price index (with one excep-
tion).As a whole, this fixed index for an-
tidepressants increases from a value of
100 in 1991 to 109 in 1999 (*Table 2). In
1992 the appearance of Paroxetine hard-
ly alters the general Paasche index of the
group. In 1994 there appears a new route
of administration of an existing active
Fig. 3 Linked Paasche index: antipsychotics
146 HEPAC 4•2001
from Table 8 that, after falling from a val-ue of 100 in 1991 to 98.9 in 1999, the priceindex now falls to 89.4.
As the prices of drugs, once
introduced in the market, are controlledby the government and because of theway in which the industry (with the ad-ministration's approval) has respondedto that control, traditional price index-es, such as the fixed Lapeyres index, donot provide valid and relevant informa-tion. These indexes show small increasesor no increase at all, a totally different
Fig. 4 Linked Paasche index: antidepressants
picture from the one drawn from thetrends in average price per prescription,
1 year is affected (corrected) by its value
price index were, therefore, the active
which habitually records a notable, sus-
in the previous year. And as regards an-
principles which involved a notable
tained growth, particularly in our case
tidepressants, we can see a slight fall in
therapeutic innovation (in particular
for antipsychotics (nearly 700%). By us-
the chained price index, of barely 1% be-
Olanzapine and Risperidone).When the
ing a fixed Paasche index, on the other
tween 1991 and 1999, after slight increas-
active principles of levels B and C (Sert-
hand, the growth of prices of antipsy-
indol pastilles, Zuclopenthixol pastilles,
chotic products shows an increase from
solution and parenteral depot) are elim-
a value of 100 in 1991 to 537 in 1999: stim-
Accounting for therapeutic innovation
inated, the price index increases
ulated by the introduction of two active
in price indexes
somewhat less than in the previous case.
principles, Risperidone in 1994 and
Table 7 shows an increase in value from
Olanzapine in 1997 (which between
In this section we attempt to analyze
100 in 1991 to 111 in 1999; so level C pro-
them cornered nearly 90% of pharma-
price trends eliminating the possible ef-
ducts have a slight deflationary effect.
ceutical expenditure for the whole anti-
fects of innovation. To do so price index-
In the case of antidepressants, there
psychotic therapeutic group in 1999), the
es are calculated eliminating, first, prod-
is a slight difference between the index
overall growth of the therapeutic group
ucts introduced over the period which
for products as a whole and the index re-
is over 500% in just 8 years. Finally, us-
involve some therapeutic contribution,
sulting after eliminating the products
ing the Paasche index in its chained ver-
and second, new products which do not
classed as reasonable therapeutic inno-
sion, it increases by nearly 40 %, and the
involve any relevant therapeutic contri-
vation (i.e., Moclobemide, the only level
periods of price increase coincide with
bution over existing products.
B product). The price index, which be-
the years in which the above therapeu-
Tables 5-8 (*) show the results of
fore fell from 100 in 1991 to 98.9 in 1999,
tic novelties were introduced.
considering two categories or levels of
now falls to 96.9: this minimal difference
This phenomenon is not observed
innovation, B (reasonable therapeutic
is because in 1999 Moclobemide,
with antidepressants. In terms of aver-
innovation) and C (practically no thera-
launched in 1992, has a weight of less
age price the increase is 84 % between
peutic innovation), in accordance with
than 1 % of total expenditure for its ther-
1991 and 1999, although calculating the
the criteria and subsequent cataloguing
apeutic group. On the other hand, it is
fixed Paasche index for antidepressants
by the Ministry of
when the level C active principles (Cita-
shows an increase from a value of 100 in
lopram, Mirtazapine, Nefazodone, Re-
1991 to 109 in 1999. In this case, too, it is
ic/documentos). Figures 5 and 6 repres-
boxetine, Paroxetine, Sertraline y Venla-
the introduction of new products (Par-
ent the consideration of those levels for
faxine) are eliminated that the price in-
oxetine 1992; Fluoxetine sachets 1994;
the aggregation level of chemical family.
dex falls considerably. It can be seen
Venlafaxine 1995) that pushes this index
It is in the antipsychotic group that
we see the most notable difference be-tween the price index with total prod-ucts and those that are left after elimi-nating the three active principles con-sidered of level B. In Table 5 we see thatwhen those principles (Olanzapine, Ris-peridone and parenteral Zuclopenthix-ol) are eliminated the increase in pricesin this therapeutic group is considerablyreduced: with all products, between 1991and 1999, the index grew from 100 to 139,and without those products, only from100 to 109. The products responsible fora large part of the growth in the (total)
Fig. 5 Antipsychotics, linked Paasche index, and innovation level
HEPAC 4•2001 147
Moreover, to enable us to separate
the different factors responsible for theincrease in average prices and, in the lastinstance, expenditure on drugs, it wouldbe helpful to develop for each therapeu-tic group a set of indexes with the fol-lowing aggregation levels: (a) pharma-ceutical specialty, (b) active principle byroute of administration, (c) active prin-ciple, (d) chemical family. In future, im-provements in quality should be identi-fied and assigned monetary values on a
Fig. 6 Antidepressants, linked Paasche index, and innovation level
product by product basis, so as to deter-mine what proportion of the price in-creases are attributable to those im-
upwards, albeit to a far lesser extent). Fi-
(fixed Paasche) destroys homogeneity
provements or whether they are pure
nally, using the Paasche index in its
but achieves greater representativeness.
price increases. This information would
chained version, the index in question
Given the trends experienced be-
enable us to diagnose the causes behind
shows a slight price fall of 1% between
tween 1991 and 1999 in the composition
trends in expenditure and to create a ra-
1991 and 1999.
of the therapeutic groups considered
tional basis for future policies.
An attempt was also made to relate
(with some active principles, especially
the increase observed in the fixed Paa-
among the antipsychotics, that did not
Acknowledgements. This work was awarded
sche indexes to the level of innovation
exist in 1991, but which represent a very
a research prize by the "Sociedad Españolade Farmacéuticos de Atención Primaria." The
represented by the different therapeutic
high percentage of total expenditure in
authors are grateful for the initiative and sup-
innovations considered. In the case of
1999), it makes more sense to try to base
port of Josep Lluís Segú in the preparation
antipsychotics there is a notable corre-
on the Paasche price index any conclu-
and development of the project.
lation between the growth in prices and
sions about the evolution of the prices.
the active principles involving reason-
However, using this index poses in its
Appendix: price indexes and
able innovation: by eliminating the three
turn several problems. For instance,
active principles of level B only (Olanza-
there is no clear criterion for treating the
pine, Risperidone and parenteral Zuclo-
prices of products that did not exist at
The treatment of changes in the quality
penthixol) the growth in prices in this
the beginning of the period: if they are
of products over time is a problem com-
therapeutic group between 1991 and
given a zero value, price growth will be
mon to all price indexes. The more usu-
1999 is reduced from 40% to 10%. In the
overestimated. If they are assigned the
al price indexes, such as the CPI, are Las-
case of antidepressants, however, there
price of the first period in which they
peyres indexes which reflect trends in
is practically no difference between the
appear, an underestimation is likely to
the prices of a basket of goods represen-
price indexes for the actives principles
occur.Another practical problem is that
tative of consumption in the initial base
as a whole and the remainder once the
using the Paasche index routinely and
period. If the basket is not changed, it
principle classed as a reasonable inno-
continuously over time means that the
gradually loses its representativeness
vation (Moclobemide) is excluded; it is
weightings will vary each year, and so
over time and, as a result, so does the in-
when the level C active principles (Par-
the index should be recalculated annual-
dex. But updating the basket by intro-
oxetine, Sertraline and Venlafaxine) are
ly for the whole period. The results of
ducing new products and removing
excluded that the price index for this
any analysis could change if repeated in
those products no longer consumed
group falls nearly 8 percentage points
a subsequent period.
poses its own problems.
between 1991 and 1999.
Obviously, this is not ideal if the in-
In theory, price indexes should re-
The above results demonstrate that
dex is to be used as a basis for adminis-
flect trends of a set of goods that pro-
the choice of price index is an essential
trative decisions, negotiations, etc.
vides the consumer with a particular
question in the analysis of trends in
utility. Let us suppose that instant coffee
prices and pharmaceutical expenditure.
replaces traditional coffee in the family
The choice of a particular index implies
shopping basket. The price of normal
certain specific assumptions regarding
The optimum solution to the selection of
coffee is 500 Ptas/kg and the price of in-
the representativeness of the products
a valid and reliable price index, at least in
stant coffee is 1000 Ptas. Let us suppose,
chosen and the homogeneity of con-
the context of our study, seems to point
furthermore, that those prices have re-
sumption over time. Basing the price in-
towards the application of chained Las-
mained unchanged for the whole of the
dex on products existing at the begin-
peyres indexes, which in the case of
period in question. If at any given mo-
ning of the period (fixed Laspeyres) im-
pharmaceuticals does not pose the infor-
ment the price of the former is simply
proves homogeneity at the expense of
mation problems that would arise with
replaced by the price of the latter, one is
representativeness, while taking the
other goods, since data on consumption
implicitly accepting that the two goods
weightings of the last period considered
are usually available, making it easy to
are homogeneous (i.e., the same prod-
calculate weightings year by year.
uct) and that their price has doubled.
148 HEPAC 4•2001
Obviously, the products are not homo-
Unfortunately, in other cases the sit-
geneous and consumers may prefer the
uation is more confusing. Let us suppose
advantages of instant coffee, so the price
now that coffee beans at 500 Ptas/kg are
Boskin MJ, et al (1998) Consumer prices,
difference should be attributed to the
replaced by ground coffee at 1000
the consumer price index and the cost of
improved quality and should not be re-
Pta/kg.Although ground coffee may im-
living. J Econ Perspect 12:3–26
flected in the price index. In economic
ply an improvement in quality, it would
Borrell J-R (1999) Pharmaceutical price
terms, the individual is obtaining in-
be hard to accept that such an improve-
regulation. A study of the impact of the
creased utility from the new basket in
ment could justify such a large price in-
rate-of-return regulation in the U.K.
which traditional coffee has been re-
crease. This would be even more doubt-
Cockburn IM, Anis AH (1998) Hedonic analysis
placed by instant. Consequently, a new
ful if the conditions within the coffee
of arthritis drugs. National Bureau of Economic
basket should be created which includes
market were not those of a competitive
Research working paper 6574
instant coffee.
market. Part of the increase could be a
Fernandez-Cornejo J, Jans S (1995) Quality
The argument could be further
pure price increase due, for example, to
adjusted price and quantity indices for pesti-
complicated if we suppose that making a
changes in supply and demand. If we
cides. Am J Agricultural Econ 77:645–659
cup of coffee requires 10 g of traditional
substitute the new product in the con-
Frank RG, Berndt ER, Busch SH (1998) Price
coffee and only 5 g of instant. In that case
sumption basket and start the index
indexes for the treatment of depression.
National Bureau of Economic Research
it could be argued that the relevant unit
with a new base, we will have underval-
working paper 6417
of product is not price per kilogram but
ued the real price increase.
García MA, et al (2000) Adopción de los nuevos
the cost of the coffee necessary to make
There are, of course, theoretical
medicamentos por los médicos prescriptores.
one cup. Under these suppositions, the
methods for differentiating the pure
El medico innovador. Rev Atención Primaria
price of coffee would have remained con-
price increase part from the part attrib-
stant (20 Ptas per cup). In fact it could be
utable to quality changes. For example,
Gerdtham U, et al (1997) Price indices of drugs
argued that the price had fallen, as part
one could estimate the cost of grinding
and the switching to new drugs.
of the new price corresponds to an im-
the coffee or consumers' willingness to
Griliches Z, Cockburn I (1994) Generic and
provement in quality of the product.
pay more for this feature of the product.
new goods in pharmaceutical price indexes.
However, the adjustment methods are
Am Econ Rev 5:1213–1232
not easy and will no doubt be subject to
Ministerio de Sanidad y Consumo (1992)
Información Terapéutica del Sistema Nacionalde Salud, 16:222
Ruiz-Castillo J, Ley E, e Izquierdo M (1999)
*Tables 1 to 8 are available at URL:
La mesura de la inflació a Espanya. Colleció
d'Estudis Econòmics. Caixa d'Estalvis i Pensions
de Barcelona "la Caixa",no 17
HEPAC 4•2001 149
Source: http://www.eco.ub.es/~tremosa/HEPAC.pdf
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