example research paper on application of differential equation
TRANSCRIPT
Identifying the Consumer
Awareness of Product’s
advertisement by means of
Nerlove and Arrow model:
A first order differential
equation
ABSTRACT
Many differential equations and functions are
widely used today not only in the field of applied
sciences such as Engineering but it may also be
helpful in Economic sciences such as in Business
and Marketing fields. And since Industrial
Engineering is a course that deals on the numerical
and quantitative data about technical and applied
skills such as improving systematic processes
through the use of statistical analysis, interpersonal
communication, designing, planning, quality
control, operations management, computer
simulation, and problem solving that may be
applicable in the world of trade and industry, We
take into consideration that we can apply higher
mathematics on the business or marketing aspect
in a company.
This research study aims mainly to
promote the application of a simple
advertising model proposed on 1962
which is called the Nerlove and Arrow (N-
A model).This will help us to determine
the number of people aware in a certain
product. In addition, this will also serves
as an advantage to a company because it
will help them to regulate and control their
marketing strategy whether it is efficient
enough or not to get the attention of their
customers.
This study will not only help us but also
other people to become their basis on their
future researchers about dynamic models
regarding to advertising aspects. This will
also help dealers or salespersons on how to
attain their goals on sales or the marketing
demand without wasting their money on a
wrong forecast to their advertisements.
As a whole, this research will help the
company to determine what strategic
techniques they will use in order to attain
their goal of reaching a specific target
audience.
INTRODUCTION
Advertising is a tool of a company to
communicate and persuade an audience to
purchase their products, goods or services.
They usually use numerous forms of paid
Medias in Television and radio commercials,
print ads on newspapers or magazines, giving
flyers or leaflets and billboards. Ads are placed
where publicists believe they will reach the
largest and most relevant audience; based on
journalism ethics they usually sited those ads
on the front page of a newspaper or magazines
because it is the commonly seen page of the
broadsheet. Based on a reliable source, a
commercial industry uses advertising to drive
the consumption of their product and may place
ads to raise awareness or encourage a change
This research will help the
company to carefully regulate and control
their marketing techniques to attain the
company’s product satisfaction that will
help them to minimize cost in providing
advertisements and commercial ads. In
addition, the company will lessen its
burden about the competition in other
products in such a way that if one brand
will increase its advertisements we can
also conclude that the sales will also
increase.
As a whole, this study helps to assess
the effectiveness and efficiency of their
advertising campaign in order to achieve
the company’s goal and product’s
gratification through the help of a simple
linear differential equation in first order. On
the latter part of this study, we will show
different examples of real life problems for
further learning.
EXPERIMENTAL DETAILS,
COMPUTATION
PROCEDURES AND
THEORETICAL ANALYSIS
The marketing strategy and techniques
of a company must be based on a
quantitative and numerical statistics and
data to provide them an efficient and
competent answer mainly concerning on
the awareness of a group of people to a
given advertisement of a certain product.
Based on the Nerlove and Arrow
model or the (N-A model), we create a
simple model regarding on the variables
that may be include in the computation of
the consumer advertisement awareness.
We represent:
x (t) – refers to the publicizing activity of
the ads which is mainly denotes to the
amount of money the company spend for
the advertisement of their product.
Y (t) - represents awareness of the target
consumers of the company who would
became aware to their products after
having their advertisements.
We can relate this x(t) publicizing activity
of the ads and the Y (t) awareness of the
consumers to the model proposed by
Nerlove and Arrow on 1962.
The original equation created by Nerlove
and Arrow are as follow:
Equation 1 : Nerlove and Arrow Model
Based on a liable source, the
equations shows a(t) is the current
advertising expense and a(t) and
g(t) are the time. Equation 1
states that the net investment in
goodwill is the difference between
the current advertising expense
and the reduction of standard of
goodwill.
And for further study, we create a simple
model through the help of N-A model which
is given by a simple Differential Equation:
Equation 2: Proposed Equation based on
Nerlove and Arrow Model
Where k is a constant corresponding to
declining rate and b is the constant
which describes the advertising
efficiency and effectiveness.
The given equation contains two terms
in the right side.
The first term xq(t) provides the linear
growth of awareness of consumers as
a result of advertising.
The second term −kY reflects the
opposite process, i.e. forgetting about
the product.
As you can notice, the equation we proposed merely
based on the model of Nerlove and Arrow is a good
example of Linear Differential Equation of First Order.
So first, we should rewrite this equation in the
standard form:
The integrating factor is the exponential function:
Therefore the general solution of the given differential
equation is given by
The constant of
integration C can be found as
usual from the initial condition A
(t0)= A0.
In the examples below we
consider how awareness of
customers A(t) varies at different
advertising modes.
EXAMPLE NO. 1
(WHERE COEFFICIENTS
K AND B ARE GIVEN)
EX 1
Management of Swiss
Fragrances Inc. decided to advertise
the Watson’s Stretch mark minimizers
which is their newly released product
and is permanently during the year. The
advertising budget is P12, 000. The
coefficients k and b are k = 1/4, b = 25.
Construct and solve the differential
equation describing the number of
people A (t) aware of this product.
Solution
The equation of dynamics of A (t) is written in
equation in the standard form:
dA/dt=xq(t)-kY
We assume that the time t is measured in
months. By the condition of the problem,
the advertising costs are constant during
the year, so every month they are equal to:
Substituting the known data leads to the
following differential equation:
The integrating factor for this equation has
the form:
The general solution is written as
We determine the constant of
integration C from the initial condition A(t =
0) = 0. Hence, C = −100,000. Then the
particular solution is expressed by the
formula:
Thus in case of permanent advertising, the
number of potential buyers aware of the
product grows non-linearly approaching the
maximum value of:
Answer
There are 100,000 people
aware to the newly
advertised Watson’s Stretch
mark minimizers.
EXAMPLE NO. 2 !!!
A newly opened J.C Metal
Corporation in introduced through an
advertising operation to a population of
500,000 potential customers.The new
corporation is assumed to be proportional
to the number of people who are not yet
aware of it.
Where t is the time (in months), and where
y is the number of people (in thousands)
who have heard of the new
corporation.Half of the population has
heard of the new corporation by the end of
1 year.How many will have heard of it by
the end of 2 years?
EXAMPLE No. 3
Ka Joe Metal
Corporation is introduced
through an advertising of their
product of the rate of k=0.07
and 30,000 people be aware at
the end of 9 months.What
would be the number of
potential customer?
RESULTS AND
DISCUSSIONS!!!!
According to the experimental
details, computation procedures and
theoretical analysis shown on the latter
part of this research, the results we obtain
from the real life problems presented are
helpful in determining the number of
people who are aware to their product by
means of advertisements either in
television, magazines, billboards, radio or
newspapers. Through the help of linear
differential equation on first order the
company will able to determine whether
the promotion of their new product hit it off
to the market.
We should always keep in
our minds that in order to come
up with the total number of
population or people who are
aware to the newly advertised
product wherein coefficients k and
b are given, we should use this
formula:
But if there is a specific number
of population given on the
problem, we can use this
formula in able to determine
the people who became aware
to the newly advertised
product of a company.
Through this research
study, we can help various
implications that are very
important for our daily lives.
Below are some examples of
relevance of this study.
Managerial decisions
We can help managers and businessminded people to estimate their product ads toacquire their target consumers. Managers willable to consider the different techniques andmethods on various managerial insights andconcepts regarding on the product to beadvertised. The proposed model, will help themto form ideas and resolutions whether forexample they will stop the advertisement oftheir product mainly because it doesn’t becamepopular the people, or they should maintaintheir advertisement because their product hasbeen recognized by the population, they mightalso estimate the cost they will use in givingads to their product or it might help them todetermine the sales of their product after orbefore the advertising activity.
Future Researches
This study will also help the future
researchers as one of their basis or
reference to their study. This will also help
them to broaden their knowledge
aboutenhancing the marketing strategies
and techniques in order to increase the
consumer familiarity in the services or
products they offer. We will also able to
help them to determine how awareness
advertising widenthe company’s goals,
objective and intention for the benefit of
the company itself which is merely based
on the target consumer market and the
company image you wish to portray.
CONCLUSION
AND SUMMARY!!!!
This marketing trend is the extent
to which consumers recognize the brands
of the products offered in the company
which can correctly associate these brands
with particular product offerings. Growing
brand awareness is a primary aim in the
introductory stage of the product life cycle,
when your company is attempting to enter
the local marketplace and acquire
consumer awareness. Improving consumer
awareness through advertising keeps your
small business in the minds of consumers,
which can lead to increased interchange at
your place of business.
As a whole, We therefore
conclude that Differential equations
have much importance in the field
ofindustrial engineering playing a
role of solving problems, cascade
future data and etc, together with the
mathematical principles and
quantitative solutions and
computations. Differential equation
is quite important in the field. Using
concept of formulation, solving
problems got easier.
REFERENCES:
◦ http://cd1.edb.hkedcity.net/cd/maths/en/curr_syll/
AS_AppMaths%20Syl_e/Unit_02.pdf
◦ http://gsm.ucdavis.edu/sites/main/files/file-
attachments/howdoesawareness.pdf
◦ http://www.utdallas.edu/~sethi/OCT%20Book%20
Revisions/ch7r05h.pdf
◦ http://www.jstor.org/discover/10.2307/2551549?ui
d=3738824&uid=2&uid=4&sid=21104707699387
◦ http://faculty.wwu.edu/curgus/Courses/321_20114
0/DEs_Po_Bo_Ar_2.pdf
◦ http://peitz.vwl.uni-
mannheim.de/fileadmin/user_upload/peitz/lehre/B
arroso2008.pdf
◦ http://marketingscience.info/assets/documents/2
30/20006.pdf
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