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ECO602 Assignment No Solution Autumn 2021-22-02-2022
digilearnerspoint
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1 year ago
ECO602 Assignment No Solution Autumn 2021-VU-Forecasting and Budgeting
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00:00
bismillahirrahmanirrahim assalamualaikum dear viewers and students welcome to my
00:04
youtube channel digital network today's assignment is related to the subject
00:08
forecasting and budgeting with subject code eco 602 and it is due to the
00:15
semester for 2021 it's mark is 10 and this last day for
00:23
2022 so let's start reading question and it's related requirement then we will
00:33
jump into the solution the textile industry in Pakistan is growing over the
00:38
time due to the modernization high standards of living and increasing
00:42
demand for goods good material at reasonable price many fabric banks sorry
00:49
many fabric brands like as Gul Ahmed, Sana Safina, Warda, Nadia Hussain, Firdos
00:58
Lawn, Baris Lawn, Khaddi, Kaseria, Nishat and many others joined jointly made the
01:06
textile industry in Pakistan they have mentioned some of the name top some of
01:13
the top names of the textile industry here J dot is a famous ready-to-wear
01:21
clothing brand in Pakistan offering variety of collection for men women and
01:25
kids this is one of the famous brand in Pakistan which provides handmade
01:30
garments to all classes of the society means men women and kids this brand
01:39
started its business in 2002 with an outlet at Tariq Road, Karachi it has
01:44
gained popularity in a very short period of time because of quality product and
01:50
exclusive design consider the data given below and answer the following questions
01:55
so let's go to the requirement number one spores monthly sales which is noted
02:02
by Y of this brand with brand J dot depend on advertising expenses which is
02:08
labelled by X monthly sale is dependent variable and advertising expenses
02:14
independent variable here we state that the sale is depend on advertisement
02:21
expense which is independent variable means sale is a function of
02:25
advertisement function if the brand does not pay any amount on advertisement
02:33
expense means X is equal to 0 then its monthly sales are Rs 1.5 million the
02:40
value of beta of advertising expense is 3.5 the value of beta as given 3.5 you
02:47
are required to which is also called slope of the line slope beta you are
02:53
required to develop least scare regression equation to forecast monthly
02:59
sales of this brand in this step you are going to make up a regression
03:05
equation least scare regression equation based on the given information to
03:11
perform a forecasting for monthly sales for J dot brand also find how much
03:18
sales revenue will increase due to an increase in advertising expenses by
03:23
rupees 300,000 now the second scenario is that how much your sales is affected
03:34
by the spending 300 mount on advertisement campaign so on these two
03:43
parts have these two number these number three plus two so now we are going to
03:50
focus on required number two as monthly sales why of this brand depend on
03:56
advertisement expense so consider monthly sales as dependent variable and
04:01
advertising expense as independent variable the data related to the monthly
04:05
sales why and advertising expense X is given in the table this one is the table
04:12
by using this data in least scare regression equation which we have
04:16
developed in part one so calculate slope of the line beta if you look at
04:25
the required number one the value of beta is given but here we are going to
04:30
calculate and regression coefficient alpha which is also called intercept
04:36
step wise calculation is required now see n is equal to 50 mission XY is equal
04:43
to 800,000 submission X into submission Y is equal to 3 million submission X
04:53
K is equal to 200,000 submission X whole scale is equal to 360,000 submission X
04:59
600,000 submission Y 5000 if you multiply submission X and submission Y you will
05:03
get this value this value submission X and submission Y which is 3 million
05:10
again it has two kinds of marks 3 plus 2 3 is related to the first task of part 2
05:20
requirement 2 and 2 is the second task of the requirement 2 so without wasting
05:26
time let's move to the solution here is the solution so we on the basis of the
05:41
information given a point number one I have developed the least regression
05:46
equation for J, J dot 1 is here Y is equal to beta naught plus beta 1 X this
05:55
label as equation A or any other name that you like so why I use beta naught
06:00
beta 1 because they have used these numbers in this equation beta 1 or beta
06:07
so I in as per this notation I have used beta naught and beta 1 otherwise you
06:15
can use anything in general what you like and Y says as per given
06:21
information X is the advertisement expense also given here X is the
06:26
independent variable and Y is the dependent variable which is depend on X
06:33
Y is equal to the equation is the least square least square regression equation
06:40
is 1.5 plus beta 1 is equal to X here two things maybe remember that sorry not
06:55
two things I am considering X Y is equal to here as a constant intercept which is
06:59
1.5 million and beta 1 is equal to X he he described in the situation that if X
07:06
is equal to 0 it means J dot does not expense any penny on advertisement so it
07:14
will be equal to 0 so 3.5 into 0 is 0 and we will get the monthly sales 1.5
07:22
million but when J dot brand plans to invest 300,000 on advertisement expense
07:30
then what will be happened Y is equal to 1.5 million plus 3.5 into we are going
07:36
to put the value of X is equal to 300,000 here so by multiplying and then
07:41
adding we will get 2.55 million means 25,50,000 now we are going to part 2
07:51
least linear regression model which has been developed in on the basis of
07:57
information is Y is equal to alpha plus beta X is equal to 1 because now he is
08:04
using alpha and this and relate this information with this 1.5
08:10
million because here we are going to calculate this one also the equation is
08:15
same as we as we use in part 1 so here I use beta 1 there he told that beta only
08:25
so you can replace beta naught with alpha plus beta 1 with only beta so
08:32
there's no difference here you can also use beta naught we cannot use beta naught
08:36
here because as per restriction of the requirement he asking for alpha so if he
08:42
doesn't mention anything so you can use any notation as you like but as per
08:47
restriction we are going to be use alpha so it is better to use alpha here and
08:53
beta alpha plus beta please understand the concept huh and don't confuse in
09:01
notations so again Y is equal to monthly sales X is equal to advertisement expense and
09:06
sales monthly sales depend on advertisement expense so alpha is the intercept
09:11
beta is equal to slope of the line which line this way a line here beta is
09:18
equal to n summation XY minus summation X into summation Y divided by n
09:23
summation X K minus summation X whole K as the values are very huge so I am
09:32
going to apply the concept of scaling by multiplying and divided and this right
09:38
hand side element by 10,000 to reduce the values so 50 into summation XY 80
09:45
thousand sorry 80 by dividing 10,000 minus 300 divided by 50 into summation X
09:56
whole K which is 20 minus 36 which is summation X whole K let me check again
10:13
this one
10:21
yes 36 once again I have check this one so by solving this element inside the
10:30
square braces we will get this 30 3700 divided by 964 into 10,000 and beta value
10:39
is 38,381.74 actually the value is not very high but in this case it is very
10:47
high I don't know because we have uses a very high value in this formula so
10:55
please check with your own with your friends all these given information are
11:00
correct on the basis of this information I have calculated this one so for alpha
11:06
we need to we need X bar Y bar which is X mean Y mean so X bar is equal to
11:12
summation X divided by n Y bar is equal to summation Y over n 600 divided by 50
11:19
5000 divided by 50 because n is equal to 50 we get X bar is equal to 12 and Y bar
11:27
is equal to 100 thus alpha is equal to 100 Y bar minus beta X bar beta value is
11:36
38,381.74 into 12 100 minus 460,580.88
11:45
then we will get minus minus 460 480 460,480.88
11:53
thus the required model is at least equation equation becomes Y is equal to
11:59
minus 460 4 sorry minus 460,480.88 plus 38,381.74
12:11
so this is your predicted fitted lines here you put the values of X which is
12:21
presenting the advertisement expenses you will get their monthly sales so if
12:28
someone find some typo error or in calculation any error please mention it
12:36
in the comment section if someone contributes his knowledge to improve
12:41
this solution welcome and drop his suggestions in comment section thanks
12:46
for watching Assalamu Alaikum
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