Oil Prices and Index
Introduction:
This paper analysis the relationship between the changes in price per barrel and the Abu Dhabi index, changes in oil prices have led to changes in the index which is a combination of indexes from the industrial sector, service sector and the banking center. We retrieve the data regarding oil prices from http://www.economagic.com/em-cgi/data.exe/feddal/oilp+1 and the data regarding Abu Dhabi index is retrieved from www.adx.ae, series data from December 2005 and December 2007 was collected which would aid in this analysis.
Data collected:
Data collected from both websites is as follows starting from December 2005 to December 2007; the following table represents the data:
date
price per barrel
Abu Dhabi index
Dec-05
1/79
Oil Prices and Index
59.43
5,202.95
Jan-06
65.51
4,646.93
Feb-06
61.63
4,503.28
Mar-06
62.87
4,479.46
2/79
Oil Prices and Index
Apr-06
69.69
3,741.40
May-06
70.94
3,600.15
Jun-06
70.96
3,557.00
Jul-06
74.41
3/79
Oil Prices and Index
3,417.62
Aug-06
73.05
3,596.82
Sep-06
63.87
3,544.14
Oct-06
58.89
3,399.12
4/79
Oil Prices and Index
Nov-06
59.15
2,974.76
Dec-06
62.06
2,999.66
Jan-07
54.23
2,980.42
Feb-07
59.26
5/79
Oil Prices and Index
3,090.91
Mar-07
60.56
2,883.67
Apr-07
63.96
3,052.74
May-07
63.46
3,577.52
Jun-07
6/79
Oil Prices and Index
67.48
3,544.65
Jul-07
74.12
3,480.37
Aug-07
72.39
3,436.81
Sep-07
79.93
3,557.74
7/79
Oil Prices and Index
Oct-07
85.93
4,271.51
Nov-07
94.62
4,163.01
Dec-07
91.7
4,551.80
The above data will then help us to analyze the changes in oil prices and the index and therefore establish the relationship between the two variables.
8/79
Oil Prices and Index
Below is a graphical representation of the data:
The chart below shows the Abu Dhabi index from the year December 2005 to December 2007
From the above chart it is evident that there has been a gradual decline in the index over the years until December 2006 where the index starts to rise gradually.
The chart below shows the changes in price over time, it is evident that the prices have risen over the past two years although there has been slight decline and increases in the prices; however the chart shows a gradual increase in price per barrel.
Regression analysis:
We perform regression analysis on the two variables; we investigate whether there is a relationship between the change in oil prices and the performance of Abu Dhabi index performance. We first represent the data in a scatter diagram as follows which includes a line of best fit:
From the above line of best fit in the chart it is clear that as oil prices increase then the index performance improves and therefore we conclude that an increase in the price per barrel will improve the performance of the Abu Dhabi index. We now perform a regression analysis to check the relationship between prices and the index; in this case the prices become the independent variable while the index becomes the dependent variable. The estimation process can be found in index 1.
9/79
Oil Prices and Index
We are estimating a model of the form Y = a + bx
Where y is the dependent variable which in this case is the index while x is the independent variable which in this case is price of oil per barrel, we us the formula
b = (n∑xy – ∑x∑y)/ ( n ∑x2 – (∑x)2) to estimate the slope and a = mean y – mean x (b) to estimate the autonomous value
After estimating the results of the model is as follows:
Y = 2358.260284 + 19.35813784 X
From the above model we interpret the results for the slope as follows, an increase in the price per barrel by one unit holding all other factors constant will increase the Abu index by 19.35 units, also if the price per barrel declines by one unit and we hold all other factors constant then the Abu index will decline by 19.35 units.
For the constant we interpret the results as follows, if we hold all other factors constant and the price per barrel is zero then the Abu index value will be equal to 2358 units approximately, this shows that the constant value is zero and at the same time the two variables have positive correlation, meaning that an increase in price per barrel of oil will increase the performance of the index.
Hypothesis testing:
10/79
Oil Prices and Index
We now check the validity of the statement that the change in oil prices per barrel is greater than the change in the Abu index, to test this hypothesis we have to get the changes for each series of data and then get their mean change and also the standard deviation that will help in hypothesis testing:
After calculation of the mean changes and the standard deviation the following were the results:
mean
standard deviation
variance
change in price (p)
1.344583
4.799689
23.03702
11/79
Oil Prices and Index
change in index(I)
-27.1313
308.4973
95170.61
We test the following hypothesis:
Null hypothesis
H0:P=I
Alternative hypothesis:
Ha: P > I
We test the hypothesis at 5% level of test,
The T statistics calculated is equal to:
12/79
Oil Prices and Index
Tc = (p – I)/[(Sp/n)+(Si/n)]½
Where sp is the variance of change in price and si is the variance of change in index and n is the sample size, the results are as follows
Tc = (1.344583 – -27.1313)/[( 23.03702/24)+( 95170.61/24)]½
Tc = 0.452145
From the Z tables at 5% level of test the value is less than the calculated value, because the critical value is less than the calculated value 0.452145 we reject the null hypothesis that changes in price of oil is equal to changes in the Abu index.
Following the rejection of our null hypothesis we conclude that an increase in the level of prices per barrel is greater than the increase in the index performance of Abu Dhabi, for this reason therefore we also find out that the correlation of determination value is 0.106522; this shows that 10.65% of deviations in Abu index are explained by the changes in prices, this also means that 89% of deviations in the Abu index are explained by other variables.
Conclusion:
From the above analysis it is evident that a change in the price per barrel will improve the performance of the Index, however it is evident from the R squared value that only 10% of changes in the Index are attributed to changes in the price per barrel.
13/79
Oil Prices and Index
Further analysis show that the change in prices per barrel is greater than the change in Index performance, using this I recommend that oil selling countries and companies should not increase oil prices for the reason of improving their Index performance in other industry, this is evident from the above analysis that when an increase in price of oil occurs then the index only improves by a small portion.
References:
Abu Dhabi website, price index for abu Dhabi from the year December 2005 to December 2007, this page is available at www.adx.ae
Economic magic website, oil prices from the year December 2005 to December 2007, this page is available at www.economagic.com/em-cgi/data.exe/feddal/oilp+1
Index 1
x
y
14/79
Oil Prices and Index
date
price per barrel
Abu Dhabi index
y2
x2
xy
Dec-05
59.43
5,202.95
15/79
Oil Prices and Index
27070689
3531.925
309211.3
Jan-06
65.51
4,646.93
21593958
4291.56
304420.4
Feb-06
61.63
16/79
Oil Prices and Index
4,503.28
20279531
3798.257
277537.1
Mar-06
62.87
4,479.46
20065562
3952.637
281623.7
Apr-06
17/79
Oil Prices and Index
69.69
3,741.40
13998074
4856.696
260738.2
May-06
70.94
3,600.15
12961080
5032.484
255394.6
18/79
Oil Prices and Index
Jun-06
70.96
3,557.00
12652249
5035.322
252404.7
Jul-06
74.41
3,417.62
11680126
5536.848
19/79
Oil Prices and Index
254305.1
Aug-06
73.05
3,596.82
12937114
5336.303
262747.7
Sep-06
63.87
3,544.14
12560928
20/79
Oil Prices and Index
4079.377
226364.2
Oct-06
58.89
3,399.12
11554017
3468.032
200174.2
Nov-06
59.15
2,974.76
21/79
Oil Prices and Index
8849197
3498.723
175957.1
Dec-06
62.06
2,999.66
8997960
3851.444
186158.9
Jan-07
54.23
22/79
Oil Prices and Index
2,980.42
8882903
2940.893
161628.2
Feb-07
59.26
3,090.91
9553725
3511.748
183167.3
Mar-07
23/79
Oil Prices and Index
60.56
2,883.67
8315553
3667.514
174635.1
Apr-07
63.96
3,052.74
9319222
4090.882
195253.3
24/79
Oil Prices and Index
May-07
63.46
3,577.52
12798649
4027.172
227029.4
Jun-07
67.48
3,544.65
12564544
4553.55
239193
25/79
Oil Prices and Index
Jul-07
74.12
3,480.37
12112975
5493.774
257965
Aug-07
72.39
3,436.81
11811663
5240.312
26/79
Oil Prices and Index
248790.7
Sep-07
79.93
3,557.74
12657514
6388.805
284370.2
Oct-07
85.93
4,271.51
18245798
27/79
Oil Prices and Index
7383.965
367050.9
Nov-07
94.62
4,163.01
17330652
8952.944
393904
Dec-07
91.7
4,551.80
28/79
Oil Prices and Index
20718883
8408.89
417400.1
total
1720.1
92,254.44
3.5E+08
120930.1
6397424
mean
68.804
29/79
Oil Prices and Index
3690.1776
30/79
Oil Prices and Index
b = (n∑xy – ∑x∑y)/ ( n ∑x2 – (∑x)2)
31/79
Oil Prices and Index
n
25
∑x
32/79
Oil Prices and Index
1720.1
∑y
92,254.44
33/79
Oil Prices and Index
∑xy
6397424.173
∑x2
120930.0542
34/79
Oil Prices and Index
∑y2
349512566.2
35/79
Oil Prices and Index
mean x
68.804
mean y
3690.1776
36/79
Oil Prices and Index
n∑xy – ∑x∑y
1248742.076
37/79
Oil Prices and Index
n ∑x2 – (∑x)2
38/79
Oil Prices and Index
64507.345
39/79
Oil Prices and Index
b
19.35813784
40/79
Oil Prices and Index
a = mean y – mean x (b)
41/79
Oil Prices and Index
2358.260284
Index 2
x
y
42/79
Oil Prices and Index
date
price per barrel
Abu Dhabi index
x’
y’
x’2
43/79
Oil Prices and Index
y’2
change in price
change in index
Dec-05
59.43
5,202.95
-9.374
1,512.77
87.87188
2288480
44/79
Oil Prices and Index
Jan-06
65.51
4,646.93
-3.294
956.75
10.85044
915375.2
6.08
-556.02
Feb-06
45/79
Oil Prices and Index
61.63
4,503.28
-7.174
813.10
51.46628
661135.5
-3.88
-143.65
Mar-06
62.87
4,479.46
-5.934
46/79
Oil Prices and Index
789.28
35.21236
622966.7
1.24
-23.82
Apr-06
69.69
3,741.40
0.886
51.22
0.784996
47/79
Oil Prices and Index
2623.734
6.82
-738.06
May-06
70.94
3,600.15
2.136
-90.03
4.562496
8104.969
1.25
-141.25
48/79
Oil Prices and Index
Jun-06
70.96
3,557.00
2.156
-133.18
4.648336
17736.27
0.02
-43.15
Jul-06
74.41
49/79
Oil Prices and Index
3,417.62
5.606
-272.56
31.42724
74287.65
3.45
-139.38
Aug-06
73.05
3,596.82
4.246
50/79
Oil Prices and Index
-93.36
18.02852
8715.641
-1.36
179.20
Sep-06
63.87
3,544.14
-4.934
-146.04
24.34436
21326.98
51/79
Oil Prices and Index
-9.18
-52.68
Oct-06
58.89
3,399.12
-9.914
-291.06
98.2874
84714.53
-4.98
-145.02
52/79
Oil Prices and Index
Nov-06
59.15
2,974.76
-9.654
-715.42
93.19972
511822.3
0.26
-424.36
Dec-06
62.06
53/79
Oil Prices and Index
2,999.66
-6.744
-690.52
45.48154
476814.6
2.91
24.90
Jan-07
54.23
2,980.42
-14.574
-709.76
54/79
Oil Prices and Index
212.4015
503755.9
-7.83
-19.24
Feb-07
59.26
3,090.91
-9.544
-599.27
91.08794
359121.7
55/79
Oil Prices and Index
5.03
110.49
Mar-07
60.56
2,883.67
-8.244
-806.51
67.96354
650454.5
1.3
-207.24
56/79
Oil Prices and Index
Apr-07
63.96
3,052.74
-4.844
-637.44
23.46434
406326.7
3.4
169.07
May-07
63.46
3,577.52
57/79
Oil Prices and Index
-5.344
-112.66
28.55834
12691.73
-0.5
524.78
Jun-07
67.48
3,544.65
-1.324
-145.53
58/79
Oil Prices and Index
1.752976
21178.28
4.02
-32.87
Jul-07
74.12
3,480.37
5.316
-209.81
28.25986
44019.23
6.64
59/79
Oil Prices and Index
-64.28
Aug-07
72.39
3,436.81
3.586
-253.37
12.8594
64195.14
-1.73
-43.56
Sep-07
60/79
Oil Prices and Index
79.93
3,557.74
11.126
-132.44
123.7879
17539.72
7.54
120.93
Oct-07
85.93
4,271.51
61/79
Oil Prices and Index
17.126
581.33
293.2999
337947.4
6
713.77
Nov-07
94.62
4,163.01
25.816
472.83
666.4659
62/79
Oil Prices and Index
223570.5
8.69
-108.50
Dec-07
91.7
4,551.80
22.896
861.62
524.2268
742393.2
-2.92
63/79
Oil Prices and Index
388.79
total
1720.1
92,254.44
2580.294
9077298
32.27
-651.15
mean
64/79
Oil Prices and Index
68.804
3690.178
1.344583
-27.1313
std devation
65/79
Oil Prices and Index
4.799689
308.4973
66/79
Oil Prices and Index
r2 = (b2∑x’2)/ ∑y’2
67/79
Oil Prices and Index
68/79
Oil Prices and Index
mean
stad deviation
variance
b
19.35814
69/79
Oil Prices and Index
change in price
1.344583
4.799689
23.03702
b2
374.7375
change in index
-27.1313
70/79
Oil Prices and Index
308.4973
95170.61
∑x’2
2580.294
71/79
Oil Prices and Index
∑y’2
9077298
Tc = (p – I)/[(Sp/n)+(Si/n)]½
72/79
Oil Prices and Index
0.959876
73/79
Oil Prices and Index
r2
0.106522
3965.442
74/79
Oil Prices and Index
3966.402
62.97938
75/79
Oil Prices and Index
76/79
Oil Prices and Index
28.47583
77/79
Oil Prices and Index
0.452145
78/79
Oil Prices and Index
79/79
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