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MAF759 Analytical Methods

Published : 29-Sep,2021  |  Views : 10

Questions:

Please complete the following questions:
1. Calculate monthly discrete returns (hint: holding period returns) for the S&P 500 index, NASDAQ index, and Apple Inc. (APPL) stock prices, respectively.
2. Compute descriptive statistics for monthly Apple Inc. (APPL) stock prices, S&P500 index and NASDAQ index, respectively.
3. Construct the frequency distributions (including relative frequency and cumulative frequency) for APPL returns, S&P 500 index returns and NASDAQ index returns,respectively. Use 10 intervals.
4. What is the probability of the S&P 500 index returns above 10% What is the probability of the NASDAQ index returns being between 2% and 8%.
5. Is the distribution of monthly APPL returns Normal distribution Are the distributions of S&P 500 index returns and NASDAQ index returns different.
Provide evidences.
6. In order to predict the monthly APPL returns, your supervisor advised two simple linear regression models:
 Model A: Assuming a linear relationship between monthly APPL returns and
 S&P 500 index returns.
 Model B: Assuming a linear relationship between monthly APPL returns and
 NASDAQ index returns
6.1: For model A, test if the intercept coefficient is significant at the 5% level;Calculate 95% confidence interval for the slope coefficient.6.2: For model B, Predict the APPL return when NASDAQ index return being 2%, and calculate its 90 percent prediction interval. 

Answer:

S&P500  index NASDAQ index APPLE stock
Mean 1374.78 Mean 2756.65 Mean 37.79
Standard Error 27.06 Standard Error 80.86 Standard Error 2.80
Median 1278.33 Median 2368.07 Median 21.43
Mode 1130.20 Mode #N/A Mode 1.51
Standard Deviation 374.94 Standard Deviation 1120.40 Standard Deviation 38.77
Sample Variance 140579.94 Sample Variance 1255306.95 Sample Variance 1502.76
Kurtosis -0.42 Kurtosis -0.24 Kurtosis -0.72
Skewness 0.77 Skewness 0.97 Skewness 0.82
Range 1503.74 Range 4211.06 Range 124.86
Minimum 735.09 Minimum 1172.06 Minimum 0.92
Maximum 2238.83 Maximum 5383.12 Maximum 125.78
Sum 263958.66 Sum 529277.48 Sum 7256.38
Count 192 Count 192 Count 192
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