1BUSINESS STATISTICS IMPACT OF DISTRIBUTED LEDGER TECHNOLOGY (DLT) IN COMPANIES Executive Summary Distributed Ledger Technology (DLT) is a completely new technology that is advancing in the market. The technology is providing several features which are beneficial for the company as well as to the investors. Thus, in this research, the main aim is to evaluate the performance of the company DigitalX which have already adopted the technology. The analysis has shown that it would be beneficial for the investors to invest in DigitalX. Introduction A new technology known as Distributed Ledger Technology (DLT) has been recently introduced in the market. From several reports, it has been observed that the imagination of the policy makers and the entrepreneurs have been captured quite easily with the advantages thatareprovidedbythetechnology.Specifically,oneofthefeaturesofthisDLT, Blockchain, has the ability to protect the integrity of the ownership by revolutionizing the transactions. Market efficiency of the banks have shown considerable improvements with the help of DLT’s pilot transactions. Transactions of a larger value could be done efficiently and the process was fast and simple with the use of DLT. Thus, all these advantages suggest that the individuals who invest in companies will experience tremendous opportunities from the companies who have embraced this new technology. This research is mainly aimed at assessing the share price performance of the company DigitalX, who have already adopted this technology and give recommendations about whether to invest in this company or not. Part A The line chart attached below shows the weekly closing prices of DigitalX. It shows the changes in the weekly closing prices of the shares of DigitalX clearly. From the graph it can be seen that there is no trend in the closing prices. Moreover, the prices are random. There has been constant increase and decrease in the weekly closing prices over 3 years. The share prices have reached its highest in December 2017.
2BUSINESS STATISTICS 12/28/2014 2/10/2015 3/26/2015 5/9/2015 6/22/2015 8/5/2015 9/18/2015 11/1/2015 12/15/2015 1/28/2016 3/12/2016 4/25/2016 6/8/2016 7/22/2016 9/4/2016 10/18/2016 12/1/2016 1/14/2017 2/27/2017 4/12/2017 5/26/2017 7/9/2017 8/22/2017 10/5/2017 11/18/2017 1/1/2018 2/14/2018 0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 DLT Closeing Price of DigitalX Date Closing Share Prices From the histogram presented below of the weekly returns of the company DigitalX, it can be seen clearly that the weekly returns earned by the company are not normally distributed. Moreover, the returns are positively skewed. There are no outliers to the data on weekly returns. -40-- 30-30-- 20-20-- 10-10-00-1010-2020-3030-4040-5060-7080-9090- 100 0 10 20 30 40 50 60 Weekly Returns Weekly Returns Frequency From the measures of location, it can be seen clearly that the average return that can be earned from the shares of the company is 1.66. The median return value has been obtained as 0, which indicates that in 50 percent of the cases there has been no profit. The maximum amount of return earned in a week is 95.45 whereas, the minimum return has been a loss of 36.43. The data clearly shows that in most of the cases, the return earned is less than the average return. This indicates that the company has suffered from a loss in most of the weeks. Descriptive Statistics DigitalX Weekly Returns Location Mean1.66 Median0.00 Mode0 Spread Standard Deviation17.89822 Maximum95.45
3BUSINESS STATISTICS Minimum-36.43 Range131.88 Shape Skewness1.953463 Kurtosis7.328253 Out of the data on 167 weeks, it can be seen that the company has suffered from a loss in 75 weeks. Thus, the empirical probability that the company will be suffering from a loss is (75 / 167) = 0.45. The line chart attached below shows the weekly ASX Indices. From the graph it can be seen clearly that there is no trend in the weekly Indices. Moreover, the indices are stationary. Considerable changes in the Indices have not been observed over 3 years. 12/28/2014 2/10/2015 3/26/2015 5/9/2015 6/22/2015 8/5/2015 9/18/2015 11/1/2015 12/15/2015 1/28/2016 3/12/2016 4/25/2016 6/8/2016 7/22/2016 9/4/2016 10/18/2016 12/1/2016 1/14/2017 2/27/2017 4/12/2017 5/26/2017 7/9/2017 8/22/2017 10/5/2017 11/18/2017 1/1/2018 2/14/2018 0 1000 2000 3000 4000 5000 6000 7000 ASX Index Date Index From the histogram presented below of the weekly returns of the ASX Indices, it can be seen clearly that the weekly returns earned by the company are normally distributed. There are no outliers to the data on weekly returns. -6--4-4--2-2-00-22-44-6 0 10 20 30 40 50 60 70 80 ASX Index Returns Weekly Returns Number of Weeks
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4BUSINESS STATISTICS From the measures of location, it can be seen clearly that the average return that can be earned from the ASX Indices is 0.07. The median return value has also been obtained as 0.07, which indicates that in 50 percent of the return is less than 0.07. The maximum amount of return earned in a week is 4.51 whereas, the minimum return has been a loss of 5.76. This indicates that the company has suffered from a profit in most of the weeks. Descriptive Statistics ASX Index Weekly Returns Location Mean0.07 Median0.07 Mode#N/A Spread Standard Deviation1.84 Maximum4.51 Minimum-5.76 Range10.27 Shape Skewness-0.16 Kurtosis0.70 Out of the data on 167 weeks, it can be seen that the company has suffered from a loss in 81 weeks. Thus, the empirical probability that the company will be suffering from a loss is (81 / 167) = 0.49. Part B From the regression so developed to predict the returns of DigitalX from the returns of ASX200, it can be seen that there is no relationship between these two variables. Thus, the dependent and the independent variables are independent of each other. Any change in the weekly returns of the indices of ASX200 will not affect the weekly returns on the shares of DigitalX. Thus, it can be said that the model fitted is not at all good in predicting the future returns of the company DigitalX. The model thus fitted can be given as: Weekly returns of DigitalX = 1.645 + 0.005 * Weekly Returns of ASX200 Index. It can be seen from the regression coefficients table clearly that the p-value of the variable is very close to 1. This also indicates that the variable Weekly Returns of ASX200 Index is insignificant for the model. Though the residual plot provided in the figure below shows that the residuals are random and hence can be said that the assumption of normality that is necessary for regression analysis is satisfied. Moreover, from the developed model, it can be said that with each unit increase in theWeekly Returns ASX Index, theWeekly returns of DigitalX is expected to increase between -1.484 and 1.494. Regression Statistics Multiple R0.001 R Square0.000 Adjusted R Square-0.006 Standard Error17.899 Observations168
5BUSINESS STATISTICS Table of Coefficients Coefficient s Standar d Errort StatP-value Lower 95%Upper 95% Intercept1.6541.3821.1970.233-1.0754.382 Weekly Returns ASX Index0.0050.7540.0070.995-1.4841.494 -8-6-4-20246 -60 -40 -20 0 20 40 60 80 100 120 Weekly Returns ASX Index Residual Plot Weekly Returns ASX Index Residuals The share prices are likely to be affected by the changes in the prices of AUD also known as the exchange rate as well as by the changes in the inflation rates. Both the data can be obtained easily from the website of Australian Bureau of Statistics (ABS). The exchange rate of AUD is measured against the US $. Thus, if the price of AUD increases, the share prices of the company is supposed to increase and if the price of US $ increases, the share prices of the company is supposed to fall. On the other hand, the share prices of a company have a positive relationship with inflation rate. With the increase in the inflation rate, the share prices of the company is supposed to increase and with the decrease in the inflation rate, the share price of the company is supposed to fall. Part C In this paper, the weekly share prices of the company Digital X has been listed along with the weekly ASX index. The weekly returns from the share prices of the company DigitalX and weekly returns from the ASX index has also been evaluated. The purpose of this research is to evaluate whether to invest in the company DigitalX. It can be seen from the analysis conducted so far that the weekly share prices of the company DigitalX are highly fluctuating and the returns on the share prices are mostly less than the average return. Further, by comparing the weekly returns of DigitalX with the weekly returns on the ASX200 Index, it can be seen that the weekly returns are highly
6BUSINESS STATISTICS fluctuating as compared to the ASX200. Thus, the returns are quite good for the company DigitalX. Also, by comparing the average weekly returns, it can be seen that the average return on the share prices of DigitalX is quite high than the ASX200. Thus, it would be beneficial for an investor to invest in DigitalX. 12/28/2014 2/8/2015 3/22/2015 5/3/2015 6/14/2015 7/26/2015 9/6/2015 10/18/2015 11/29/2015 1/10/2016 2/21/2016 4/3/2016 5/15/2016 6/26/2016 8/7/2016 9/18/2016 10/30/2016 12/11/2016 1/22/2017 3/5/2017 4/16/2017 5/28/2017 7/9/2017 8/20/2017 10/1/2017 11/12/2017 12/24/2017 2/4/2018 -60 -40 -20 0 20 40 60 80 100 120 Weekly Returns of Share Prices and ASX Index Weekly Returns DigitalXWeekly Returns ASX Index Date Weekly Returns DigitalXASX Index 0.00 0.20 0.40 0.60 0.80 1.00 1.20 1.40 1.60 1.80 Average of the Weekly Returns Average weekly Returns Conclusion The analysis conducted so far concludes that it will be a good decision to invest in the company DigitalX. There have been high fluctuations in the share prices and in comparison to the standard price index of ASX200, the share returns of the company are quite high. Thus, it can be said that with the introduction and adaptation of the new technology, Distributed Ledger Technology (DLT), the demand of the company has increased and the share prices have shown considerable profit.