Analytics Presentation
Eris Florianto
Created on May 3, 2022
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Transcript
Business Analytics Report
ID 19091154
ANALYSIS OF THE GROSS PROFIT STATUS OF VUE ENTERNTAINMENT
12. Further Studies
6. Correlation & Regression Analysis
11. Conclusion
5. Descriptive Statistics
10. Data Modelling
4. Data Pre-processing
9. Forecasting
3. Objectives
8. Multiple Regression Analysis
2. Problem Identification
7. Multiple Correlation Analysis
1. Introduction
index
Introduction
• 500 Screens
50 MOVIE THEATRES
• Located in the United Kingdom
Vue cinemas
• Measuring the performance of the company
Problem Identification
Objectives
Defining and analysing relevant gross profit data requirements within the business’ processes by applying appropriate data modelling techniques
Applying appropriate forecasting techniques and determining the most accurate forecasting technique to estimate future occurrences in gross profit
Identifying any past relationships between gross profit and other business parameters by applying relevant correlation and regression analysis techniques
Determining summary statistics of their gross profit data from 2006 to 2020 by applying relevant data summary techniques
Applying pre-processing techniques to the available data
Null Hypotheses
i. No summary statistics can be determined from the gross profit data of Vue Entertainment Limited generated from 2006 to 2020. ii. There are no past relationships between gross profit of Vue Entertainment Limited and other business parameters. iii. No forecasting technique can accurately estimate future occurrences in the gross profit of Vue Entertainment Limited. iv. There are no relevant gross profit data requirements within Vue Entertainment Limited’s business processes.
DATA Pre-Processing
Figure 2.
REPLACED
Figure 1.
INVALID DATA
PRE-PROCESSING - CONDITIONAL FORMATTING
Figure 4.
Figure 3.
Period
Bar Chart
visualisation of data
figure 6.
Box Plot
Figure 5.
Profit of Vue Entertainment
Summary
Figure 7. Data Analysis
DESCRIPTIVE statistics
Profits
33%
67%
IS vue on target profit wise?
Figure 9.
Figure 8.
r = 0.8991
Correlation and Regression Analyses(PROFIT AND COST OF SALES)
Figure 11.
Figure 10.
r = 0.7899
Correlation and Regression Analyses(PROFIT AND ADMIN EXPENSES)
Figure 13.
Figure 12.
r = 0.6930
Correlation and Regression Analyses(PROFIT AND Number of employees)
Figure 15.
Figure 14.
r = 0.8479
Correlation and Regression Analyses(PROFIT AND Wages & Salaries)
Figure 17.
Figure 16.
r = 0.5368
Correlation and Regression Analyses(PROFIT AND SHAREHOLDER FUNDS)
Figure 19.
Figure 18.
MULTIPLE CORRELATION ANALYSIS
Figure 20.
adjusted r square
Figure 21.
Multiple Regression Analysis of the Business Parameters (1)
Figure 22.
Multiple Regression Analysis of the Business Parameters (2)
Figure 23.
Multiple Regression Analysis of the Business Parameters (3)
Forecasting for the period November 2016 to November 2020
Figure 24.
Forecasting
Forecast Sheet Method
Figure 25.
Figure 26.
Forecasting Techniques
Comparing the accuracy of ‘Solver’ generated alpha factor, Forecast Sheet, mean, naïve, and moving average estimations
Forecasting to Predict Future Occurrences in Gross Profit
Figure 28.
Predicting Trends in Gross Profit by Forecast Sheet
Figure 27.
Figure 30.
Figure 29.
Mean Absolute Percentage Error (MAPE)
Figure 33.
Figure 32.
One-Way Table
Data Modelling
Gross Profit Model for Vue Entertainmennt Limited
Figure 31.
What-If Scenarios
Figure 35.
Figure 34.
Figure 36.
Data Modelling - Economic Value of a vue Customer
Two-way table
Conclusion
The general conclusion is that, gross profit status of the company can be analysed using appropriate business analytics techniques. Specific conclusions that have been made are as follows;- Summary statistics can be determined from the gross profit data of Vue Entertainment Limited generated from 2006 to 2020. - There are past relationships between gross profit of Vue Entertainment Limited and other business parameters. - Naive forecasting technique can accurately estimate future occurrences in the gross profit of Vue Entertainment Limited. - There are relevant gross profit data requirements within Vue Entertainment Limited’s business processes.
* Include 2021 data in the study to bring more insight* Find out if there any other variables (macroeconomic variables like GDP and disposable income) affecting the gross profit * Use data from other regions in order to find out where to expand the business * Using the data from 2006 figure find out ways to recover, apply the same strategies and monitor the effects
Further Studies