KMBNIT01 Data Analytics For Business Decision UNIT-1 Business Analytics Historical Overview of Data Analysis Data Scientist Vs Data Engineering Vs Business Analyst Career in Business Analytics, Data Science, Why Data Science, Applications of Data Science Data Science and Responsibility UNIT-2Â Data Collection, Data Classification Data Management, Big Data Management Organization and Sources of Data, Importance of Data Quality Dealing with Noisy Data Dealing with missing or incomplete Data Outlier Analysis, Method to Deal Outlier, Data Visualization UNIT-3 Data Science and Project Life Cycle Business Recruitment, Data Acquisition, Data Preparation Data Hypothesis Data Modeling Data Evaluations and Interpretations, Data Deployment, Operations and Optimizations UNIT-4 R graphical interfaces Data Import and Export, Attributes and Data Types Descriptive statistics, Exploratory data analysis Exploratory data Analysis, Visualizations before Analysis Analytics for Unstructured data Visualization of categorial Data in R Bar Chart Sample, Bar Chart with Multiple response Questions, Column Chart with two line labeling, Column Chart with 45o labeling , Profile Plot, Dot Chart for 3 variables, Pie chart and Radial Diagram, Chart Tables UNIT-5 Application of Business in analysis Retail Analytics Marketing Analysis Applications of Business Analysis in Financial Analytics Applications of Business Analysis in Healthcare Analytics Applications of Business Analysis in Supply Chain Analytics