Business Statistics

Introduction to Statistical Analysis

• Counting, Probability, and Probability Distributions
• Sampling Distributions
• Estimation and Hypothesis Testing
• Scatter Diagram
• Anova and Chisquare
• Imputation Techniques
• Data Cleaning
• Correlation and Regression

Introduction to Data Analytics

• Data Analytics Overview
• Importance of Data Analytics
• Types of Data Analytics
• Descriptive Analytics
• Diagnostic Analytics
• Predictive Analytics
• Prescriptive Analytics
• Benefits of Data Analytics
• Data Visualization for Decision Making
• Data Types, Measure Of central tendency, Measures of Dispersion
• Graphical Techniques, Skewness & Kurtosis, Box Plot
• Descriptive Stats
• Sampling Funnel, Sampling Variation, Central Limit Theorem, Confidence interval

Excel: Basics to Advanced

• Excel tutorial
  
  
• Text to Columns
  
  
• Concatenate
• The Concatenate Function
• The Right Function with Concatenation
• Absolute Cell References
• Data Validation
• Time and Date Calculations
• Conditional Formatting
• Exploring Styles and Clearing Formatting
• Using Conditional Formatting to Hide Cells
• Using the IF Function
• Changing the “Value if false” Condition to Text
• Pivot Tables
• Creating a Pivot Table
• Specifying PivotTable Data
• Changing a PivotTables Calculation
• Filtering and Sorting a PivotTable
• Creating a PivotChart
• Grouping Items
• Updating a PivotTable
• Formatting a PivotTable
• Using Slicers
• Charts
• Creating a Simple Chart
• Charting Non-Adjacent Cells
• Creating a Chart Using the Chart Wizard
• Modifying Charts
• Moving an Embedded Chart
• Sizing an Embedded Chart
• Changing the Chart Type
• Chart Types
• Changing the Way Data is Displayed
• Moving the Legend
• Formatting Charts
• Adding Chart Items
• Formatting All Text
• Formatting and Aligning Numbers
• Formatting the Plot Area
• Formatting Data Markers
• Pie Charts
• Creating a Pie Chart
• Moving the Pie Chart to its Own Sheet
• Adding Data Labels
• Exploding a Slice of a Pie Chart
• Data Analysis − Overview
• types of Data Analysis
• Data Analysis Process
• Working with Range Names
• Copying Name using Formula Autocomplete
• Range Name Syntax Rules
• Creating Range Names
• Creating Names for Constants
• Managing Names
• Scope of a Name
• Editing Names
• Applying Names
• Using Names in a Formula
• Viewing Names in a Workbook
• Copying Formulas with Names
• Difference between Tables and Ranges
• Create Table
• Table Name
• Managing Names in a Table
• Table Headers replacing Column Letters
• Propagation of a Formula in a Table
• Resize Table
• Remove Duplicates
• Convert to Range
• Table Style Options
• Table Styles
• Cleaning Data with Text Functions
• Removing Unwanted Characters from Text
• Extracting Data Values from Text
• Formatting Data with Text Functions
• Date Formats
• Conditional Formatting
• Sorting
• Filtering
• Lookup Functions
• Pivoting

 

SQL

• Introduction to Oracle Database
• Retrieve Data using the SQL SELECT Statement
• Learn to Restrict and Sort Data
• Usage of Single-Row Functions to Customize Output
• Invoke Conversion Functions and Conditional Expressions
• Aggregate Data Using the Group Functions
• Display Data from Multiple Tables Using Joins
• Use Sub-Queries to Solve Queries
• The SET Operators
• Data Manipulation Statements
• Use of DDL Statements to Create and Manage Tables
• Other Schema Objects
• Control User Access
• Management of Schema Objects
• Manage Objects with Data Dictionary Views
• Manipulate Large Data Sets
• Data Management in Different Time Zones
• Retrieve Data Using Sub-queries
• Regular Expression Support

Tableau

Module 1: Tableau Course Material

• Start Page
• Show Me
• Connecting to Excel Files
• Connecting to Text Files
• Connect to Microsoft SQL Server
• Connecting to Microsoft Analysis Services
• Creating and Removing Hierarchies
• Bins
• Joining Tables
• Data Blending

Module 2: Learn Tableau Basic Reports

• Parameters
• Grouping Example 1
• Grouping Example 2
• Edit Groups
• Set
• Combined Sets
• Creating a First Report
• Data Labels
• Create Folders
• Sorting Data
• Add Totals, Sub Totals and Grand Totals to Report

Module 3: Learn Tableau Charts
Area Chart

• Bar Chart
• Box Plot
• Bubble Chart
• Bump Chart
• Bullet Graph
• Circle Views
• Dual Combination Chart
• Dual Lines Chart
• Funnel Chart
• Traditional Funnel Charts
• Gantt Chart
• Grouped Bar or Side by Side Bars Chart
• Heatmap
• Highlight Table
• Histogram
• Cumulative Histogram
• Line Chart
• Lollipop Chart
• Pareto Chart
• Pie Chart
• Scatter Plot
• Stacked Bar Chart
• Text Label
• Tree Map
• Word Cloud
• Waterfall Chart

Module 4: Learn Tableau Advanced Reports

• Dual Axis Reports
• Blended Axis
• Individual Axis
• Add Reference Lines
• Reference Bands
• Reference Distributions
• Basic Maps
• Symbol Map
• Use Google Maps
• Mapbox Maps as a Background Map
• WMS Server Map as a Background Map

Module 5: Learn Tableau Calculations & Filters

• Calculated Fields
• Basic Approach to Calculate Rank
• Advanced Approach to Calculate Ra
• Calculating Running Total
• Filters Introduction
• Quick Filters
• Filters on Dimensions
• Conditional Filters
• Top and Bottom Filters
• Filters on Measures
• Context Filters
• Slicing Fliters
• Data Source Filters
• Extract Filters

Module 6: Learn Tableau Dashboards

• Create a Dashboard
• Format Dashboard Layou
• Create a Device Preview of a Dashboard
• Create Filters on Dashboard
• Dashboard Objects
• Create a Story

Module 7: Server

• Tableau online.
• Overview of Tableau Server.
• Publishing Tableau objects and scheduling/subscription.

Power BI

Module 1: Introduction to Power BI

• Get Started with Power BI
• Overview: Power BI concepts
• Sign up for Power BI
• Overview: Power BI data sources
• Connect to a SaaS solution
• Upload a local CSV file
• Connect to Excel data that can be refreshed
• Connect to a sample
• Create a Report with Visualizations
• Explore the Power BI portal

Module 2: Viz and Tiles

• Overview: Visualizations
• Using visualizations
• Create a new report
• Create and arrange visualizations
• Format a visualization
• Create chart visualizations
• Use text, map, and gauge visualizations and save a report
• Use a slicer to filter visualizations
• Sort, copy, and paste visualizations
• Download and use a custom visual from the gallery

Module 3: Reports and Dashboards

• Modify and Print a Report
• Rename and delete report pages
• Add a filter to a page or report
• Set visualization interactions
• Print a report page
• Send a report to PowerPoint
• Create a Dashboard
• Create and manage dashboards
• Pin a report tile to a dashboard
• Pin a live report page to a dashboard
• Pin a tile from another dashboard
• Pin an Excel element to a dashboard
• Manage pinned elements in Excel
• Add a tile to a dashboard
• Build a dashboard with Quick Insights
• Set a Featured (default) dashboard
• Ask Questions about Your Data
• Ask a question with Power BI Q&A
• Tweak your dataset for Q&A
• Enable Cortana for Power BI

Module 4: Publishing Workbooks and Workspace

• Share Data with Colleagues and Others
• Publish a report to the web
• Manage published reports
• Share a dashboard
• Create an app workspace and add users
• Use an app workspace
• Publish an app
• Create a QR code to share a tile
• Embed a report in SharePoint Online

Module 5: Other Power BI Components and Table Relationship

• Use Power BI Mobile Apps
• Get Power BI for mobile
• View reports and dashboards in the iPad app
• Use workspaces in the mobile app
• Sharing from Power BI Mobile
• Use Power BI Desktop
• Install and launch Power BI Desktop
• Get data
• Reduce data
• Transform data
• Relate tables
• Get Power BI Desktop data with the Power BI service
• Export a report from Power BI service to Desktop

Module 6: DAX functions

• New Dax functions
• Date and time functions
• Time intelligence functions
• Filter functions
• Information functions
• Logical functions
• Math & trig functions
• Parent and child functions
• Text functions

Python Basics

• The print statement
• Comments
• Python Data Structures & Data Types
• String Operations in Python
• Simple Input & Output
• Simple Output Formatting
• Deep copy
• Shallow copy
• Operators in python