Descriptive Models
Using Data Analysis for Employee Engagement
Sustainability
Techniques for Successful Predictive Analysis
Data
Strategies for Effective Data Analysis
Success
Insights through Analysis
Data Analysis and Corporate Strategy 
Methodology Description Use Cases
Descriptive Analysis Summarizes historical data to understand what has happened
...Predictive Analysis Uses statistical
models to forecast future outcomes based on historical data
...
Using Data Analysis for Employee Engagement 
Descriptive Analytics Descriptive analytics involves summarizing historical data to provide insights into employee engagement trends
...Predictive Analytics Predictive analytics uses statistical
models and machine learning techniques to forecast future employee engagement levels based on historical data
...
Sustainability 
Business analytics can be categorized into three main types:
Descriptive Analytics: Analyzes historical data to understand past performance
...Predictive Analytics: Uses statistical
models and machine learning techniques to forecast future outcomes
...
Techniques for Successful Predictive Analysis 
EDA techniques include:
Descriptive Statistics: Summarize the main characteristics of the dataset using measures such as mean, median, mode, variance, and standard deviation
...Fraud detection, customer segmentation Neural Networks Computational
models inspired by the human brain, suitable for complex pattern recognition
...
Data 
Qualitative Data:
Descriptive data that captures qualities or characteristics
...Predictive Analysis: Uses statistical
models and machine learning techniques to forecast future outcomes based on historical data
...
Strategies for Effective Data Analysis 
Common analytical techniques include:
Descriptive Analysis: Summarizes historical data to identify trends and patterns
...Predictive Analysis: Uses statistical
models and machine learning to forecast future outcomes based on historical data
...
Success 
Types of Business Analytics Business analytics can be categorized into three main types:
Descriptive Analytics: Analyzes historical data to understand what has happened in the past
...Predictive Analytics: Uses statistical
models and machine learning techniques to forecast future outcomes based on historical data
...
Insights through Analysis 
1 Types of Data Analysis
Descriptive Analysis: Summarizes historical data to understand what has happened in the past
...Predictive Analysis: Uses statistical
models and machine learning techniques to forecast future outcomes based on historical data
...
Data-Driven Strategies 
Type Description Example
Descriptive Analytics Analyzes historical data to understand what has happened in the past
...Predictive Analytics Uses statistical
models and machine learning techniques to forecast future outcomes
...
Research 
Types of Research Research in business analytics can be broadly categorized into several types:
Descriptive Research: This type focuses on providing an accurate representation of the characteristics of a particular phenomenon
...Predictive Research: Utilizes historical data to forecast future outcomes, often employing statistical
models ...
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