Operational Analysis
Building Effective Dashboards for BI
Overview of Predictive and Descriptive Analytics
Dashboard Design
Data Mining for Enhanced Sales Performance
Text Mining Strategies Overview
Big Data
Reports
Choices 
Choices are influenced by various factors, including data
analysis, market trends, and consumer behavior
...Operational Choices: Day-to-day decisions that affect the functioning of the business
...
Context visualization, the term context refers to the circumstances and background information surrounding a particular dataset or
analysis ...Operational Environment: Internal processes and organizational structure
...
Building Effective Dashboards for BI They can be categorized into various types:
Operational Dashboards: Monitor real-time data and operational metrics
...Analytical Dashboards: Provide in-depth
analysis of data for decision-making
...
Overview of Predictive and Descriptive Analytics Data Processing: Cleaning and organizing data to make it suitable for
analysis ...Operations Evaluating
operational efficiency through analysis of past performance metrics
...
Dashboard Design Types of Dashboards There are several types of dashboards, each serving different purposes:
Operational Dashboards: Focus on real-time data and day-to-day operations
...Analytical Dashboards: Provide in-depth
analysis and insights from historical data
...
Data Mining for Enhanced Sales Performance mining include: Identifying patterns and trends Predicting future outcomes Segmenting customers Improving
operational efficiency Key Techniques in Data Mining Several key techniques are commonly used in data mining for enhancing sales performance:
...Regression
Analysis Assessing the relationships among variables to predict outcomes
...
Text Mining Strategies Overview Businesses leverage text mining strategies to enhance their understanding of customer sentiment, market trends, and
operational efficiency
...It involves cleaning and preparing the text data for
analysis ...
Big Data Operational Efficiency Big Data analytics can identify inefficiencies in processes, leading to cost savings
...Data Warehousing: Solutions like Amazon Redshift and Google BigQuery that store large amounts of data for
analysis ...
Reports The following are common types of reports used in business analytics:
Operational Reports: These reports focus on the day-to-day operations of a business
...Findings The main body of the report, presenting the data and
analysis results
...
Progress It is commonly used in market segmentation and social network
analysis ...Healthcare: Implementing analytics to improve patient care and
operational efficiency
...
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