Session 4 Flashcards
Data Analytics
The science of analyzing dataset(s) to derive insights from them
How do analytics processes find meaninful patterns in data ?
They use data extraction, cleaning, math, statistics, and increasingly machine learning
Business analytics
Refers to the application of analytics to business data. The goal is to improve performance by positively influencing business decisions.
Why do organizations may apply analytics to business data ?
- Describe past trends
- Diagnose Problems
- Predict future course
- Prescribe actions
What is the BI Process ?
Business intelligence processes include collecting data, creating models, analyzing the data with queries, creating data visualizations such as charts, and producing reports to be used by business decision-makers
What are so BI tools ?
- Tableau
- PowerBI
- Alteryx
- Excel
What are the 4 main types of Data Analytics ?
- Descriptive / Diagnostic (Past)
- Predictive / Prescriptive (Future)
Descriptive Analytics
Process and techniques used to analyze current and historical data to identify trends and relationships (segment, classify, rank, match, compare, etc.
Diagnostic (Explanatory) Analytics
Used to determine and explain thecauses of trends and correlations between variables in a dataset.
Predictive Analytics
Uses historical data to forecast potentialscenarios and make assumptions that can help drive strategic decisions.
Prescriptive Analytics
Data is analyzed to determine the optimal course of action given more than one option
What question does descriptive analytics answers ?
“What happened ?”
What question does diagnostic analytics answers ?
“Why did this happen?
What question does predictive analytics answers ?
“What might happen in the future?”
What question does prescriptive analytics answers ?
“What should we do next?”