Chapter 1; Using DA to ask and answer questions Flashcards
What is the AMPS model?
Framework that provides steps in data analytics process:
- Ask the question
- Master the data
- Perform the analysis
- Share the story
Step 1 of AMPS model:
How should questions be formed to strengthen critical thinking?
Asking questions that could be solved using data provides framework to solve issues in a specific, detailed manner:
How can we improve snack sales in Target’s store #458 in Fayettesville, Arkansas
Questions that would be answered with descriptive analysis include:
“What happened?”
Examples:
Did return on assets improve or decline last month?
Which product is the most profitable one?
How long have accounts receivable been past due?
Questions that would be answered using diagnostic analysis include:
“why did it happen?”
“What is the root issue of what occured?”
examples:
Why did overall tax increase even though net income fell?
Questions that would be answered using predictive analysis include:
“Will it happen in the future?”
“What is the probability this will happen?”
Questions that would be answered using prescriptive analytics include:
“What should we do based on what we expect to happen?”
“How do we optimize performance?”
Bloom’s Taxonomy Provides a framwork for critical thinking skills.
Describe the framework and explain where accountants might excel more than machines.
Master the data:
What roles do accountants play when considering appropriate data?
- Ensure data integrity1
- Understand trade offs of well organized and not well organized data
- Understand the traits of data
1 high levels of data integrity include accuracy, validity, and consistency over time