"Doing data analysis requires quite a bit of thinking and we believe that when you’ve completed a good data analysis, you’ve spent more time thinking than doing." - Roger Peng
Descriptive - "seeks to summarize a characteristic of a set of data"
Exploratory - "analyze the data to see if there are patterns, trends, or relationships between variables" (hypothesis generating)
Inferential - "a restatement of this proposed hypothesis as a question and would be answered by analyzing a different set of data" (hypothesis testing)
Predictive - "determine the impact on one factor based on other factor in a population - to make a prediction"
Causal - "asks whether changing one factor will change another factor in a population - to establish a causal link"
Mechanistic - "establish how the change in one factor results in change in another factor in a population - to determine the exact mechanism"
Descriptive
Which states have the highest onion production and sales?
Which city (Mandi‘s) have the highest sales?
What is the average price for Onion across a year in Bangalore?
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Exploratory & Inferential
Is there a large difference between High and Low prices of Onion in a day?
What is the trend of onion price across days or months in Bangalore?
How is the price on onion correlated with volume of onion?
How is the export volume of onion correlated to domestic production volume?
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Predictive
What is the price of onion likely to be next day?
What is the price of onion likely to be next month?
What will be the sales quantity of onion tommorrow in Delhi?
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Causal
Does the change in production of onion have an impact on the onion prices?
Does the change in rainfall in monsoon have an impact on onion prices?
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Mechanistic
How does change in onion production impact the price of onion?
How does onion export volumes impact the prices of onion in local markets in India?
