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7 Types of Quantitative Data

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Quantitative data is any data that is in numerical form. It is often compared to qualitative data that includes information expressed in a natural language such as English or Japanese. The following are common types of quantitative data.

Measurements

A measurement of something physical. For example, a food safety inspection that measures the temperature of food stored in a restaurant refrigerator.

Sensors

Sensors are devices that automatically measure the physical world to create streams of data. For example, a digital camera turns electromagnetic radiation into a series of numbers using a color model.

Counts

Counting things. For example, a train station that counts the number of passengers who enter the station in real time.

Quantification

Converting qualitative human judgements into numbers. For example, asking customers to rate their satisfaction on a scale of 1 to 4.

Calculations

Mathematical calculations such as calculating gross margin based on monthly sales figures.

Estimates

Producing numerical estimates as opposed to exact calculations using algorithms, artificial intelligence, business rules or human judgement. For example, a garbage sorting robot may estimate the probability that a particular object is recyclable plastic.

Predictions

Predictions produced by algorithms, artificial intelligence or people. For example, a stock analyst may predict the future revenue and net earnings of a company.
Overview: Quantitative Data
Type
Definition
Data represented as numbers.
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The basic types of data.

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A definition of transactional data with examples.

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A definition of reference data with examples.

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The definition of raw data with examples.

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