Describing Attributes
Under Investigation
Learn how to identify what is being measured, how it is measured, and what units are used: the foundation of all statistical thinking.
What Is an Attribute?
An attribute is a measurable or observable characteristic of the things you are studying. When we collect data, we are always measuring a specific attribute of each individual or object in our group.
Why Describing Matters
If two scientists both measure "how fast something moves" but one uses miles per hour and the other uses meters per second, their numbers look completely different. Describing the attribute carefully prevents confusion and makes data meaningful.
The Three Key Questions
Every time you describe an attribute under investigation, answer these three questions:
Formal Definition
Numerical vs. Categorical Attributes
Not all attributes are measured with numbers. Understanding the type of attribute helps you choose the right tools and units.
| Numerical | Categorical | |
|---|---|---|
| Definition | Measured with numbers | Described with labels |
| Examples | Height, weight, time | Color, favorite sport |
| Units | cm, kg, seconds | No standard units |
| Measurement Tool | Ruler, scale, stopwatch | Survey, observation |
Common Measurement Methods
Different attributes require different tools and techniques. Identifying the method tells others exactly how you got your data.
Understanding Units of Measurement
The unit of measurement tells us the scale used to assign a number to the attribute. Without units, a number is meaningless.
How to Describe an Attribute
Example 1: Plant Growth
Example 2: Commute Time
Example 3: Favorite Subject
Why the Method Matters
The same attribute can be measured in different ways, and the method affects the data. For example, consider measuring "how much water a student drinks per day":
| Method A | Method B | |
|---|---|---|
| Tool | Graduated cylinder | Student estimate |
| Precision | Exact (to nearest mL) | Approximate |
| Reliability | High | Lower (guessing) |
| Units | Milliliters (mL) | "Cups" (varies) |
Common Mistakes to Avoid
Summary: Putting It All Together
| Component | What to Write | Example |
|---|---|---|
| Attribute | The characteristic measured | Height of students |
| Method | Tool or technique used | Measured with a tape measure |
| Units | Standard unit of measurement | Inches (in) |
| Type | Numerical or categorical | Numerical (continuous) |
Question 1 of 5
A scientist measures the mass of 40 rocks using a digital scale and records each mass in grams. Which of the following best describes the attribute under investigation?
Question 2 of 5
A student writes: "I measured 65." What is missing from this description of the attribute?
Question 3 of 5
Which of the following attributes is categorical rather than numerical?
Question 4 of 5
Two classes both measured "how far students can jump." Class A used feet and Class B used meters. Why does this create a problem?
Question 5 of 5
A survey asked 100 people: "How many hours do you sleep each night?" Responses were rounded to the nearest hour. Which description is most complete?