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Statistical Inference and Comparing Populations

Students use samples to estimate population characteristics and compare distributions with measures of center and variability.

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Beginner 15–20 minutes Probability & Statistics
Probability & Statistics Page 7 of 8
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At a Glance

Statistical Inference and Comparing Populations
Binder SectionProbability & Statistics
DifficultyBeginner
Estimated Time15–20 minutes
PrerequisitesNone
Essential Question

When does a sample support a trustworthy conclusion about a population?

Build Understanding

Statistical inference uses sample evidence to make a reasoned statement about a population. Random sampling supports generalization; random assignment supports cause-and-effect conclusions.

Compare populations using the same displays and appropriate measures of center and spread. Consider whether a difference is large relative to the variability and recognize that sample results naturally vary.

Visual Model
4Thousands 3Hundreds 2Tens 7Ones

4,327 = 4,000 + 300 + 20 + 7

Goals

Learning Targets

  • Samples estimate population characteristics.
  • Random sampling supports generalization.
  • Random assignment supports causal conclusions.
  • Compare both center and spread.
  • Sampling variability is expected.
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Interactive Vocabulary

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Worked Examples

Example 1

Survey school lunch preference

1

Sampling only cafeteria workers is biased.

Example 2

18 of 30 sampled students prefer option A

1

Estimate 60% of a similar population, with uncertainty.

Ask and explain

Common Questions

Does one sample give the exact population value? No.
Can an observational study prove causation? Usually no.
Why compare spread as well as center? A difference in centers may be small relative to natural variation.
Notice and correct

Common Misconceptions

Using a convenience sample

Identify who is excluded.

Treating an estimate as exact

Report it as an inference and discuss uncertainty.

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Warm-Up Guided Independent Challenge
1
Quick Start

Warm-Up

Warm-up 1

Which is less biased: first 20 arrivals or 20 randomly selected names?

2
We Do

Guided Practice

Guided 1

A random sample can estimate a population proportion.

Guided 2

Two samples from the same population may give different means.

Guided 3

Random assignment helps balance lurking variables.

Guided 4

A larger difference relative to spread is stronger evidence of separation.

Guided 5

A confidence interval gives plausible values for a population parameter.

3
You Do

Independent Practice

Independent 1

Which is less biased: first 20 arrivals or 20 randomly selected names?

Independent 2

Create and solve a second example with different values.

4
Stretch Your Thinking

Challenge & Real-World Practice

🧩 Challenge

Design a sampling plan for a schoolwide question. Identify two possible biases and explain how the design reduces them.

IXL

Khan Academy

DeltaMath

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Success Criteria

Before you begin, I can…

  • I can identify the important information.
  • I can use accurate notation, labels, and units.
  • I can justify and verify my conclusion.
1
Question 1

What should happen before calculating?

2
Question 2

Which response gives the strongest evidence?

3
Question 3

What is an effective accuracy check?

4
Question 4

Why are units or labels important?

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Question 5

What should a student do after finding an error?

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