CCSS.Math.Content.HSS-IC.A
Standard Cluster
Understand and evaluate random processes underlying statistical experiments
Common Core State Standards for Mathematics · High School — Statistics and Probability
Cluster contents
Standards in This Cluster
CCSS.Math.Content.HSS-IC.A is a cluster heading. These are the individual standards under it.
- CCSS.Math.Content.HSS-IC.A.1
Understand statistics as a process for making inferences about population parameters based on a random sample from that population.
- CCSS.Math.Content.HSS-IC.A.2
Decide if a specified model is consistent with results from a given data-generating process, e.g., using simulation.
Teacher's field guide
What This Cluster Means
What Students Need to Do
- Students explain how random sampling or random assignment creates chance variation in results. They use repeated trials or simulations to judge whether an observed outcome is plausible under a proposed model.
What Mastery Looks Like
- Given a study, students identify the random process and predict how results could vary across repetitions. They compare an observed statistic with a simulated distribution and support a conclusion with evidence.
Common Misconceptions
- Students may think random means careless or that all outcomes must be equally likely. They may treat one unusual result as proof that a model is wrong. They may expect a simulation to reproduce the original data exactly.
How to Assess It
- Exit ticket: A coin gives 16 heads in 20 flips, and only 2 of 100 fair-coin simulations gave 16 or more heads. Is a fair-coin model reasonable? Explain using the simulation.
Lesson moves
Ways to Teach It
In pairs, toss a coin 20 times, pool the class proportions of heads, and graph how results vary.
Ask students to write whether an unusual result proves a model is wrong, then defend their answer with an example.
Play Model Match: teams pair observed outcomes with simulation dot plots and earn points for evidence-based justifications.
Use election polling data to discuss why two random samples from the same population can report different percentages.
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Printable HSS-IC.A Worksheet

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