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Probability and Statistics: Exploring the World of Data Analysis

Class
Kaitlyn B, Ed.D.
Average rating:5.0Number of reviews:(34)
Explore Probability and Statistics in this engaging self-paced class! Learn key concepts like probability rules, distributions, and descriptive statistics through interactive lessons and real-world examples.

Class experience

US Grade 8 - 11
Follows Teacher-Created Curriculum
5 units//10 lessons//5 Weeks
Unit 1Discovering Probability: An Introduction to Basic Concepts
2 lessons1 Week
Discovering Probability: An Introduction to Basic Concepts
 Week 1
Lesson 1
Understanding Probability Fundamentals: What Are Chances?
In this introductory lesson, students will dive into the world of probability, exploring fundamental concepts and understanding the basics of chance.
Lesson 2
Exploring Probability Rules: Navigating the Probability Landscape
In this lesson, students will delve deeper into the world of probability, learning about essential rules and principles that govern how probabilities work.
Unit 2Exploring Probability Distributions
2 lessons1 Week
Exploring Probability Distributions
 Week 2
Lesson 3
Understanding Probability Distributions: Patterns in Probability
In this lesson, students will explore probability distributions, understanding how probabilities are spread across different outcomes.
Lesson 4
Applying Probability Distributions: Predicting Real-World Scenarios
In this lesson, students will explore applying distributions in real-world scenarios.
Unit 3Investigating Descriptive Statistics
2 lessons1 Week
Investigating Descriptive Statistics
 Week 3
Lesson 5
Understanding Measures of Variability: Exploring Data Spread
In this lesson, students will explore measures of variability, which help us understand the spread or dispersion of data.
Lesson 6
Exploring Measures of Central Tendency: Finding the Center of Data
In this lesson, students will delve into measures of central tendency, which help us understand the center of a set of data.
Unit 4Exploring Inferential Statistics
2 lessons1 Week
Exploring Inferential Statistics
 Week 4
Lesson 7
Introduction to Inferential Statistics: Making Inferences from Data
In this lesson, students will be introduced to inferential statistics, which allows us to make predictions and draw conclusions about populations based on sample data.
Lesson 8
Constructing Confidence Intervals: Estimating Population Parameters
In this lesson, students will learn about confidence intervals, a powerful tool in inferential statistics for estimating population parameters.
Unit 5Applying Probability and Statistics in Real Life
2 lessons1 Week
Applying Probability and Statistics in Real Life
 Week 5
Lesson 9
Real-World Applications of Probability and Statistics
In this lesson, students will apply their knowledge of probability and statistics to analyze real-world scenarios and make informed decisions.
Lesson 10
Review and Final Project Preparation: Applying What You've Learned
In this lesson, we will review key concepts covered throughout the course and prepare for the final project.
This class is taught in English.
Students will learn the following:

1. Basic Probability Concepts:
   - Understand the fundamental principles of probability.
   - Calculate probabilities of simple and compound events.
   - Apply probability rules to solve problems.

2.  Probability Distributions:
   - Identify and describe different types of probability distributions, including binomial 
      and normal distributions.
   - Calculate probabilities using probability distribution functions.
   - Interpret probabilities in real-world contexts.

3. Descriptive Statistics:
   - Calculate and interpret measures of central tendency, including mean, median, and 
  mode.
   - Calculate and interpret measures of variability, including standard deviation and 
  variance.
   - Use descriptive statistics to summarize and describe data sets.

4. Inferential Statistics:
   - Understand the concepts of population and sample.
   - Conduct hypothesis tests to make inferences about population parameters.
   - Construct and interpret confidence intervals.

5. Real-World Applications:
   - Apply probability and statistics concepts to real-life situations, such as analyzing 
   sports data, predicting outcomes, and evaluating risks.
   - Use statistical software or tools to perform data analysis.

6. Critical Thinking and Problem-Solving:
   - Analyze and interpret data critically.
   - Formulate hypotheses and design experiments.
   - Draw conclusions based on statistical evidence.

By the end of the course, students will have a solid understanding of probability and statistics and be able to apply their knowledge to analyze data and make informed decisions.
As the instructor for this course, I bring a strong background in both psychology and education, with a Master's degree in Psychology and a Doctorate in Education. Additionally, I am an experienced researcher who regularly utilizes statistical methods in my work. I have taught statistics at the college level as a college instructor, providing me with practical experience in effectively teaching these concepts to students. 
Homework Offered
The homework assigned in this course will reinforce concepts covered in class and provide opportunities for students to practice their skills independently. Here's what students can expect: Type of Homework: - Problem-Solving Exercises: These exercises will involve solving problems related to probability and statistics, applying the concepts learned in class. - Data Analysis Projects: Students will work on real-world data analysis projects to apply their statistical knowledge to practical situations. - Readings and Reflections: Students may be assigned readings or articles related to the topics covered in class, followed by reflective questions or discussions. Frequency of Assignments: - Homework will be assigned weekly, with assignments corresponding to the topics covered in class during that week. Checking for Correctness: - Instructor Feedback: For assignments requiring subjective evaluation, such as data analysis projects, students will receive personalized feedback from the instructor. Required Assignments: - While all assignments are designed to reinforce learning and are highly encouraged, students are not required to submit their homework to me. Overall, homework assignments are designed to be engaging and relevant to students' learning objective. They serve as valuable opportunities for students to apply and consolidate their understanding of probability and statistics concepts.
1 - 2 hours per week outside of class
Assessments Offered
Grades Offered
Grades will be provided by request.
This class is intentionally designed to support various learning needs, including but not limited to ADHD, dyslexia, and ASD.
No specific prerequisites required. Basic understanding of math, including arithmetic, fractions, and decimals, is beneficial. Familiarity with variables and equations is helpful but not mandatory. 
For this class, learners will need the following materials:

1. Statistical Software:
   - Access to Google Sheets

2. Online Textbook
   - CK-12 Probability and Statistics Concepts

3. Notebook and Writing Utensils:
   - A notebook or paper for taking notes and working on exercises.
   - Writing utensils such as pens and pencils.

4. Computer and Internet Access:
   - Access to a computer or laptop with internet connection for accessing course materials, 
   online resources, and statistical software.

5. Supplies
   - Learners will need dice and a standard deck of cards.

Please note that all course materials and curriculum will be provided by the instructor. The listed materials are for students' personal use and to support their learning experience throughout the course.
In addition to the Outschool classroom, this class uses:
We will refer to CK-12 Probability and Statistics Concepts throughout the class. 
Average rating:5.0Number of reviews:(34)
Profile
Hello and welcome to my Outschool profile! I'm Dr. Kaitlyn, and I'm thrilled to have you here as we embark on a learning adventure together.

Classes & Education: I create engaging learning experiences for students of all abilities, from music... 
Self-Paced Class

$12

weekly or $60 for all content
10 pre-recorded lessons
5 weeks of teacher support
Choose your start date
1 year of access to the content

Ages: 13-18

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