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Stanford University

Statistical Reasoning

Stanford University via Stanford OpenEdx

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The Statistical Reasoning course contains four main units that have several sections within each unit.

Exploratory Data Analysis: This unit is organized into two sections – Examining Distributions and Examining Relationships. The general approach is to provide students with a framework that will help them choose the appropriate descriptive methods in various data analysis situations.

Producing Data: This unit is organized into two sections – Sampling and Designing Studies

Probability: This course contains a streamlined version of probability that forgoes the classical treatment of probability in favor of an empirical approach using relative frequency. This course includes only those concepts that are necessary to support a conceptual understanding of the role of probability in inference. For the full, classical treatment of Probability, students may see the OLI Probability and Statistics course.

Inference: This unit introduces students to the logic as well as the technical side of the main forms of inference: point estimation, interval estimation and hypothesis testing. The unit covers inferential methods for the population mean and population proportion, inferential methods for comparing the means of two groups and of more than two groups (ANOVA), the Chi-Square test for independence and linear regression. The unit reinforces the framework that the students were introduced to in the Exploratory Data Analysis for choosing the appropriate, in this case, inferential method in various data analysis scenarios.

Throughout the course there are many interactive elements. These include: simulations, “walk-throughs” that integrate voice and graphics to explain an example of a procedure or a difficult concept, and, most prominently, interactive activities in which students practice problem solving, with hints and immediate and targeted feedback.

The course is built around a series of carefully devised learning objectives that are independently assessed.



5.0 rating, based on 1 Class Central review

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  • Profile image for Okello Mark
    Okello Mark

    Okello Mark completed this course, spending 35 hours a week on it and found the course difficulty to be medium.

    Well organized and easy to go through Material. i would highly recommend it for anyone interested in data science and data analysis

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