Course Outline
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segmentGetting Started (Don't Skip This Part)
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segmentStatistics and Data Science: A Modeling Approach
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segmentPART I: EXPLORING VARIATION
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segmentChapter 1 - Welcome to Statistics: A Modeling Approach
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segmentChapter 2 - Understanding Data
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segmentChapter 3 - Examining Distributions
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segmentChapter 4 - Explaining Variation
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segmentPART II: MODELING VARIATION
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segmentChapter 5 - A Simple Model
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segmentChapter 6 - Quantifying Error
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segmentChapter 7 - Adding an Explanatory Variable to the Model
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segmentChapter 8 - Models with a Quantitative Explanatory Variable
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segmentPART III: EVALUATING MODELS
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segmentChapter 9 - The Logic of Inference
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segmentChapter 10 - Model Comparison with F
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segmentChapter 11 - Parameter Estimation and Confidence Intervals
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segmentPART IV: MULTIVARIATE MODELS
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segmentChapter 12 - Introduction to Multivariate Models
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segmentChapter 13 - Multivariate Model Comparisons
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segmentFinishing Up (Don't Skip This Part!)
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segmentResources
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References
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list College / Advanced Statistics and Data Science (ABCD)
References
Adams, K. F., Schatzkin, A., Harris, T. B., Kipnis, V., Mouw, T., Ballard-Barbash, R., … & Leitzmann, M. F. (2006). Overweight, obesity, and mortality in a large prospective cohort of persons 50 to 71 years old. New England Journal of Medicine, 355(8), 763-778.
Ellenberg, J. (2015). How not to be wrong: The power of mathematical thinking. Penguin.
English, C. (2010). Global well-being surveys find nations worlds apart. Gallup, Washington, DC Available from http://www.gallup.com/poll/126977/Global-WellBeing-Surveys-Find-Nations-Worlds-Apart.aspx (accessed July 2010).
Gould, S. J. (2004). The median isn’t the message.
Harrison, Walker (2017). Memorylessness at the Bus Stop. Perplex.city.
Mueller, P. A., & Oppenheimer, D. M. (2014). The pen is mightier than the keyboard: Advantages of longhand over laptop note taking. Psychological science, 25(6), 1159-1168.
Musk, E. (2015). I Am Elon Musk, CEO/CTO of a Rocket Company, AMA!. Reddit. January, 6.
Rind, B., & Bordia, P. (1996). Effect on restaurant tipping of male and female servers drawing a happy, smiling face on the backs of customers’ checks. Journal of Applied Social Psychology, 26(3), 218-225.
Sana, F., Weston, T., & Cepeda, N. J. (2013). Laptop multitasking hinders classroom learning for both users and nearby peers. Computers & Education, 62, 24-31.
Weisberg, H. I. (2014). Willful ignorance: The mismeasure of uncertainty. John Wiley & Sons.
Wild, C. (2006). The concept of distribution. Statistics Education Research Journal, 5(2), 10-26.