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3. Data Distributions
About this Lecture
In this lecture, we think about data distributions, focusing in particular on: i) normal (or Gaussian) and skewed distributions; ii) the distribution of standard deviations from the mean inside a normally distributed dataset; iii) differentiating and identifying leftward and rightward skewed datasets, as well as providing an example of a dataset which might result in each distribution.
In this course, Dr Andrew Bell (Kings College London) introduces statistics for psychologists and the t-test. In the first lecture, we are introduced to the different types of data which might be analysed for a scientific study. In the second lecture, we think about descriptive statistics, specifically mean, variance, and standard deviation. In the third lecture, we explore data distributions, working through normal (or Gaussian), leftward skewed, and rightward skewed graphs. Next, we think about null hypothesis significance testing (NHST), highlighting the importance of understanding what is meant by rejecting and not rejecting a hypothesis. In the fifth lecture, we think about the t-test, outlining the similarities and differences between a one sample, independent samples, and paired samples test. In the sixth and final lecture, we work through an example of each of the three t-tests to solidify our understanding.
Dr Andrew Bell is a lecturer in cognitive neuroscience in the Institute of Psychiatry, Psychology and Neuroscience at King’s College London. Dr Bell works in the neuroimaging department and focuses his teaching on statistics and statistical techniques. Dr Bell is a senior fellow of the Higher Education Academy and has published a review of animal lesion techniques used by researchers of human neuropsychology. Dr Bell’s recent publications include ‘Preserved extrastriate visual network in a monkey with substantial, naturally occurring damage to primary visual cortex’ (2019) and ‘Viewing ambiguous social interactions increases functional connectivity between frontal and temporal nodes of the social brain’ (2021).
Cite this Lecture
Bell, A. (2022, February 10). Statistics for Psychologists – Data and the T-test - Data Distributions [Video]. MASSOLIT. https://massolit.io/courses/an-introduction-to-statistics/data-distributions
Bell, A. "Statistics for Psychologists – Data and the T-test – Data Distributions." MASSOLIT, uploaded by MASSOLIT, 15 Feb 2022, https://massolit.io/courses/an-introduction-to-statistics/data-distributions