You are not currently logged in. Please create an account or log in to view the full course.
The Importance of Descriptive Statistics
- About
- Transcript
- Cite
Statistics for Psychologists – Descriptive Statistics
In this course, Professor Dominic Dwyer (Cardiff University) explores descriptive statistics. In the first lecture, we think about why descriptive statistics are important. In the second lecture, we think about the mode and its representation of the most common score. In the third lecture, we think about the median and how it is only minimally sensitive to outlying scores. Next, we think about the mean and standard deviation, exploring how to calculate each one. In the fifth and final lecture, we think about how these different measures of central tendency and dispersion can be appropriate for different datasets.
The Importance of Descriptive Statistics
In this lecture, we think about why we need descriptive statistics, focusing in particular on: (i) the breadth of information that can be collected during a psychology study, which descriptive statistics can serve to summarise; (ii) the common pairing between descriptive statistics and visual representations of data, such as graphs; (iii) defining the central tendency as understanding where the data clusters together; (iv) defining dispersion of data, which refers to how spread out the data is, or ‘how typical is typical’; (v) the three most commonly used measures of central tendency being the arithmetic mean, the median, and the mode; (vi) three commonly used measures of dispersion being the standard deviation, the range, and the interquartile range.
Hello. My name is Dominic Dwyer.
00:00:06I'm a professor in the school of psychology at Cardiff University.
00:00:09And in this course I'll be talking about descriptive statistics.
00:00:12Although my own research is more about animal learning and behaviour,
00:00:17it happens that statistics is the topic that I have lectured
00:00:21on for the longest period of time in my career.
00:00:26This course is about descriptive statistics,
00:00:30and in this first lecture,
00:00:33I want to give a bit of background as to why we need descriptive statistics.
00:00:34And the need is simple.
00:00:39Psychologists create vast amounts of data.
00:00:41Even a simple experiment might involve making observations on
00:00:45a dozen set of people and dozens of times.
00:00:50Even in that case,
00:00:55the set of numbers created. The measurements
00:00:56is so large that it's almost impossible to get an impression
00:01:00of what it means or looks like
00:01:04without some sort of compression without putting things together.
00:01:07And that is where descriptive statistics come in.
00:01:11Essentially,
00:01:15descriptive statistics are summary features.
00:01:16There are a limited set
00:01:20of numbers that represent the whole of the data that's being talked about,
00:01:22often
00:01:29their combined with things like graphics or
00:01:30tables to present these summary statistics.
00:01:33So essentially
00:01:37with descriptive statistics were taking a very
00:01:38large amount of data and compressing it in
00:01:41a way that allows us to get a handle on what that whole data means
00:01:44in average, on average, as it were.
00:01:51And there are two key things about descriptive statistics.
00:01:54One of them is the central tendency.
00:01:58Essentially, the central tendency is asking about what data is most typical.
00:02:01Where do the scores cluster together?
00:02:07In a sense, what is the data like on average?
00:02:10The other key thing is dispersion.
00:02:15How spread out the data is
00:02:17essentially, It's a question of saying, Well, how typical
00:02:20is the typical?
00:02:24If you have
00:02:26a very large dispersion,
00:02:27then your measure of central tendency
00:02:29isn't a great reflection of the data set as a whole.
00:02:32However,
00:02:35if you have a small amount of dispersion or spread,
00:02:36then actually
00:02:40the central tendency
00:02:41is a good reflection of the data set as a whole.
00:02:43No,
00:02:47I've talked so far about the concepts of central tendency,
00:02:48the typical or
00:02:53average set of scores
00:02:55and range or dispersion
00:02:57as generalities.
00:03:00What about specifics?
00:03:03Well,
00:03:05technically speaking,
00:03:07in mathematical terms,
00:03:08the word average refers to any measure of central tendency,
00:03:10but
00:03:15the three averages or measures of central
00:03:16tendency were most interested in this course.
00:03:19Are the arithmetic mean, which in common parlance, is the average
00:03:21the median or middle score of a set of data when it's
00:03:27re ordered from lowest to highest
00:03:31and the mod
00:03:34the most common score
00:03:35in terms of dispersion?
00:03:37Then
00:03:39we're interested in the standard deviation,
00:03:40which is a measure of dispersion, or spread
00:03:43that is mainly associated with the mean as a measure of central tendency.
00:03:46Then there's the range,
00:03:51which is the difference between the top and bottom scores
00:03:53or,
00:03:57in some cases, something like the inter quartile range,
00:03:59which is a concept I'll have a little bit to say about later.
00:04:02So
00:04:06that's the overview measures of descriptive statistics we use in order
00:04:07to compress large amounts of data into a manageable fall.
00:04:13We often present them using graphs and tables,
00:04:17and the two things we want to use
00:04:21in terms of descriptive statistics
00:04:24is some measure of central tendency, or average, like the mean the median or the mode
00:04:26and some measure of variability or spread
00:04:33like the standard deviation or range
00:04:36and the next three lectures
00:04:39of this course. I'll be going through
00:04:42those measures of central tendency
00:04:44and their associated measure of variability
00:04:47in turn,
00:04:50first the mode,
00:04:51then the median,
00:04:52then the me.
00:04:53
Cite this Lecture
APA style
Dwyer, D. (2022, April 21). Statistics for Psychologists – Descriptive Statistics - The Importance of Descriptive Statistics [Video]. MASSOLIT. https://massolit.io/courses/statistics-for-psychologists-descriptive-statistics/summary-95a96b05-86d6-4134-9b0f-7402950ecf96
MLA style
Dwyer, D. "Statistics for Psychologists – Descriptive Statistics – The Importance of Descriptive Statistics." MASSOLIT, uploaded by MASSOLIT, 21 Apr 2022, https://massolit.io/courses/statistics-for-psychologists-descriptive-statistics/summary-95a96b05-86d6-4134-9b0f-7402950ecf96