Jonathan Estey
Jonathan Estey
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Weighting Survey Data by a Demographic Variable: Stats Tutorial
If you've ever gathered data from a sample survey, you might have found that your sample didn't represent the target population as well as you'd like. Perhaps there were too many survey respondents from one particular age, or one particular gender, or so forth. If that demographic category actually affects people's responses, then your non-representative sample might be seriously biased!
We can use statistical weighting to adjust survey data and make up for those imbalances in the sample. This tutorial assumes that you've learned the skills for working with categorical variables & frequency data from earlier videos, as well as at least a little bit of familiarity with the "raking" method of weighting data, but we will still go through the simplest version of that technique from the start. Then, we'll look at how to apply that weighting method quickly and (efficiently for one demographic variable) using formulas in Google Sheets.
Note that, in most real-life surveys, we would use more than one demographic variable to weight our data - usually, many more than one! And the raking method using more than one variable is actually much more complicated: instead of just applying the same process just once for each demographic variable (gender, age, race, etc.), you actually need to apply the process over and over again for each variable until the results stop changing. That requires both calculus and either specifically-designed statistical software or advanced programming skills... so we're not going to bother with it here. This video is just designed to give a quick, high-school-level peek at how weighting data and "correcting" for a variable can work!
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Relating Two Categorical Variables in Google Sheets: Statistics Tutorial
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This video will show you how to sort the frequency of one categorical variable by another - for example, if you want to see how the results of a survey question break down by the gender of the respondents. We'll use some of the same formulas as for a regular frequency table (=UNIQUE, =COUNTIF, =SUM), as well as the =IF formula to make a "helper column" that will let us avoid the more complicate...
Finding Residual Standard Deviation & Coefficient of Determination - Statistics Tutorials
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Finding a Least-Squares Regression Line + Residuals in Google Sheets - Statistics Tutorials
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Making a Scatterplot & Least-Squares Regression Line in Google Sheets - Statistics Tutorials
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Here, we have two data sets saved in Google Sheets (Graduation Rate and Acceptance Rate for a list of local, private, rural/small-town, 4-year colleges & universities) and we're going to make a scatterplot to show the relationship between them. Making a scatterplot is easy in Sheets, but you do want to pay attention to the details to make sure that your graph comes out exactly right! I made thi...
Finding a Correlation Coefficient in Google Sheets - Statistics Tutorials
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In this video, we have two data sets (Graduation Rate and Admissions Rate for a list of colleges) stored in Google Sheets, and we're going to figure out the correlation coefficient (a.k.a. the "Pearson r") between them. We'll also spend some time interpreting that correlation to see what it can tell us about the relationship between our two variables. Created in support of my Statistics class' ...
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TWO Categorical Variables: Making Tables & Graphs in Google Sheets - Statistics Tutorial
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Making frequency tables and bar graphs/pie charts is relatively simple when you're just working with one categorical variable... but what if you're trying to relate two different categorical variables together? This video will show you how to make frequency tables, relative frequency tables, and a bar graph to show two categorical variables at once using a Google spreadsheet. (This is exactly w...
Making Bar Graphs & Pie Charts in Google Sheets - Statistics Tutorial
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Once you've made a frequency table in Google Sheets, this video will show you how to quickly, easily, and correctly create bar graphs and pie charts from your data.
Adding Relative Frequency to your Frequency Table in Google Sheets - Statistics Tutorial
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If you've already made a frequency table in Google Sheets, then this video will show you how to add a Relative Frequency column to your table.
Making a Frequency Table in Google Sheets - Statistics Tutorial
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This video is a tutorial on how to make a frequency table from a set of data in a Google spreadsheet.
ASAP Bonus Debate Video 3: Hostile Environments
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Have you ever walked into a debate and felt like nobody in the room was like you? It can be extremely jarring to step out into an unfamiliar speaking/debating environment, and especially one where the norms, the culture, the demographics, and even the physical environment feel totally alien. In this video, the last in our bonus videos for ASAP's Introduction to Debate series, we look at how we ...
Bonus Debate Video 2: Defending What You Hate
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In this bonus video to our Introduction to Debate series, we discuss one of the more challenging issues in formal debate: what to do when you have been assigned to defend a position that you find indefensible. We'll look at an actual example from my own coaching experience, and we'll learn 3 strategies for getting around the emotional or moral barriers standing in your way: 1. do your research ...
ASAP Debate Video 7: Crossfire
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In this, the seventh video in our ASAP introductory debate series, we look at a Public Forum debate's most unique feature: Crossfire. During the three, 3-minute Crossfires in a debate round, speakers get to ask and answer questions back and forth. Learning to come up with strong questions and respond well to your opponents' questions demands an incredibly broad array of skills - quick thinking,...
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