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Against All Odds: Inside Statistics (2020)

Picking up where the original 'Against All Odds' series finished, this series maintains the same emphasis on “doing” statistics. Through real-world examples, Dr. Pardis Sabeti guides viewers through the wide range of statistical applications used by scientists, business owners, and even Shakespeare scholars, in their work and daily lives.

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Release Date: Mon, Aug 10, 2020

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Season 1:

What Is Statistics?
Episode 1: What Is Statistics? (Aug 10, 2020)
Statistics is the art and science of gathering, organizing, analyzing and drawing conclusions from data. And without rudimentary knowledge of how it works, people can’t make informed judgments and evaluations of a wide variety of things encountered in daily life.
Stemplots
Episode 2: Stemplots (Aug 10, 2020)
As a first step in visualizing data, we use stemplots to understand measurements taken by the U.S. Army when they size up soldiers in order to design well-fitting gear and supplies for modern warfighters.
Histograms
Episode 3: Histograms (Apr 20, 2020)
Meteorologists use histograms to map when lightning strikes and this visualization technique helps them understand the data in new ways.
Measures of Center
Episode 4: Measures of Center (Apr 19, 2021)
It's helpful to know the center of a distribution — which is what the clerical workers in Colorado Springs found out in the 1980s when they campaigned for comparable wages for comparable work. Mean and median are two different ways to describe the center.
Boxplots
Episode 5: Boxplots (Apr 26, 2021)
Using the example of hot dog calorie counts, we use boxplots to visualize the five-number summary and make comparisons between different types of frankfurters.
Standard Deviation
Episode 6: Standard Deviation (May 03, 2021)
How can we compare sales at two franchises in the Wahoo's restaurant chain? Standard deviation helps us quantify the variability in sales.
Normal Curves
Episode 7: Normal Curves (May 10, 2021)
A nature preserve that's tracked bird migrations through New England for decades records tons of bird-related data; everything from wingspan measurements to arrival dates provides examples of normal distributions.
Normal Calculations
Episode 8: Normal Calculations (May 24, 2021)
Visit the Boston Beanstalks club for tall people. Height is normally distributed and we can use membership cutoffs and population data to calculate z-scores.
Checking Assumption of Normality
Episode 9: Checking Assumption of Normality (May 31, 2021)
Production at Pete and Gerry's Organic Eggs provides a number of distributions that look normal — but are they?
Scatterplots
Episode 10: Scatterplots (Jun 07, 2021)
Plotting annual numbers of Florida powerboat registrations and manatee killings suggests an uncomfortable relationship for the marine mammals.
Fitting Lines to Data
Episode 11: Fitting Lines to Data (May 18, 2020)
Winter snowpack in the Colorado Rockies can predict spring water supply. Plotting annual measurements in a scatterplot lets resource managers draw a regression line that helps them forecast water availability.
Correlation
Episode 12: Correlation (Jun 21, 2021)
Twin studies track how similar identical and fraternal twins are on various characteristics, even if they don't grow up together. Correlation lets researchers put a number on it.
Two-Way Tables
Episode 13: Two-Way Tables (Jul 12, 2021)
One city surveyed the happiness of its residents. Two-way tables help organize the data and tease out relationships between happiness levels and opinions about aspects of the city itself.
The Question of Causation
Episode 14: The Question of Causation (Jul 19, 2021)
This historical story describes how researchers untangled the relationship between smoking and lung cancer.
Designing Experiments
Episode 15: Designing Experiments (Jun 01, 2020)
We move beyond observational studies — like one of marine life in the remote Line Islands — to designing experiments that manipulate various subject groups — as in the case of a medical study about osteoarthritis treatments.
Census and Sampling
Episode 16: Census and Sampling (Aug 02, 2021)
The U.S. counts every resident every ten years — or at least tries to. Statisticians use sampling from a population as an alternative to a complete count, as utilized at a potato chip factory.
Sample and Surveys
Episode 17: Sample and Surveys (Jun 08, 2020)
A visit to the University of New Hampshire Survey Center illustrates how pollsters create accurate surveys. They can then use details from their sample to make inferences about a whole population.
Introduction to Probability
Episode 18: Introduction to Probability (Jun 09, 2020)
Probability is the mathematics of chance behavior — and can help predict events such as the daily weather, or whether an asteroid will collide with Earth.
Probability Models
Episode 19: Probability Models (Jun 22, 2020)
Casinos are as well versed in probability as statisticians and probability models help them maintain the house advantage over gamblers.
Random Variables
Episode 20: Random Variables (Jun 29, 2020)
The Challenger space shuttle disaster was blamed on faulty O-rings. How can probability calculations on random variables help predict the chances of this kind of failure?
Binomial Distributions
Episode 21: Binomial Distributions (Jun 22, 2020)
Sickle cell disease is an example of binomial distribution in families with two parents who are carriers for this genetic trait.
Sampling Distributions
Episode 22: Sampling Distributions (Jun 23, 2020)
Heights of third graders in one class. Quality scores for circuit boards at a factory. Taking multiple samples allows us to visualize the sampling distribution of the sample mean.
Control Charts
Episode 23: Control Charts (Nov 11, 2019)
This quality control method helped Quest Diagnostics streamline and improve their system for processing and testing lab samples so they could meet their nightly deadlines.
Confidence Intervals
Episode 24: Confidence Intervals (Feb 26, 2018)
A battery manufacturer tests just a sample of its product to verify its claims about battery life. A margin of error and a confidence level help quantify its accuracy.
Tests of Significance
Episode 25: Tests of Significance (Dec 09, 2019)
Is a newly-discovered poem really written by William Shakespeare? Using statistical analysis of his known word use, researchers set up null and alternative hypotheses to investigate.
Small Sample Inference for One Mean
Episode 26: Small Sample Inference for One Mean (Dec 16, 2019)
A brewer uses this technique to monitor quality differences in multiple batches of the same beer.
Comparing Two Means
Episode 27: Comparing Two Means (Mar 19, 2018)
Comparing the activity and calorie expenditure levels of Western office workers and African hunter gatherers adds some surprising new data to the science of obesity.
Inference for Proportions
Episode 28: Inference for Proportions (Feb 22, 2021)
Managers have no clue what conditions actually motivate their workers best, as shown by research conducted by Teresa Amabile, host of the original Against All Odds.
Inference for Two-Way Tables
Episode 29: Inference for Two-Way Tables (Apr 30, 2018)
Host Dr. Pardis Sabeti's own research examines possible genetic resistance to deadly Lassa fever in West Africa. Using Inference for Two-Way Tables helps untangle potential relationships.
Inference for Regression
Episode 30: Inference for Regression (Mar 08, 2021)
Historical story of how statisticians built the case against DDT as the culprit behind plummeting peregrine falcon population numbers.
One-Way ANOVA
Episode 31: One-Way ANOVA (Feb 17, 2020)
Does holding a heavier clipboard make you estimate that a jar of coins has more money in it than if you're holding a lighter clipboard? Psychologists use One-Way ANOVA to analyze the data from this experiment.
Summary
Episode 32: Summary (Feb 24, 2020)
This review of the course through the preceding 31 modules provides an overview of the practice of statistics and helps students appreciate how statistical methods can help them better understand their world.


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