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Against All Odds: Inside Statistics

Against All Odds: Inside Statistics

2020Ended1 Season32 EpisodesTMDB

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.

Season 1 Episodes

Browse every episode and jump into details.

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.

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.

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.

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.

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.

Episode 6: Standard Deviation

May 3, 2021

How can we compare sales at two franchises in the Wahoo's restaurant chain? Standard deviation helps us quantify the variability in sales.

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.

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.

Episode 10: Scatterplots

Jun 7, 2021

Plotting annual numbers of Florida powerboat registrations and manatee killings suggests an uncomfortable relationship for the marine mammals.

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.

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.

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.

Episode 15: Designing Experiments

Jun 1, 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.

Episode 16: Census and Sampling

Aug 2, 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.

Episode 17: Sample and Surveys

Jun 8, 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.

Episode 18: Introduction to Probability

Jun 9, 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.

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.

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?

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.

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.

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.

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.

Episode 25: Tests of Significance

Dec 9, 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.

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.

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.

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.

Episode 30: Inference for Regression

Mar 8, 2021

Historical story of how statisticians built the case against DDT as the culprit behind plummeting peregrine falcon population numbers.

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.

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.

Season 1 FAQ

Quick answers about this season's release timeline and episode lineup.

When did Against All Odds: Inside Statistics Season 1 premiere?

Against All Odds: Inside Statistics Season 1 premiered on August 10, 2020.

How many episodes are in Against All Odds: Inside Statistics Season 1?

Against All Odds: Inside Statistics Season 1 has 32 episodes.

What is the first episode of Against All Odds: Inside Statistics Season 1?

The season opens with Season 1 Episode 1, "What Is Statistics?". It aired on August 10, 2020.

Go to Season 1 Episode 1

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