misconceptions
4:12Correlation CAN Imply Causation! | Statistics Misconceptions
744K views • 9 years ago
minutephysics
A four-minute minutephysics video arguing that causal models and causal networks let statistics infer causation from correlation. It touches on Reichenbach's principle, common causes, feedback and quantum causal discovery.
6:5013 Misconceptions About Global Warming
5.9M views • 12 years ago
Veritasium
Veritasium debunks common climate change myths in under seven minutes, with references to NASA and published research. Topics include CO2 sources, sea ice and 1970s predictions of cooling.
19:10How not to be ignorant about the world | Hans and Ola Rosling
3.1M views • 12 years ago
TED
Hans Rosling and his son Ola run an audience quiz with global population, health and income data to show how wrong most people are about the world. Ola then gives four ways to get less ignorant.
Topic match · Data science & statistics
8:04Khan Academy and the Effectiveness of Science Videos
1.7M views • 15 years ago
Veritasium
Veritasium examines research suggesting science explainer videos like Khan Academy's make students feel they understand while tests show they have not learned, because misconceptions go unaddressed. It suggests how to partly fix this.
19:09A Better Default Colormap for Matplotlib | SciPy 2015 | Nathaniel Smith and Stéfan van der Walt
177K views • 11 years ago
Enthought
SciPy 2015 talk by Nathaniel Smith and Stefan van der Walt on choosing a new default colormap for Matplotlib. It covers why Jet misleads, how perceptual color spaces work, and how viridis was designed.
Topic match · Data science & statistics
12:22Is Most Published Research Wrong?
6.2M views • 10 years ago
Veritasium
Veritasium explains why a large share of published research findings may be false, covering p-values, p-hacking, publication bias and low replication rates. It draws on John Ioannidis's well-known paper and describes reforms such as preregistration.
Topic match · Data science & statistics
4:51VisiData Lightning Demo at PyCascades 2018
41K views • 8 years ago
Saul Pwanson
A five-minute lightning demo of VisiData, a terminal tool for exploring and manipulating data. It uses two months of NYC 311 complaint data to drill down, plot points on a virtual map and save selected rows.
Topic match · Data science & statistics
5:56Special Topics - The Kalman Filter (1 of 55) What is a Kalman Filter?
660K views • 11 years ago
Michel van Biezen
The first video in a 55-part series by Michel van Biezen that introduces the Kalman filter and builds from the rationale through algebraic examples to the full matrix treatment. The videos are short, blackboard-style lectures.
Topic match · Data science & statistics
7:38How We’re Fooled By Statistics
3.8M views • 12 years ago
Veritasium
A short Veritasium video explaining regression to the mean and how ignoring it leads to wrong conclusions about punishment versus reward, medical treatments and sports streaks. It uses the example of flight instructors who believed criticism works better than praise.
Topic match · Data science & statistics
11:48John Rauser keynote: "Statistics Without the Agonizing Pain" -- Strata + Hadoop 2014
61K views • 12 years ago
O'Reilly
John Rauser's Strata 2014 keynote argues that programmers can learn statistics quickly by simulating random processes and shuffling data. He explains p-values through resampling rather than formulas.
Topic match · Data science & statistics
13:50What 40,000 Videos Tell Us About The Trending Tab
1.6M views • 7 years ago
Coffee Break
Coffee Break analyzes about 40,000 videos from seven months of YouTube's trending tab. It examines whether trending is biased toward mainstream media and late-night shows.
Topic match · Data science & statistics
11:01The Power of Big Data and Psychographics | 2016 Concordia Annual Summit
733K views • 10 years ago
Concordia
Alexander Nix of Cambridge Analytica presents at the 2016 Concordia Summit on using big data, psychographic profiling and behavioral microtargeting in elections.
Topic match · Data science & statistics
9:36Dance p 3 Mar09
83K views • 17 years ago
Geoff Cumming
Geoff Cumming uses a simulation to show how wildly the p value varies from one replication to the next because of sampling variability. He argues for estimation and confidence intervals over null hypothesis significance testing.
Topic match · Data science & statistics
6:01Cambridge Ideas - Professor Risk
128K views • 16 years ago
Cambridge University
David Spiegelhalter, Professor of the Public Understanding of Risk, uses statistics to weigh everyday risks such as bacon sandwiches and cycling. The six-minute piece introduces micromorts as a way to compare the risk of dying.
Topic match · Data science & statistics
19:13What is the best diet for humans? | Eran Segal | TEDxRuppin
4.2M views • 10 years ago
TEDx Talks
Prof. Eran Segal's TEDx talk on research showing that people's blood sugar responses to identical foods vary widely. It describes an algorithm that predicts individual responses and why one best diet for everyone does not exist.
Topic match · Data science & statistics
10:08Naive empiricism, terrorism & Ebola.
52K views • 9 years ago
N N Taleb's Probability Questions
Nassim Taleb argues that evidence on terrorism risk presented in media is statistically naive, using extreme value theory without math to separate fat-tailed risks like Ebola and terrorism from thin-tailed ones.
Topic match · Data science & statistics
7:45The 100 Year Flood Is Not What You Think It Is (Maybe)
2.3M views • 10 years ago
Practical Engineering
Practical Engineering explains what a 100-year flood actually means, combining statistics, hydrology and how society treats risk. Grady walks through local drainage infrastructure and the caveats in estimating flood probability.
Topic match · Data science & statistics
10:37The Bayesian Trap
4.5M views • 9 years ago
Veritasium
Veritasium explains Bayes' theorem with examples and introduces the 'Bayesian trap', where repeated events get mistaken for inevitable ones. It discusses how priors shape our expectations and behavior.
Topic match · Data science & statistics
18:16Do these scatter plots reveal fraudulent vote-switching in Michigan?
906K views • 5 years ago
Stand-up Maths
Matt Parker of Stand-up Maths examines scatter plots that were claimed to show fraudulent vote-switching in Michigan's 2020 election. He recreates the analysis and shows that the pattern arises from comparing percentages across different bases, not from fraud.
Topic match · Data science & statistics
17:46Why do Biden's votes not follow Benford's Law?
3.7M views • 5 years ago
Stand-up Maths
Matt Parker examines claims that Biden's 2020 vote counts violate Benford's Law, explaining the law and why it often does not apply to precinct-level election data.
Topic match · Data science & statistics
12:32Protecting Privacy with MATH (Collab with the Census)
451K views • 7 years ago
minutephysics
minutephysics, in collaboration with the US Census Bureau, explains differential privacy and why the 2020 census adds noise to protect individuals' data. It walks through how statistics can leak private information.
Topic match · Data science & statistics
16:04Jonathan Diegelman - Modeling Spacecraft Separation Dynamics in Julia
12K views • 5 years ago
The Julia Programming Language
A JuliaCon talk by a NASA Launch Services Program engineer on modeling spacecraft separation dynamics in Julia. He describes replacing a Simulink-based workflow for checking launch vehicle separation requirements with Julia and ModelingToolkit, with large speedups and much shorter code.
Topic match · Data science & statistics
8:47Survivor Bias
1M views • 10 years ago
2veritasium
A Veritasium video on survivor bias, explaining how an observed sample can be incomplete and skewed. It uses examples such as bombers and famous success stories.
Topic match · Data science & statistics
9:01Red Bead Experiment with Dr. W. Edwards Deming
231K views • 12 years ago
The Deming Institute
Excerpts from W. Edwards Deming's Red Bead Experiment, where workers draw beads from a bowl and are judged on red ones that are largely down to chance. It shows how system variation, not individual effort, drives results.
Topic match · Data science & statistics
6:36Freeman Dyson - Fermi's rejection of our work (94/157)
257K views • 10 years ago
Web of Stories - Life Stories of Remarkable People
Freeman Dyson recounts how Enrico Fermi rejected his team's meson scattering model, noting that it had too many free parameters. It is the source of the quote about fitting an elephant.
Topic match · Data science & statistics
19:55Why was Biden's win calculated to be ONE IN A QUADRILLION?
1.3M views • 5 years ago
Stand-up Maths
Matt Parker of Stand-up Maths examines the Texas Supreme Court filing claiming Biden's 2020 win had a one-in-a-quadrillion chance. He walks through why the statistical argument is flawed.
Topic match · Data science & statistics
4:16Scene from Moneyball - What is the problem?
6.5M views • 12 years ago
Adam Staab
A scene from Moneyball in which Brad Pitt's character argues with scouts who pick players on intangible impressions instead of performance data. It is a four-minute clip.
Topic match · Data science & statistics
4:10Where Do Trees Get Their Mass?
2.5M views • 14 years ago
Veritasium
Veritasium asks people where a tree's mass comes from, then explains that most of a dry tree's mass originates from carbon dioxide in the air. It combines street interviews with a short explanation of photosynthesis.
14:25Do Events Inside Black Holes Happen?
3.2M views • 11 years ago
PBS Space Time
A PBS Space Time episode asking what black holes really are and whether events can happen inside them. It covers event horizons, time dilation and common misconceptions about black holes.
10:24Why does light slow down in water?
1.3M views • 7 years ago
Fermilab
Fermilab's Don Lincoln explains why light travels slower in water and glass. He knocks down common wrong explanations such as absorption and re-emission, then gives the wave-mechanics reason tied to refractive index.
12:00Do we have to accept Quantum weirdness? De Broglie Bohm Pilot Wave Theory explained
125K views • 9 years ago
Looking Glass Universe
Looking Glass Universe explains de Broglie-Bohm pilot wave theory (Bohmian mechanics) as an alternative to the standard interpretation of quantum mechanics. The video lays out the pros and cons of the theory and links to related videos on contextuality and entanglement.
4:22Milton Friedman - Redistribution of Wealth
1.6M views • 16 years ago
LibertyPen
A short clip of Milton Friedman clearing up misconceptions about redistribution of wealth and inheritance tax, arguing that a heavy inheritance tax encourages wasteful behavior.