External Course
The Causal Foundations of Applied Probability and Statistics
DSA ADS Course - 2022
Probabilistic Logic, Probability Theory, Causality, Causal Inference, Applied Probability, Statistics
Discuss applied probability theory and causality.
The Causal Foundations of Applied Probability and Statistics - November, 2020
Abstract
Statistical and Causal Approaches to Machine Learning
The Unreasonable Effectiveness of Data
Ten Simple Rules for Initial Data Analysis
DSA ADS Course - 2022
Discuss simple rules for data analysis, traps and techniques to mitigate errors. Discuss quality and veracity of data/evidence.
Discuss counterfactuals, causality and applied probability theory.
Discuss scenario planning for applied data science using near real-time data to adjust tactics to achieve specific goals.
Discuss strategy vs. tactics and methods to set appropriate goals. Introduction to strategy.
Understand difference between research data science and applied data science.
February, 2022
Introduction
Fraud Detection in Real-Time with Graphs
Pfizer Adverse Events Report
DSA ADS Course - 2022
COVID19, Public Policy, Health Policy, mRNA Vaccines, Vaccines, Clinical Trial Design, Evidence Hierarchy
This is a FOIA document of the first 2.5 months after the vaccine roll-out. Discuss clinical trial design and hierarchy of evidence in context of mRNA vaccines.
5.3.6 CUMULATIVE ANALYSIS OF POST-AUTHORIZATION ADVERSE EVENT REPORTS OF PF-07302048 (BNT162B2) RECEIVED THROUGH 28-FEB-2021
The Pfizer Inoculations Do More Harm Than Good
DSA ADS Course - 2022
COVID19, Public Policy, Health Policy, mRNA Vaccines, Vaccines, Clinical Trial Design, Evidence Hierarchy
Discuss clinical trial design and hierarchy of evidence in context of mRNA vaccines.
The Pfizer Inoculations Do More Harm Than Good - December, 2021
See also video: https://rumble.com/vqx3kb-the-pfizer-inoculations-do-more-harm-than-good.html
The Cost-Benefit Fallacy: Why Cost-Benefit Analysis Is Broken and How to Fix It
DSA ADS Course - 2022
Cost-benefit Analysis, Cost-benefit Fallacy, Public Investment Planning, Forecasting, Resource Allocation, Behavioral Science
Discuss cost-benefit analysis, cost-benefit fallacy, public investment planning, forecasting, resource allocation, welfare economics, behavioral science and behavioral economics.
What if scenario estimates are highly inaccurate and biased? What are potential costs of scenario inaccuracies seriously distorting effective resource allocation?
A/B Testing for Marketing Optimization
DSA ADS Course - 2022
A/B Testing
Discuss A/B testing, A/B testing fallacies, marketing optimization, cost-benefit analysis, forecasting, resource allocation, scenario planning, behavioral science and behavioral economics.
What if A/B testing methods are highly inaccurate and biased? What are potential costs of A/B testing inaccuracies seriously distorting marketing optimization and effective resource allocation?
Discuss methods and techniques to mitigate risks of serious A/B testing inaccuracies and suboptimal marketing strategies and tactics.