Ethics & Professionalism
An Actuarial View of Correlation and Causation—From Interpretation to Practice to Implications
American Academy of Actuaries
Comments to the National Council of Insurance Legislators
Special Committee on Race in Insurance Underwriting
December 9, 2020
American Academy of Actuaries
Actuarial Standard of Practice No. 23: “Data Quality”
Actuarial Standards Board (ASB)
The Pitfalls of Pricing Algorithms
Marco Bertini and Oded Koenigsberg
Damned Lies & Statistics
Joel Best
Human Values in the Loop: Design Principles for Ethical AI
Deloitte
Right/Wrong: How Technology Transforms Our Ethics
Juan Enriquez
Big Data: A Tool for Inclusion or Exclusion? Understanding the Issues
FTC report
Ethical principles in machine learning and artificial intelligence: cases from the field and possible ways forward
Samuele Lo Piano
Thinking in Systems: A Primer
Donella Meadows
Collective Illusions
Todd Rose
An Introduction to Data Ethics
Shannon Vallor
Data Management
MapReduce: Simplified Data Processing on Large Clusters
Jeffrey Dean and Sanjay Ghemawat
Docker for Data Science Projects: A Beginner – Friendly Introduction
Youssef Hosni
Tutorial: Building An Analytics Data Pipeline In Python
Vik Paruchuri
Visualizing Knowledge
PBL Netherlands Environmental Assessment Agency
MLOps: Building a Feature Store? Here are the top things to keep in mind
Pronojit Saha
Predictive Analytics/Modeling Techniques
Accelerated Failure Time Models: An Application in Insurance Attrition
Majeed Abdul-Fatawu
Credibility and Penalized Regression
Mattia Casotto, Marco Banterle, and Guillaume Beraud-Sudreau
XGBoost: A Scalable Tree Boosting System
Tianqui Chen and Carlos Guestrin
I do not Understand t-SNE – Part 1 and 2
Ankit Goyal
A brief history of papers looking at using neural networks in reserving
Kevin Kuo
Policy-Level Unreported Frequency Model for Pure IBNR Estimation
Drake David Landry, Steven Martin
Ultimate Loss Reserve Forecasting Using Bidirectional LSTMs
Lahiru H. Somaratne
A predictive modeling case study
Tidymodels
aggregate: Frequency-Severity Distributions Made Easy
Stephen Mildenhall
Statistical Learning with Sparsity
Hastie, Tibshirani, Wainwright
seaborn: statistical data visualization
Michael L. Waskom
Chain of Thought Prompting Elicits Reasoning in Large Language Models
Jason Wei, Xuezhi Wang, Dale Schuurmans, Maarten Bosma, Ed Chi, Quoc Le, Denny Zhou
Industry Knowledge
Insurers are facing a one-two punch from inflation
David Mamane, Marlene Dailey
Projection of On-Road Liability Losses for Autonomous Driving
Tetteh Otuteye, Corey Rousseau, Rafael Costa, Jiayi Huang, John Xu
