SOA Exams & Modules
[mathjax] Basic Terminology Classification of Variables There are two ways to classify variables in a predictive analytic context: By their role in the study (intended use) or by their nature (characteristics). By role The variable that we are interested in predicting is called the target variable (or response variable, dependent variable, output variable). The variables that are used to predict …
[mathjax] Making ggplots Basic Features Load library library(ggplot2) ggplot Function ggplot(data = <DATA>, mapping= aes(<AESTHETIC_1> = <VARIABLE_1>, <AESTHETIC 2> = <VARIABLE_2>, …)) + …
[mathjax] Data Types Create an integer append “L” to an integer: x <- 1L Data Structures Vectors Create a vector c(…) a <- c(1:5) b <- c(5:1) c <- c(“A”, “B”, “C”) d <- c(TRUE, FALSE, FALSE, TRUE, TRUE) print(a) [1] 1 2 3 4 5 print(b) [1] 5 4 3 2 1 print(c) [1] “A” “B” “C” print(c) [1] …
Module Overview Module Introduction Many government and quasi-government agencies regulate life insurance companies. They exercise authority over both the life insurance industry and the individual companies. Regulation and taxation affect product design—sometimes by incentive and sometimes by required standards. For example, the states in the United States have laws that govern solvency of companies and also often levy state premium …
Module Overview Domestic/Foreign/Alien Insurance Companies U.S. insurance departments classify insurance companies as “domestic,” “foreign” and “alien.” Insurance companies formed outside the United States may be authorized to do business in the United States. These non-U.S. companies are called “alien”. The McCarran-Ferguson Act Regulation of life insurance in the United States has always been primarily a responsibility of the various states, …
[mathjax] Linear Models Classification of Variables Intention (by their role in the study) target/response/dependent/output variable risk factors/drivers Characteristics (by their nature) numeric/quantitative variables categorical/qualitative/factor variables The Model Building Process Stage 1: Define the Business Problem Objectives prediction-focused (accurate prediction) vs. interpretation-focused (relationship) Descriptive Analytics: Focuses on insights from the past and answers the question, “What happened?” Predictive Analytics: Focuses …
Accounting Principles
Product Classification Why need product classification? Not all products manufactured by insurance companies are insurance contracts Insurance contracts are those that contain significant insurance risk How products are classified? For valuation purposes, insurance contracts can be further classified into: Ordinary Life – Participating Ordinary Life – Non-Participating Personal Accident Unit-linked (Contracts with an explicit account balance) Universal life (Contracts with …
Introduction IFRS 17 Insurance Contracts establishes principles for the recognition, measurement, presentation and disclosure of insurance contracts issued. It also requires similar principles to be applied to reinsurance contracts held and investment contracts with discretionary participation features issued. The objective is to ensure that entities provide relevant information in a way that faithfully represents those contracts. This information gives a …
Coding & Programming
Purpose Extended formulas enhance and extend the capabilities of the Prophet programming language. They enable more complex calculations to be carried out than standard Prophet formulas. They are also able to retain the values that they have calculated from one model point to the next and from one loop to the next in a dynamic or stochastic run. Examples of …
Q_A_EXP IF ZERO_MORT = 1 AND AGE_AT_ENTRY < ZERO_TOL_AGE THEN 0 ELSE IF WL_POLICY = 1 AND t
Definition Types Definition type Description Formula A formula expressed in Prophet’s programming language. Constant A constant value. Global The value is read from the global file at run time. Parameter The value is read from a parameter file at run time. Model point The value for each model point is read from the model point file at run time. Generic …