**Dungeons and Dragons is complicated. Mastering probability doesn’t have to be.**

Probability is one of those topics that haunt children from grade school days of the determining the likelihood of picking out red marbles from a box. Even my most advanced math tutoring students in Cambridge sometimes feel bamboozled by it. Why? Because probability and statistics can quickly become overwhelming with the many different distributions and definitions. The key is to find the underlying patterns and to stay organized.

**Underlying Themes & Definitions:**

*Random Variable: *These are the building blocks of probability. It is simply a function that maps a domain into a range that is a subset of the real numbers. Usually you can think that it maps events (the domain) to the probability of their occurrence (numbers).

Random variables can either be discrete or continuous. Different random variables can fall into different distributions that are discussed below. Each distribution describes a different type of event. The best way to remember them is to find a scenario to associate with each type of distribution; you can often find good examples right in your textbook.

Once you have these distributions defined and understood, the **Central Limit Theorem **is *central *to all of statistics, as it allows approximations of many distributions by the normal distribution. Questions will fall into a general format of statistical hypothesis testing:

*Null Hypothesis*: assumes no difference or no effect;

*Alternative Hypothesis*: assumes the effect exists. The goal is to see which is more probable.

**reject**the null hypothesis and

**accept**the alternative hypothesis. Vice versa, if the p-value is not less than the significance level.

**The Distributions: **

The best way to stay organized is to begin with a table for the distributions and fill in the properties as you go through the semester. Keeping a table throughout the semester will be helpful as a quick reference when doing assignments and will consolidate a lot of information come the midterm and final exam. Here is an example of the chart that I made as I went through the class, which you can modify and at to based on the emphasis in your class:

The key to probability and statistics is to stay organized and to constantly remember to see the forest for the trees. Just like all math classes, you’ll be learning another piece of the language; staying on top of definitions is key. However, more importantly, try not to think about each topic in isolation, but discern the similarities. The table above picks out only some of the patterns that you will be seeing. If organizing information this way helps you, continue to make more tables to help you elucidate the underlying themes. Seeing what you’re learning as iterations of more basic concepts will help make things more “bite-sized” and slightly less overwhelming.

Finally, if you’re still having trouble with probability, consider sitting down with a tutor. Cambridge Coaching offers advanced math and AP-specific math tutoring in NYC, Boston and online. Give us a call to see how we can help you today!

*For more relevant reading about advanced math, check out these other blog posts, written by our private math tutors ]: 4 Easy Steps to Volume Rotation Integration, Permutations vs Combinations on the GRE Math, and Draw Your Way to the Answer!*