What Is Joint Probability?

The term joint probability refers to a statistical measure that calculates the likelihood of two events occurring together and at the same point in time. Put simply, a joint probability is the probability of event Y occurring at the same time that event X occurs. In order for joint probability to work, both events must be independent of one another, which means they aren't conditional or don't rely on each other. Joint probabilities can be visualized using Venn diagrams.

Formula and Calculation of Joint Probability

Notation for joint probability can take a few different forms. The foll🍌owing formula represents the probability of events intersection:

 $\begin{aligned} & P\ \left ( X\bigcap Y \right ) \\ &\textbf{where:}\\ &X, Y = \text{Two different events that intersect}\\ &P(X \text{ and } Y), P(XY) = \text{The joint probability of X and Y}\\ \end{aligned}$​P (X⋂Y)where:X,Y=Two&nb🌜sp;different events that intersectP(X and Y),P(XY)=The joint probability of X and&nbs𝄹p;Y​

What Does Joint Probability Tell You?

Probability is a field closely related to statistics that deals with the likelihood of an event or phenomenon occurring. It is quantif꧑ied as a number between 0 and 1, where 0 indicates an impossible chance of occurrence and 1 denotes the certain outcome of an e𒉰vent.

For example, the probability of drawing a red card from a deck of car♑ds is 1/2 = 0.5. This means there is an equal chance of drawing a red🌺 and black card since there are 26 of each in a deck. As such, there is a 50-50 probability of drawing a red card versus a black card.

Joint probability measures two ♚events that happen at the same time. It can only be applied to situations where more than one observation can occur at the same time🌌. So the joint probability of picking a card that is both red and 6 from a deck is P(6 ∩ red) = 2/52 = 1/26 since a deck of cards has two red sixes—the six of hearts and the six of diamonds. Because the events red and 6 are independent, you can also use the following formula to calculate the joint probability:

$P(6 \cap red) = P(6) \times P(red) = 4/52 \times 26/52 = 1/26$P(6∩red)=P(6)×P(red)=4/52×26/52=1/26

The symbol “∩” in a joint probability is referred to as an intersection. The probability of event X and event Y happening is the same thing as the point where X and Y intersect. Therefore, the joint probability is also called the intersection of two or more events. A 澳洲幸运5开奖号码历史查询:Venn diagram is per🧔haps the best visual 𝕴tool to explain an intersection:

From the Venn above, the point where both circles over♏lap is the intersection, which has two observations: the six of hearts and the six of diamonds.

Joint Probability vs. Conditional Probability

Joint probability should not be confused with 澳洲幸运5开奖号码历史查询:conditional probability, which is the probability that one event will happen given that another action or event happens. The conditional prob꧟ability formula is as follows:

$P(X, given~Y) \text{ or } P(X | Y)$P(X,given Y) or P(X∣Y)

This is to say that the chance of one event happening is conditional on another event happening. For example, from a deck of cards, the probability that you get a six, given that you drew a red card is P(6│r𝓰ed) = 2/26 = 1/13, since there are two sixes out of 26 red cards.

Joint probability only factors in the likelihood of both events occurring. Conditional probability can be use💛d to calculate joint probability, as seen in this formula:

$P(X \cap Y) = P(X|Y) \times P(Y)$P(X∩Y)=P(X∣Y)×P(Y)

The probability that A and B occurs is the probability of X occurring, given that Y occurs multiplied by the probability that Y occurs. Given💞 this formula, the probability of drawing a 6 and a red at t🅰he same time will be as follows:

$\begin{aligned} &P(6 \cap red) = P(6|red) \times P(red) = \\ &1/13 \times 26/52 = 1/13 \times 1/2 = 1/26\\ \end{aligned}$​P(6∩red)=P(6∣red)×P(red)=1/13×26/52=1/13×1/2=1/26​

Statisticians and analysts use joint probability as a tool when two or more observable events can occur simultaneously. For instance, joint probability can be used to 澳洲幸运5开奖号码历史查询:estimate the likelihood of a drop in the 澳洲幸运5开奖号码历史查询:Dow Jones Industrial Average (DJIA) accompanied by a drop in Microsoft’s share price, or the chance that the value of oil rises at the same time the 澳洲幸运5开奖号码历史查询:U.S. dollar weakens.

Example of Joint Probability

Let's highlight another example to show how joint probability works. This example uses dice and we want to find out what the probability is that you'll roll a four on each die when you roll them. Remember, there are six sides to each one.

In order to🔯 determine the joint probability, we first need to determine the probability of each roll:

• The chance of rolling a three on the first die is 1/6
• The chance of rolling a three on the second die is 1/6
  

Now we can use the joint probability formula noted above to figure out what ꦇthe joint probability is for this event by multiplying each individual eve✱nt together.

澳洲幸运5开奖号码历史查询: 1/6 x 1/6 = 1/36

This means that there is a 1/36 chance of rolling two fours using a pair𝔍 of dice.

The Bottom Line

Probability refers to the likelihood that an event will take place. But when two variables are involved, you may have joint probability. This is a statistical measure that can tell you whether two independent events are likely to occur at the same time. It is an important metric for statisticians who use it to determine relationships between two sets of variables, such as the returns of two different companies or high winds and rainfall in weather forecasting💯. But one thing it doesn't indicate, though, is how the two influence each other.