Binomial Distribution Calculator

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Understanding Binomial Distribution

What is Binomial Distribution?

The binomial distribution models the number of successes in a fixed number of independent trials, where each trial has the same probability of success. Key characteristics include:

  • Fixed number of trials (n)
  • Independent trials
  • Constant probability of success (p)
  • Only two possible outcomes per trial (success/failure)

Key Formulas

Probability Mass Function:

P(X = k) = C(n,k) * p^k * (1-p)^(n-k)

Mean (Expected Value):

μ = np

Variance:

σ² = np(1-p)

Standard Deviation:

σ = √(np(1-p))

Properties

Shape

  • Symmetric when p = 0.5
  • Right-skewed when p < 0.5
  • Left-skewed when p > 0.5

Characteristics

  • Discrete probability distribution
  • Sum of probabilities equals 1
  • Non-negative probabilities

Applications

Quality Control

Testing defective items in manufacturing

Medicine

Clinical trials and drug testing

Finance

Risk assessment and insurance