Logarithms and Logarithmic Functions: Definition, Properties, Graph, and Fundamental Identities

A logarithm tells us how many times a base must be multiplied by itself to reach a given number. Logarithmic functions are the inverse of exponential functions and play a crucial role in solving equations, analyzing growth and decay, and modeling scientific and engineering systems. This article explains the definition of logarithms, the behavior of logarithmic functions, their graphs, essential logarithmic identities, derivatives, and practical applications.

logarithm

~3 min read • Updated Feb 11, 2026

1. What Is a Logarithm?


A logarithm tells us the exponent needed to obtain a number from a given base. The formal definition is:


log_a(b) = x   means   a^x = b

Here, a is the base, b is the number, and x is the logarithm.


Example:

log_2(8) = 3   because   2^3 = 8

2. What Is a Logarithmic Function?


A logarithmic function is the inverse of an exponential function and is defined as:


f(x) = log_a(x)

where a is a positive real number not equal to 1.


3. Properties of Logarithmic Functions


  • Increasing when a > 1
  • Decreasing when 0 < a < 1
  • Domain: (0, ∞)
  • Range: (-∞, ∞)
  • Always passes through (1, 0)
  • Inverse of the exponential function

4. Graph of a Logarithmic Function


The graph of f(x) = log_a(x) has the following characteristics:

  • Approaches the y-axis but never touches it
  • Positive for x > 1
  • Negative for 0 < x < 1
  • Crosses the x-axis at (1, 0)

5. Fundamental Logarithmic Identities


1. Product Rule

log_a(xy) = log_a(x) + log_a(y)

2. Quotient Rule

log_a(x / y) = log_a(x) - log_a(y)

3. Power Rule

log_a(x^k) = k · log_a(x)

4. Logarithm of 1

log_a(1) = 0

5. Logarithm of the Base

log_a(a) = 1

6. Change of Base Formula

log_a(x) = log_b(x) / log_b(a)

6. Natural Logarithm and Common Logarithm


Natural Logarithm (ln)

Logarithm with base e:

ln(x) = log_e(x)

Common Logarithm (log)

Logarithm with base 10:

log(x) = log_10(x)

7. Derivatives of Logarithmic Functions


Derivative of the Natural Logarithm:

d/dx [ln(x)] = 1/x

Derivative of Logarithm with Any Base:

d/dx [log_a(x)] = 1 / (x ln(a))

8. Applications of Logarithms


  • Solving exponential equations
  • Modeling growth and decay
  • Logarithmic scales (Richter, decibel, pH)
  • Data compression and analysis
  • Probability and statistics
  • Computer science (time complexity: log n)

9. Important Examples


Example 1:

log_2(32) = 5
because 2^5 = 32

Example 2:

ln(e^4) = 4

Example 3:

log(0.01) = -2
because 10^-2 = 0.01

10. Conclusion


Logarithms and logarithmic functions are essential tools in mathematics and science. They are the inverse of exponential functions and follow powerful identities such as product, quotient, power, and change of base rules. Logarithms are widely used in modeling, data analysis, physics, economics, and computer science.


Written & researched by Dr. Shahin Siami