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  1. Home
  2. /Biology
  3. /Community Ecology
  4. /Jaccard Similarity Index Calculator

Jaccard Similarity Index Calculator

Last updated: February 24, 2026

Calculator

Results

Jaccard Similarity Index

0.375

Similarity Percentage

37.5

%

Jaccard Distance

0.625

Union Species Count

40

species

Shared Species as % of Community A

60

%

Shared Species as % of Community B

50

%

Results

Jaccard Similarity Index

0.375

Similarity Percentage

37.5

%

Jaccard Distance

0.625

Union Species Count

40

species

Shared Species as % of Community A

60

%

Shared Species as % of Community B

50

%

The Jaccard Similarity Index Calculator measures how similar two ecological communities are based on shared and unique species. The Jaccard Index ranges from 0 (no species in common) to 1 (identical species composition). It is one of the most widely used similarity coefficients in community ecology, biogeography, and conservation biology.

By comparing species lists between two sites, habitats, or time periods, ecologists can quantify turnover, assess habitat connectivity, and evaluate the impact of environmental changes on community composition.

Visual Analysis

How It Works

The Jaccard Similarity Index is calculated as:

J = C / (A + B - C)

Where:

  • C is the number of species shared between both communities
  • A is the total number of species in community A
  • B is the total number of species in community B
  • A + B - C is the union (total unique species across both communities)

The Jaccard Distance (1 - J) measures dissimilarity and is commonly used in cluster analysis and ordination.

Worked Examples

Moderately Similar Communities

Inputs

species a25
species b30
shared species15

Results

jaccard0.375
jaccard pct37.5
jaccard distance0.625

The union is 25+30-15=40. With 15 shared out of 40 total unique species, J = 0.375 indicates moderate similarity.

Highly Similar Communities

Inputs

species a20
species b22
shared species18

Results

jaccard0.75
jaccard pct75
jaccard distance0.25

The union is 20+22-18=24. J = 18/24 = 0.75 indicates high similarity between these communities.

Frequently Asked Questions

A Jaccard Index of 0 means the two communities share no species at all. They have completely different species compositions, which may indicate very different environmental conditions, geographic isolation, or distinct habitat types.

Both measure similarity based on shared species, but the Sorensen Index gives more weight to shared species by doubling them in the numerator. The Jaccard Index uses the union as the denominator, while Sorensen uses the sum of both sets. Sorensen values are always equal to or greater than Jaccard values for the same data.

Use the Jaccard Index when you have presence-absence data for species in two communities. It is appropriate for comparing species lists, evaluating habitat similarity, tracking community changes over time, and assessing the effectiveness of wildlife corridors or reserves.

Sources & Methodology

Magurran, A.E. Measuring Biological Diversity. Gotelli, N.J. & Colwell, R.K. Quantifying biodiversity: procedures and pitfalls. Ecology Letters.
R

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