Trophic level centrality , also known as the flow-based trophic level, measures the average trophic function of a node, that is, the expected length of the path over which the node obtains energy from the source [2, 3]. For a node \(i\), the trophic level centrality \(c_{\mathrm{trophic}}(i)\) is defined as
\begin{equation*}
c_{\mathrm{trophic}}(i) =
\begin{cases}
1 + \frac{1}{d_i^{\mathrm{in}}} \sum_{j=1}^{N} a_{ij} \, c_{\mathrm{trophic}}(j), & \text{if } d_i^{\mathrm{in}} \neq 0, \\
0, & \text{if } d_i^{\mathrm{in}} = 0,
\end{cases}
\end{equation*}
where \(d_i^{\mathrm{in}}\) is the in-degree of node \(i\) and \(a_{ij}\) are the adjacency matrix elements.
This measure requires the network to include at least one basal node, a node with no incoming edges that serves as the primary source of energy. The trophic level of each node represents the average number of steps separating it from the basal nodes and reflects its position within the network’s energy flow. Trophic level centrality is therefore useful in ecological studies for identifying key species and evaluating the efficiency and stability of food webs.

References

[1] Shvydun, S. (2025). Zoo of Centralities: Encyclopedia of Node Metrics in Complex Networks. arXiv: 2511.05122 https://doi.org/10.48550/arXiv.2511.05122
[2] Adams, S. M., Kimmel, B. L., & Ploskey, G. R. (1983). Sources of organic matter for reservoir fish production: a trophic-dynamics analysis. Canadian Journal of Fisheries and Aquatic Sciences, 40(9), 1480-1495. doi: 10.1139/f83-170.
[3] Williams, R. J., & Martinez, N. D. (2004). Limits to trophic levels and omnivory in complex food webs: theory and data. The American Naturalist, 163(3), 458-468. doi: 10.1086/381964.