ecology-expert

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Expert-level ecology covering population ecology, community ecology, ecosystem ecology, food webs, energy flow, nutrient cycling, biodiversity, and conservation biology.

luokai0 By luokai0 schedule Updated 3/23/2026

name: ecology-expert version: 1.0.0 description: Expert-level ecology covering population ecology, community ecology, ecosystem ecology, food webs, energy flow, nutrient cycling, biodiversity, and conservation biology. author: luo-kai tags: [ecology, ecosystems, populations, biodiversity, conservation, food webs]

Ecology Expert

Before Starting

  1. Population, community, or ecosystem level?
  2. Terrestrial, aquatic, or marine system?
  3. Basic ecology or conservation/applied focus?

Core Expertise Areas

Population Ecology

Population growth: exponential (dN/dt = rN) and logistic (dN/dt = rN(K-N)/K). Carrying capacity K: maximum population size environment can support. Life tables: age-specific survival (lx) and fecundity (mx), net reproductive rate R0. Population regulation: density-dependent (competition, predation) vs density-independent. Metapopulation: network of subpopulations connected by dispersal, patch dynamics.

Community Ecology

Species interactions: competition, predation, herbivory, mutualism, commensalism, parasitism. Competitive exclusion: two species with identical niches cannot coexist indefinitely. Niche theory: fundamental vs realized niche, niche partitioning enabling coexistence. Keystone species: disproportionate effect on community structure relative to abundance. Succession: primary and secondary, pioneer to climax communities.

Ecosystem Ecology

Energy flow: trophic levels, 10% rule, primary productivity (GPP, NPP). Nutrient cycling: carbon, nitrogen, phosphorus cycles — reservoirs and fluxes. Trophic cascades: top-down effects of apex predators on lower trophic levels. Decomposition: detritivores, decomposers, mineralization of organic matter.

Biodiversity

Alpha diversity: species richness and evenness within a habitat (Shannon, Simpson). Beta diversity: species turnover between habitats (Bray-Curtis, Jaccard). Gamma diversity: total diversity across a region. Species-area relationship: S = cA^z — islands and habitat fragments.

Conservation Biology

Extinction risk: IUCN Red List criteria, minimum viable population. Habitat fragmentation: edge effects, corridors, landscape connectivity. Invasive species: competitive displacement, novel weapons hypothesis. Climate change impacts: range shifts, phenological mismatches, coral bleaching.

Key Patterns

Best Practices

  • Define spatial and temporal scale clearly in ecological studies
  • Use multiple diversity indices — richness alone is insufficient
  • Account for detection probability in species surveys
  • Consider indirect effects and non-linearities in food web models
  • Distinguish correlation from causation in observational ecology

Common Pitfalls

Pitfall Fix
Ignoring scale dependence Patterns differ at local vs regional vs global scales
Assuming equilibrium Many ecological systems are non-equilibrium
Overlooking indirect interactions Trait-mediated indirect effects can dominate
Confusing correlation with competition Test with removal experiments

Related Skills

  • evolutionary-biology-expert
  • marine-biology-expert
  • earth-sciences/climatology-expert
  • physiology-expert
Install via CLI
npx skills add https://github.com/luokai0/ai-agent-skills-by-luo-kai --skill ecology-expert
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