Wildfire & Forestry

A collection of experiences in forestry, wildfire mitigation, and ecological modeling.

A practice in noticing

Ecology can be complex, but at its core, it is a practice in noticing. Noticing patterns across a landscape can reveal how systems function. Small observations, like how tree species distribute themselves differently across light, or how different bark beetles will always prefer different parts of a tree, can guide more thoughtful and effective land management.

Forestry begins with attention, and a responsibility to respond to what you notice.

Remote meadow and forest landscape

Training and foundations for wildfire and forestry practice

Certification

Certified Wildfire Mitigation Specialist

Professional training focused on defensible space, structure survivability, mitigation planning, and wildfire risk communication.

Qualification

Incident Qualification Card (Fire Fighter Type 2)

Completion of required training, fitness standards, and qualifications for participation in wildland fire operations.

Certification

Wilderness First Aid

Training in assessing, stabilizing, and responding to injury in remote field settings where immediate medical care is unavailable.

Academic Foundation

UC Berkeley + UCLA

B.S. in Ecosystem Management and Forestry from UC Berkeley, with ongoing graduate work in Geospatial Information Systems and Technologies at UCLA.

Defensible space inspections

At Plumas Corp, I developed a defensible space inspection program focused on parcel-level wildfire risk reduction through one-on-one consultation.

I personally scheduled and led every site during my time in Plumas County, typically spending 90 minutes to 2 hours assessing defensible space and home hardening opportunities. Following each visit, I would rely on Fire Aside's GIS-based tools to produce a detailed report that included a map of the property, identified risks, specific mitigation recommendations, implementation guidance, and a resillience score.

Beyond my initial assessment, I continued to work directly with landowners to help them understand and impement the recommended changes.

428

Acres inspected

300+

People received personal consultation

175

Unique parcels assessed

Defensible space or wildfire mitigation fieldwork

Forest Vegetation Simulator (FVS)

FVS uses field-collected stand data to project forest structure through time, making it possible to compare how different management strategies may influence stand conditions, wildfire effects, and post-fire recovery.

The workflow begins with real stand inventory data. From there, forest conditions can be modeled under different treatment scenarios and revisited across time to evaluate how management decisions may shape future structure, fuels, and resilience.

What we can do

Model stand growth Project forest development from real inventory data
Compare treatments Evaluate how management strategies influence future conditions
Explore disturbance Assess stand trajectories before, during, and after wildfire

Management Strategy X through time

The images below show how one management strategy can be visualized across different moments, including stand development, wildfire occurrence, and post-fire condition.

FVS model showing management strategy 1 in year 2
01 One year after strategy implementation

Early projected stand condition under the selected treatment.

FVS model showing management strategy 1 if a wildfire occurred
02 Conditions if stand experiences wildfire

Modeled stand condition during a wildfire scenario.

FVS model showing management strategy 1 post-fire
03 Post-fire conditions

Projected stand structure two years after wildfire effects - ~75% tree mortality.

Beyond visualization: quantitative stand data

In addition to visualizing forest structure, FVS produces detailed stand-level outputs that allow for direct comparison of how different management strategies influence forest conditions over time.

Stand Structure

  • Tree density and basal area
  • Diameter and height distributions
  • Canopy structure and stand layering

Species Composition

  • Species presence and dominance
  • Changes in composition over time
  • Regeneration and recruitment patterns

Mortality & Growth

  • Tree mortality rates
  • Growth by species and size class
  • Effects of treatment and disturbance

Fuels & Fire Effects

  • Surface and canopy fuel loads
  • Fire behavior and severity (FFE extension)
  • Post-fire stand conditions

Biomass & Carbon

  • Aboveground biomass estimates
  • Carbon storage and flux
  • Changes under management scenarios

Management Outcomes

  • Treatment effectiveness over time
  • Tradeoffs between strategies
  • Long-term stand trajectory comparison

Community protection & forest health

How I bring together field experience, technical training, and ecological theory in my work.

Field Ecology & Forest Assessment

  • Forest inventory and stand measurement
  • Tree and plant identification
  • Bark beetle and forest pathogen identification
  • Soil recognition and site interpretation

Defensible Space & Home Risk Reduction

  • Parcel-level defensible space inspections
  • Resident consultation and mitigation recommendations
  • Home hardening and structure survivability scoring
  • Translation of wildfire risk into site-specific action

Hazardous Fuels & Forest Health

  • Hazardous fuels reduction planning
  • Applied forest ecology and vegetation assessment
  • Forest health and resilience-focused project support
  • Forest Vegetation Simulator familiarity

Prescribed Fire & Field Operations

  • Prescribed fire support
  • Field-based work in high-risk landscapes
  • Safety, logistics, and operational awareness
  • Experience working in wildfire-focused settings

Research contributions and scholarly work

Occurrence of aneuploidy across the range of coast redwood (Sequoia sempervirens)

G3 Genes|Genomes|Genetics, Volume 15, Issue 5

Contributed to field and laboratory research on coast redwood genetics across the species’ range, including multi-day foliage sampling trips from Monterey to southern Oregon, ArcGIS Pro-based sampling scheme development, stand evaluation, field tree selection, and CTAB-based DNA extraction. Listed in acknowledgements.

Isolation controls reestablishment mechanisms and post-drying community structure in an intermittent stream

Ecology, Volume 104, Issue 2

Contributor through field and lab efforts connected to stream ecology and macroinvertebrate-based evaluation of stream health. Listed in acknowledgements.

Liam working in an environmental field setting