Skip to content

INDUSTRY FIELD GUIDE

Reforestation planting and survival records for AI review

A record showing seedlings were planted cannot answer how many were later found alive.

By Fiund · Updated 2026-11-05

NAICS 115310 · Support Activities for Forestry

A record showing seedlings were planted cannot answer how many were later found alive. The Forest Service publishes resources on nursery stock for forest regeneration and field inventory. A forestry contractor could provide a small exercise that asks a model to distinguish work completed from a later observed outcome. Forest Service regeneration stock research · Forest Service forest inventory field guide

Write a fictional planting record with a planned density and a completion count. Add a later sample-plot visit with an observed count and a clear description of coverage. One plot should contain a missing follow-up rather than a zero. Ask what the model can report for the sampled area and what would require more observations. Use a qualified reviewer to verify the distinction between planned, installed, and observed.

Remove project locations, actual contract prices, protected species information, and landowner access details. Use a fictional plot map and avoid representing the exercise as certification of a site.

Describe a planting verification dataset

Original Fiund exercise

Completed planting counts and later sample observations answer different questions

An imaginary planting project has abstract plots and original visit cards. No sensitive species, project coordinates, actual contract or site certification is represented.

Fictional records supplied to the evaluator
RecordSourceWhat it records
RP1Plan and completionPlot A planned 100 seedlings, documented planted 90. Plot B planned 100, documented planted 100.
RP2Later sample visitA's defined ten-position sample: 8 observed alive, 1 observed not alive, 1 position not assessed because view inaccessible. No extrapolation method supplied.
RP3Plot B follow-upScheduled visit only, no completed observation record. Dashboard draft writes B survival=0.

Question for the model

What planting and sampled follow-up facts are supported, and what cannot be concluded about overall survival?

Show the reference answer and checks

RP1 supports 90 planted in A and 100 in B, separately from their plans. RP2 records eight alive and one not alive among nine assessed sample positions, with one unassessed; it does not establish a whole-plot survival rate without a defined sampling and estimation basis. RP3 provides no B follow-up observation, so zero is unsupported. Keep planned, installed, assessed and missing counts distinct rather than equating planting completion with later survival.

  • Treating planted seedlings as confirmed surviving seedlings.
  • Coding missing follow-up as zero or extrapolating a partial sample without its design.

Fields to preserve

Plot and planting record type
Separates planned and completed work.
Sample coverage and assessment state
Defines the observed denominator.
Visit completion and estimation basis
Limits broader outcome claims.

Test another case

Supply B's completed sample visit with an explicit coverage map. Require a sample-specific result while retaining the distinction from a whole-site certification.

Use fictional maps and records. Exclude locations, access details, contract prices and protected resources; qualified reviewers retain site judgments.

Download this fictional example and answer key (JSON)

Discuss a contribution

Describe the sources you control, the task they could support and what has already been checked. Use the existing-data assessment for an archive or the collection brief for a new recording project. The contributor agreement defines Fiund’s licensing authority and compensation. A guide or fictional exercise does not establish an accepted collection or a sale.

Primary sources and further reading