Agricultural Analysis

Workflow Goal

Use remote sensing and supporting field data to describe crop condition, field variability, seasonal development, or management outcomes at practical agricultural scales.

Outline

  • Define the agronomic question, crop calendar, field boundaries, management zones, and timing of expected decisions.
  • Gather optical or radar imagery, weather context, soil or irrigation data, crop type references, and ground observations where available.
  • Build cloud-screened seasonal metrics such as vegetation indices, moisture proxies, phenology dates, or growth curves.
  • Compare fields or zones against historical performance, neighboring fields, management treatments, or expected seasonal trajectories.
  • Identify limitations from mixed pixels, crop rotation, residue, clouds, irrigation timing, and inconsistent field boundaries.
  • Summarize results by field, zone, crop type, planting window, or management practice.
  • Prepare maps, charts, ranked field lists, QA notes, and recommendations for where field scouting is needed.

Later Examples

  • Within-field vigor zoning for scouting.
  • Crop development tracking across a growing season.
  • Irrigation or management comparison between field groups.