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Interactive Web-based Data Visualization and Analysis Tool for Synthetizing on-farm Research Networks Data.

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On-farm research networks now have ISOFAST, an interactive tool for analyzing and visualizing trial data. This innovation aids farmers and agronomists in making better decisions for increased crop productivity and profitability.

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Area of Science:

  • Agricultural Science
  • Data Science
  • Statistical Modeling

Background:

  • On-farm research networks facilitate testing agricultural management practices under local conditions.
  • Accumulating historical trial data necessitates efficient analysis and summarization for effective decision-making.
  • Current methods of presenting trial results to farmers are suboptimal for widespread dissemination and strategic planning.

Purpose of the Study:

  • To develop and launch an interactive web tool, ISOFAST, for on-farm research networks.
  • To simplify the interpretation of multi-site and multi-year trial summaries for farmers and agronomists.
  • To enhance result communication and decision-making processes within agricultural research networks.

Main Methods:

  • Utilized R Shiny to create an interactive web application for data analysis and visualization.
  • Employed a random-effects model to synthesize treatment differences at individual trial and network levels.
  • Integrated user-friendly features for exploring trial summaries, accessing model outputs, and performing economic analyses.

Main Results:

  • ISOFAST provides simultaneous reporting of trial results for the same management practice, simplifying interpretation.
  • The tool generates new knowledge by synthesizing data across multiple sites and years.
  • Facilitates informed agronomic management decisions through accessible data exploration and economic analysis.

Conclusions:

  • ISOFAST represents a novel and effective solution for communicating on-farm trial results.
  • The interactive tool empowers farmers and agronomists with data-driven insights for improved agricultural practices.
  • The development of ISOFAST offers a customizable model for other on-farm research networks seeking enhanced data visualization and decision support.