How to Reduce the Environmental Impact of Crop Protection:
Sustainable Solutions for Modern Agriculture
Bayer CropScience x Supper & Supper
As the global focus on sustainability grows, the agricultural sector faces increasing pressure to reduce its ecological footprint. Crop protection, essential for safeguarding crops against pests and diseases, often comes under criticism due to its potential impact on non-target organisms and field applications. To address this, Bayer has set a clear sustainability goal: to minimize the environmental impact of crop protection in these specific contexts. At Supper & Supper, we support this vision by developing advanced tools that assess and mitigate the potential effect on non-target organisms from field applications of crop protection products. This blog explains how our project promotes responsible usage and environmental awareness, outlining the challenges, methods, and outcomes.
Creating a tool to assess the environmental impact of crop protection posed unique challenges:
- Environmental Impact Calculator: The core challenge was to design a calculator that could address various scenarios while delivering clear, understandable results for non-experts. Transparency and Interpretability of the results was a key focus. The calculator enables an interactive environmental impact assessment of crop protection products for a lay audience.
- Data Integration and Quality: The project required processing diverse datasets, including crop protection usage data and Good Agricultural Practices (GAP) data. Ensuring data quality and alignment with scientific models was essential for reliable assessments.
- Scalability and Performance: The infrastructure needed to be scalable and flexible, capable of handling multiple datasets without compromising performance.
For this comprehensive tool, we utilized a range of datasets that were essential for accurate environmental assessment. One key dataset included information about the application of crop protection products under various conditions. This data was crucial for accurately modelling the environmental impacts of different usage scenarios. Additionally, we incorporated GAP (Good Agricultural Practices) crop protection data, which reflects adherence to best practices in agriculture. This ensured that the tool could effectively promote responsible and sustainable use, aligning with industry standards and sustainability goals.
To develop a robust tool for assessing the environmental impact of crop protection, we employed several advanced methods that ensured precise and reliable outcomes:
- Advanced Data Processing: We used Python and powerful libraries such as Pandas and NumPy to process complex datasets, transforming them into a format suitable for in-depth analysis.
- ETL Architecture: A scalable, modular, and customizable ETL (Extract, Transform, Load) architecture allowed for seamless data integration from multiple sources, enhancing efficiency and accuracy.
- Scientific Models: By leveraging advanced statistical methods and field expertise, we ensured data processing aligned with scientific models, improving assessment accuracy and interpretation.
Our partnership with Bayer led to several significant achievements:
- Automated Data Quality Management: We developed an automated infrastructure capable of detecting and correcting data inconsistencies, providing comprehensive quality reports to ensure reliable assessments.
- Versatile Environmental Impact Tool: This tool assesses the environmental impact of crop protection products using scientific models developed by the Technical University of Denmark (DTU) and others. It provides a holistic view of lifecycle impacts and can be used independently or integrated into other tools like ResiYou.
- Public Environmental Calculator: Together with DTU, we created a public calculator designed as a functioning early alpha version to generate interest in establishing a public-private partnership for developing a final version. This calculator promotes responsible crop protection practices and simplifies understanding of potential environmental impacts for non-experts. Users can compare the environmental impact (EI) of different crop protection products, enabling informed decision-making and encouraging responsible use of crop protection solutions.
