Development of a transdisciplinary plan for managing human–jaguar interactions at the regional scale in the DRMI Serranía de los Paraguas

Both the expansion of agricultural systems and the declaration of new public and private protected areas contribute to the intensification of HWCs. In this context, the development of regional plans that address territory-specific problems and contexts, and integrate all relevant stakeholders, will enable a preventive,comprehensive and sustainable management of human–jaguar interactions, improving quality of life for both people and jaguars

  • The stakeholders are willing to work together
  • Protected areas management groups including comunity based, agrucultural, gender based, and government authorities at regional and local scale working together to make management plans
  •  Fund finding: The co management cometee works together to find financial and technical support to handle with HWI within protected areas 
  • Local initiatives with a bottom-up approach are prioritized over top-down initiatives that favor the interests of companies external to the territory.

National funding sources have primarily supported top-down initiatives, with plans designed outside the territory by external groups. Through a bottom-up approach, an initial pathway has been developed to address level 1 HWCs, involving environmental authorities, agricultural extension units, and grassroots farmer organizations. This has facilitated the collection of reports on jaguar presence and attacks on domestic animals, enhancing our understanding of how jaguars use the territory. Between September and November, the group designed a pilot regional community-based monitoring of wild mammals using trap cameras (TC) within water resource conservation areas and private reserves, recording Antonio after two years since his last sighting. In 2025 (or 2026).

We aim to expand our planning to a more operational and administrative scale through the Plan4Coex approach, building on the positive partial results achieved so far.

 

Evolution of on-board technologies and AI integration

Advancements in on-board technologies and AI integration hold great potential to further enhance the existing drone-based crocodilian monitoring method. Improvements in drone hardware, such as hybrid models with extended flight times and enhanced camera resolutions, allow for broader habitat coverage and the capture of more detailed imagery in complex environments. Integrating artificial intelligence (AI) represents a significant opportunity to streamline image analysis by automating crocodile detection and size estimation using allometric models. These AI-driven enhancements could provide near real-time data processing, reducing reliance on time consuming manual analysis.

This improvements are currently under development with my collaborators

Our idea

In the context of fisheries and aquaculture, the fish trap represents an evolution of existing harvesting methods. Unlike active fishing gear, such as seines, the fish traps require less labor and energy, which makes them very efficient in terms of catch effort. In addition, the fish traps do not physically harm the caught fish, so the fish can be taken out of the trap alive and in good health. Early experiments on partial harvests in aquaculture in Malawi date back to the 1990s, when different tools for intermittent harvest were tested. However, due to the inefficiency and labor-intensity of the methods, there has been no broad application or further developments.

Based on this knowledge, further literature research, and expert discussions, the idea was born to build and test a size-selective fish trap to regularly harvest the juveniles of the initial fish stock. This innovation is thought to control the stocking density, to optimize the use of supplementary feeds, and to not exceed the carrying capacity of the pond. Ideally, a successful application of the fish trap would result in households increasing their overall aquaculture productivity, whilst harvesting small quantities of small fish much more regularly than has been customary in aquaculture to date. The intermittently harvested fish can be consumed within the household or used to generate small amounts of regular income. Meanwhile, the initial fish stock (parent fish) will be grown to a larger size for the final harvest.

The challenge

In a fish-loving country like Malawi, where fish is the main source of animal protein, but fisheries yields are in decline, great hope and effort is placed in the development of aquaculture. Better access to and regular consumption of fish, which is an important source of protein and essential micronutrients, can make an important contribution to overcoming development challenges. And food insecurity is one of the greatest in terms of public health. Women and children are particularly affected by malnutrition. The expansion and promotion of sustainable aquaculture represents an important approach to meeting a growing demand for fish.

This development requires – among many other aspects – innovations that contribute to successfully mastering challenges in the sector. With a focus on rural aquaculture, the Aquaculture Value Chain for Higher Income and Food Security Project in Malawi (AVCP), part of the Global Programme ‘Sustainable Fisheries and Aquaculture’ under the special initiative ‘One World – No Hunger’ of the German Ministry for Economic Cooperation and Development, is providing technical training to 4,500 small-scale producers in Malawi. Fish farming helps them improve both income and food security.

One of the common and complex challenges in rural aquaculture is the use of mixed-sex Tilapia fingerlings in low-input systems. This means that farmers only have a limited selection and quantity of agricultural by-products available with which to feed a rapidly growing fish population in the pond. This leads to increasing competition for oxygen and food, which leads to poor growth rates and often an acceleration of sexual maturity. Accordingly, final harvests often consist of rather small fish, which does not meet the widespread expectations of harvesting edible – “plate filling” – fish from aquaculture.

Given the unavailability or prohibitiveness of mono-sex fingerlings, fish feed and aerators in rural aquaculture, the project was challenged to find an alternative solution to improve the productivity of rural aquaculture and its contribution to household nutrition.

Identifying impactful mentors, trainers, and allies

Our standardized training curriculum is delivered by female experts (academics, practitioners, and government professionals) working in conservation and conservation technology within the local region. These women serve not only as instructors, but also mentors and collaborators. By centering local female role models, we help participants envision pathways for their own careers while strengthening their ties to regional research and conservation communities. We strive to foster an inclusive environment for honest dialogue around challenges of being a woman in conservation technology and encourage lasting mentorship relationships beyond the formal training period.

However, the gender gap we seek to address can make it difficult to identify and recruit female trainers in certain technical fields. In response, we have defined three distinct roles to broaden the support system for participants:

  • Mentors: Local female role models who lead sessions and provide ongoing mentorship.
  • Allies: Male trainers and facilitators who actively support our commitment to gender equity and inclusive training spaces.
  • Trainers: Members of the international organizing team who provide additional instruction and logistical support.

Together, these individuals play a critical role in delivering content, fostering participant growth, and modeling diverse forms of leadership across the conservation technology landscape.

  • Keen interest from female leaders to foster the next generation of conservationists, including willingness to engage honestly in vulnerable conversations and provide career advice
  • Growing interest from allies to support development of women in their field and organizations
  • Funding to support attendance and honorarium for high-quality mentors and allies  
  • We have established a code of conduct and set clear expectations up-front on how mentors and allies should engage with students during and after the program 
  • Mentors and allies with a background in training as well as expertise in conservation tech are preferred 
  • Wherever possible, we seek a combination of mid-career and established mentors, who can speak to participants about different stages of the conservation career journey 
  • Male allies need to be carefully selected to create a supportive, safe environment 
  • We maintain and cultivate female-only spaces at the workshop where male allies and trainers are not allowed
Forming partnerships with local institutions

Host institutions are selected based on their capacity to support both classroom and field-based instruction, and on their engagement with active conservation challenges where technology plays a meaningful role. For instance, the RISE Grumeti Fund in Tanzania is an ideal training site, offering educational facilities, student accommodations, and running active, tech-enabled initiatives such as anti-poaching and rhino protection programs.

Furthermore, we prioritize institutions that share our commitment to advancing education for women and early-career conservationists, have strong ties to local conservation and research communities, and demonstrate leadership in integrating technology into conservation practice. These partnerships are essential to ensuring our program is both sustainable and deeply embedded in the communities it aims to serve.

  • Local partners with aligned visions in education, upskilling, and empowerment
  • On-the-ground support from women within the host and collaborating organizations
  • Networks of experienced local educators and trainers in the conservation technology space 
  • Host institutions with strong ties to local conservation, research, and government networks are best positioned to identify and recruit experienced female professionals to serve as trainers and mentors.
  • Institutions that already manage other training programs often have existing infrastructure and logistical systems in place, making them well-equipped to support student cohorts.
  • Sites where a wide range of conservation technologies are actively in use offer students valuable, hands-on exposure to tools in real-world settings.
  • A shared commitment to the program’s vision, particularly around gender equity and empowerment, is essential to creating a safe, supportive environment where women can build community, grow professionally, and develop leadership skills.
Access & Connect with the Community

In all of our endeavors, we deploy our signature ACTIVE™ (Access, Connect, Team, Implement, Verify, Evolve) Community Engagement approach. Guided by this community-driven and adaptive approach, we prioritize a deep, holistic understanding of the political, economic, ecological, and cultural factors that shape how each community interacts with and manages its natural resources. This ensures that our conservation efforts are tailored to the specific needs and aspirations of the community, creating a strong foundation for sustainable, inclusive, and innovative solutions. We begin with preparatory activities, including a pastoral livelihoods and rangeland management dialogue, which fosters open communication and builds trust. Focusing on understanding the unique governance structures and rangeland management practices already in place, we conduct a participatory mapping exercise to identify critical pastures used by the community and wildlife alike. A plot ID – coded with both indigenous and scientific names – is designated for each pasture and baseline quality data are collected using a customized Survey123 form for site selection and assessment. The data include both ecological metrics (e.g., grass height, soil type) and social factors (e.g., cultural significance, accessibility). 

It is necessary to have an established relationship of mutual trust with the community and a thorough understanding of existing governance structures before engaging in monitoring efforts. APW seeks to recognize how different governance structures function and which decisions are made by which governing bodies. For instance, in the Ngorongoro Conservation Area, traditional leaders make pasture management decisions through the Ilaigwanak structure, an informal council of respected elders who serve as advisors and decision makers in community affairs, while the village government often focuses more on political decision-making. As is customary in this region, pastoralists have tremendous respect for the traditional leadership and their decisions. Abiding by decisions made by the Ilaigwanak is deeply rooted in the local culture and way of life. Support from traditional leaders is critical for the uptake and implementation of data-driven rangeland management decisions. 

Prior to making any effort to effect change, APW clarifies the decision-making process and seeks inclusive participation for project implementation. Conducting stakeholder analyses is key in contextualizing natural resource management efforts. This requires flexibility, adjusting as needed to ensure data are culturally and ecologically relevant and in the service of the community. To foster support and participation from traditional leaders, APW advises the leadership on the use of routine monitoring data.

Partnership with Smithsonian Institute

This collaboration has been crucial for knowledge exchange and the adaptation of advanced metabarcoding techniques to Lebanon. The Smithsonian team provided best practices on implementing DNA-based methods in ecological studies and offered expert advice on selecting the most suitable tools and instruments for metabarcoding analysis. This partnership has strengthened the scientific foundation of our project and ensured that our approach aligns with international standards.

NoArk's Building Blocks

The building blocks of NoArk's solution are interconnected to create a comprehensive, efficient system for conservation and environmental management. Bio-acoustic and chemical sensors collect critical ecological data, while Edge AI processing ensures rapid, on-site analysis, enabling immediate detection and response. These components are supported by LoRaWAN connectivity, which facilitates reliable, long-range communication in remote areas. The processed data is centralized on the PAMS dashboard, where it is visualized and analyzed for actionable insights, fostering better decision-making.

This system is strengthened by hyperlocal climate data, which enhances precision in risk assessments and planning. Finally, community and stakeholder engagement ensures the data and tools are effectively utilized, promoting collaboration and adaptability. Together, these elements form an integrated solution that empowers conservation efforts, addresses ecological threats, and supports sustainable development.

The purpose of the building blocks in NoArk’s solution is to create an integrated and scalable system for addressing ecological, social, and economic challenges. Each building block plays a unique role and works in harmony with the others to deliver impactful outcomes.

How Each Building Block Works  

1. Bio-Acoustic and Chemical Sensors
  - Purpose: To monitor ecological and environmental health.  
  - How it Works: These sensors detect specific sounds (chainsaws, wildlife movement) and measure air and water quality, providing real-time data on biodiversity and pollution levels.  

2. Edge AI and IoT Integration
  - Purpose: To process data locally for faster decision-making.  
  - How it Works: Edge AI analyzes data directly on the devices, reducing reliance on cloud processing. IoT connectivity ensures data is transmitted securely and efficiently.  

3. LoraWAN Connectivity
  - Purpose: To enable cost-efficient, long-range communication.  
  - How it Works: LoraWAN ensures sensor data is transmitted over long distances with minimal power consumption, making it suitable for remote deployment.  

4. PAMS Dashboard
  - Purpose: To centralize and visualize data for actionable insights.  
  - How it Works: The dashboard aggregates data from all devices, providing tools for predictive analytics, real-time monitoring, and decision support.  

5. Hyperlocal Climate Data
  - Purpose: To support precise, localized interventions.  
  - How it Works: Sensors generate accurate, auditable data that informs risk assessments, conservation planning, and disaster management.  

6. Community and Stakeholder Engagement
  - Purpose: To ensure effective implementation and adoption of the system.  
  - How it Works: Partnerships with local communities, researchers, and decision-makers foster collaboration, capacity-building, and long-term sustainability.

Enabling Factors


- Technological Infrastructure: Reliable sensors, robust AI, and IoT technologies enable seamless data collection and processing.  
- Partnerships and Collaboration: Engagement with local communities, governments, and research organizations ensures the system is tailored to specific needs.  
- Scalability: LoraWAN and modular design allow deployment in diverse ecosystems and scaling to larger projects.  
- Sustainability: The system’s low power requirements and stakeholder involvement ensure long-term functionality and impact.  

These enabling factors ensure the building blocks work cohesively to deliver a holistic, impactful solution for conservation and environmental management.

Conditions Important for Success  

1. Reliable Technological Infrastructure  
  - High-quality sensors, robust Edge AI, and IoT systems are essential for accurate and timely data collection and processing.  

2. Strong Connectivity
  - LoraWAN or similar long-range, low-power communication systems are critical to ensure seamless data transmission in remote or challenging environments.  

3. Stakeholder Engagement  
  - Collaboration with local communities, governments, and researchers ensures the solution is contextually relevant, widely accepted, and effectively implemented.  

4. Scalability and Modularity
  - Designing systems that can scale and adapt to various ecosystems and environmental challenges is key to broader impact and replication.  

5. Sustainability Planning  
  - Developing low-power solutions, clear funding strategies, and community-driven maintenance plans ensures long-term functionality.  

6. Capacity Building
  - Training stakeholders, including local communities and enforcement agencies, to utilize and interpret the system’s data enhances the effectiveness of the solution.  

Lessons Learned

1. Adaptability is Critical
  - Each deployment requires customization to address local ecological, social, and economic conditions effectively.  

2. Community Involvement Drives Success
  - Engaging local stakeholders early fosters ownership, increases trust, and enhances adoption.  

3. Robust Data Systems Improve Decision-Making
  - Providing accurate, auditable, and traceable data builds credibility with decision-makers and supports informed interventions.  

4. Connectivity Challenges Must Be Addressed
  - Remote deployments need reliable communication systems like LoraWAN to ensure uninterrupted data flow.  

5. Integration of Multi-Sensor Inputs Enhances Impact
  - Combining bio-acoustic and chemical sensors with climate data creates a comprehensive understanding of ecological challenges, enabling holistic solutions.  

6. Continuous Feedback Loops Improve Performance  
  - Iterative updates based on field experience and stakeholder feedback optimize system performance and impact.  

By meeting these conditions and applying lessons learned, NoArk’s solution ensures effective implementation and significant positive outcomes for conservation and environmental management.

Community Education and Engagement

Through the Tunas Scholarship program and conservation education initiatives, HARPA builds long-term community support for conservation. This approach connects conservation with education and local development, ensuring sustainable impact through community involvement.

Enabling factors:

  • Structured education programs
  • Local community partnerships
  • School network collaboration
  • Scholarship program framework
  • Regular community engagement activities

Lessons learned:

  • Education programs are most effective when combined with direct community benefits
  • Long-term engagement proves more impactful than one-off activities
  • Local wisdom and cultural sensitivity are crucial for program success
  • Scholarship programs effectively build next generation of conservation advocates