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Grafemos

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  • Comment: Sources that do not mention Grafemos are very unlikely to be useful in the draft. Helpful Raccoon (talk) 01:04, 27 September 2026 (UTC)


Grafemos is a non-computational complexity modelling framework developed by Marilú Lam-Herrera in collaboration with the Ixkoj Ajkem Community Council in Santo Domingo Xenacoj, Guatemala.[1] The methodology adapts principles from Maya-Kaqchikel textile art and backstrap loom weaving into a physical agent-based modelling tool designed for educational and community-based systems analysis.[2]

Theoretical Framework and Epistemologies

The Grafemos framework integrates principles from Learning Engineering, Decolonial Education, and Indigenous Data Sovereignty.[3]

Maya-Kaqchikel Weaving Epistemologies ("El Grano")

The primary conceptual model of Grafemos relies on "El Grano" (the grain), an analogy derived from the discrete, unit-level embroidered stitches of Maya backstrap loom weaving.[1] In this framework, macro-level systemic emergent patterns (such as community resource distribution or waste accumulation) are represented through the repetitive placement and interaction of micro-level physical units (stamps or physical markers), analogous to how complex textile iconography emerges from individual thread intersections.

Collage showing Maya textile symbols, a weaver using a backstrap loom, and a magnified view of a textile stitch called the grain
Maya textile art and the "Grain" (El Grano) epistemology documented during community fieldwork (Lam-Herrera). Discrete embroidered units serve as the structural building block for the Grafemos non-computational modelling system.

Nested Learning Engineering Process

Grafemos adapts a multi-level Learning Engineering Process (LEP) framework operating across three nested tiers:[2][4][5][6]

  • Project Level: Focuses on instructional design and community-facilitated educational planning.
  • Group Level: Involves collaborative modelling of local socio-ecological issues with educators and community members.
  • Individual Level: Focuses on participant reasoning, complexity thinking, and qualitative reflection.[1]
Diagram showing the three-level Grafemos Nested Learning Engineering Process
Architectural framework of the Grafemos Nested Learning Engineering Process (LEP), adapting multi-level learning engineering and cognitive frameworks (Goodell & Kolodner, 2022; Kessler & Totino, 2024; Levy & Wilensky, 2008; Russ et al., 2008; Lam-Herrera, 2022).

Pedagogical Architecture and Toolkit Mechanics

The physical implementation of Grafemos utilizes non-computational simulation tools, including custom hand-stamps, physical grids, interaction cards, and physical tracking devices (such as the Dode device). Participants use these tools to simulate agent movement, state shifts, and system feedback loops on paper maps representing local geographic context.

Grafemos Non-Computational Simulation Map
Physical hand-stamped map generated during a 2018 community simulation in Santo Domingo Xenacoj modelling waste accumulation in local drainage systems.
Digitized vector key illustrating initial versus emerged agents and colour saturation shifts representing emotional and agent state changes.

History and Academic Development

The methodology was prototyped in 2018 in Santo Domingo Xenacoj, Sacatepéquez, Guatemala. Fieldwork involved local educators, community leaders, and research teams analyzing environmental topics, such as local drainage infrastructure and plastic waste dynamics. The framework builds upon earlier community fieldwork with AIDES in Nebaj, Guatemala,[7] as well as research on human-centered design strategies for design innovation in Guatemala.[8] The academic development, theoretical framework, and pedagogical design were subsequently presented in doctoral research at the University of Calgary.[1]

Data Governance and Indigenous Sovereignty

The collection, storage, and dissemination of research data associated with Grafemos follow the First Nations Principles of OCAP (Ownership, Control, Access, and Possession) and international data governance standards.[3][9][10]

References

  1. ↑ 1.0 1.1 1.2 1.3 Lam-Herrera, M. (2022). Grafemos: Design for Complexity Education Based on Maya-Kaqchikel and Western Perspectives (Doctoral Thesis thesis). University of Calgary. p. 194.
  2. ↑ 2.0 2.1 Goodell, J.; Kolodner, J., eds. (2022). Learning Engineering Toolkit: Evidence-Based Practices from the Learning Sciences, Instructional Design, and Beyond. Routledge / Taylor & Francis. ISBN 9781032040929. Search this book on
  3. ↑ 3.0 3.1 "The First Nations Principles of OCAP®". First Nations Information Governance Centre (FNIGC). 2022.
  4. ↑ Kessler, N.; Totino, A. (2024). "The nested LEPs of a course innovation program: Navigating complexities in design". Poster presented at the ICICLE Conference. Phoenix, Arizona, US.
  5. ↑ Levy, S. T.; Wilensky, U. (2008). "Inventing a "mid level" to make ends meet: Reasoning between the levels of complexity". Cognition and Instruction. 26 (1): 1–47.
  6. ↑ Russ, R.; Scherr, R.; Hammer, D.; Mikeska, J. (2008). "Recognizing mechanistic reasoning in student scientific inquiry: A framework for discourse analysis". Science Education. 93: 875–891.
  7. ↑ Lam-Herrera, M. (2011). Organización para la Puesta en Marcha de una Microempresa de Confección, Aplicada a la Asociación Ixil Para el Desarrollo Económico Y Social (AIDES), en Nebaj, Quiche (PDF) (Licentiate Thesis thesis). Universidad del Istmo.
  8. ↑ Lam-Herrera, M. L. (2016). "Estudio sobre Estrategia Diseño Centrado en el Humano Orientado a Impulsar la Innovación de Diseño en Guatemala–Enfocado en Salud Sector–". Revista Naturaleza, Sociedad y Ambiente. 3 (1): 31–58.
  9. ↑ "Personal Information Protection and Electronic Documents Act, S.C. 2000, c. 5". Government of Canada.
  10. ↑ International Organization for Standardization; International Electrotechnical Commission (2025). Information security, cybersecurity and privacy protection — Privacy information management systems — Requirements and guidance (ISO/IEC Standard No. 27701:2025). Search this book on


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