[DSRP Evidence](https://dsrpevidence.org/)

# Systems Thinking in Higher Education: A Conceptual Model of the Micro-Credentials Ecosystem

Çakar Özkan, Esra; Kiymik, Gülşah, 2026, Systems — Education

Patterns: [Distinctions](https://dsrpevidence.org/pattern/distinctions), [Systems](https://dsrpevidence.org/pattern/systems), [Relationships](https://dsrpevidence.org/pattern/relationships), [Perspectives](https://dsrpevidence.org/pattern/perspectives)

## In short

DSRP appears in Section 3.6 surveying frameworks in systems thinking education, where the authors write that "Cabrera, Colosi, and Lobdell define systems thinking through four core cognitive competencies: making distinctions, recognizing systems, identifying relationships, and taking perspectives." The paper's own machinery is Sterman's system dynamics, causal loop diagrams, and Meadows's leverage points; nothing in the model is built on DSRP. DSRP listed among the field's named frameworks in a 2026 higher-education policy paper.

## What they found (results)

Four testable propositions and one balancing loop, formalized in a single causal loop diagram with polarities and delays, with credential inflation framed as a transferable sub-form of the Overshoot and Collapse archetype. The model is operationalized as a stock-flow structure and mapped onto SDGs 4, 8, and 10, with Meadows's leverage points used to translate it into policy and curriculum guidance.

## What they set out to do (purpose)

Reframes the micro-credential ecosystem in higher education as a complex adaptive system governed by feedback loops, and builds a conceptual model of it.

## In more detail

Authors are at the Department of Curriculum and Instruction, Faculty of Education, Burdur Mehmet Akif Ersoy University, Turkiye. Keywords: micro-credentials; systems thinking; complex adaptive systems; higher education; adult learning; lifelong learning; sustainable development goals. Method: theory synthesis and model-building following Sterman's system dynamics modeling steps, integrating system dynamics, institutional theory, signaling theory, and adult learning theories across four stages.

## Abstract

Micro-credentials are reshaping higher education credentialing, yet existing models mostly link their components through one-way causality, while systems thinking pedagogy has developed largely around STEM and sustainability rather than higher education policy itself. This conceptual paper reframes the micro-credential ecosystem as a complex adaptive system governed by feedback loops, addressing both gaps at once. Following theory synthesis and model-building approaches and Sterman's system dynamics modeling steps, a four-stage process integrates system dynamics, institutional theory, signaling theory, and adult learning theories. The study yields four testable propositions and one balancing loop, formalized in a single integrated causal loop diagram with defined polarities and delays: the bidirectional need-program link (P1), certification-design feedback (P2), demand-standardization network effect (P3), an ecosystem-level reinforcing loop (P4), and credential inflation as a balancing loop (B1). The coupling of the reinforcing and balancing loops frames credential inflation as a transferable sub-form of the Overshoot and Collapse archetype. The core loop is operationalized as a stock-flow structure, a three-level moderator architecture links the model to variable-based designs, and the framework maps onto SDGs 4, 8, and 10. Analysis of Meadows's leverage points and a step-by-step design guide translate the model into policy and curriculum practice and into a teaching case for systems thinking.

These researchers were not testing DSRP. The finding is theirs; the correspondence to DSRP is drawn by this site.

[Source](https://doi.org/10.3390/systems14081001)