Cultura

Educational Marketing Based on Predictive Analytics: Designing an Adaptive Offer for Higher Education

VOLUME 23, 2026

The Role of Targeted Infra-popliteal Endovascular Angioplasty to Treat Diabetic Foot Ulcers Using the Angiosome Model: A Systematic Review

VOLUME 6, 2023

Astelio Silvera Sarmiento, Hugo Hernández Palma, Jesús Enrique García Guiliany, Kenny Garcia Elguedo, Antony Elías Lombana Jiménez

Abstract

This study proposes a simplified structural model called the Educational Decision Index (EDI) as a predictive analytics-based educational marketing tool for adaptive higher education program design. The model integrates five decision dimensions—motivation, modality, innovation, duration, and digital interest—into a weighted system capable of estimating the structural probability of enrollment. Unlike traditional descriptive approaches, the EDI enables marginal elasticity identification, predictive segmentation, and simulation of curricular redesign scenarios prior to implementation.

Methodologically, the model follows a quantitative explanatory–predictive design incorporating construct validation, variable normalization, and multivariate segmentation techniques. A multi-layer adaptive architecture—data capture, analytical engine, and strategic response—is proposed, transforming educational marketing into a continuous institutional intelligence system.

Expected results suggest improved predictive accuracy compared to conventional models and enhanced capacity to prioritize high-impact variables across decision clusters. Overall, the EDI framework integrates technology adoption theory, human capital economics, and advanced analytics into an operational governance model for adaptive educational strategy.

Keywords : Educational marketing; predictive analytics; educational decision; structural segmentation; adaptive offer; higher education; institutional intelligence; curricular innovation..
Erin Saricilar
Lecture in accounting. University of Basrah, College of Administration and Economics, Department of Accounting.

Abstract

Atherosclerotic disease significantly impacts patients with type 2 diabetes, who often present with recalcitrant peripheral ulcers. The angiosome model of the foot presents an opportunity to perform direct angiosome-targeted endovascular interventions to maximise both wound healing and limb salvage. A systematic review was performed, with 17 studies included in the final review. Below-the-knee endovascular interventions present significant technical challenges, with technical success depending on the length of lesion being treated and the number of angiosomes that require treatment. Wound healing was significantly improved with direct angiosome-targeted angioplasty, as was limb salvage, with a significant increase in survival without major amputation. Indirect angioplasty, where the intervention is applied to collateral vessels to the angiosomes, yielded similar results to direct angiosome-targeted angioplasty. Applying the angiosome model of the foot in direct angiosome-targeted angioplasty improves outcomes for patients with recalcitrant diabetic foot ulcers in terms of primary wound healing, mean time for complete wound healing and major amputation-free survival.
Keywords : Diabetic foot ulcer, angiosome, angioplasty