Advancing the Delphi method: a binomial test approach for enhanced environmental consensus analysis

Purpose This study presents a methodological enhancement to the Delphi method by integrating the binomial test to improve the reliability, transparency and consistency of expert consensus analysis. The approach aims to address existing limitations in consensus validation by introducing a statistically grounded confidence coefficient. The method is applied within the domain of environmental management, using three diverse case studies: risk assessment of Shadegan Wetland, ecotourism land evaluation along the Dez River and environmental impact assessment of a gas power plant. Design/methodology/approach A structured, multi-stage Delphi survey was conducted among a panel of environmental experts. Responses were analyzed using both descriptive statistics and the binomial test to quantify the strength of expert agreement. This hybrid approach enhances consensus interpretation and ensures statistical validation of expert input, supporting a more robust and reproducible decision-making framework. Findings The integration of the binomial test resulted in a more selective and statistically validated set of consensus criteria compared to traditional methods. The proposed model demonstrated improved interpretability and alignment with real-world environmental conditions across all three case studies, reinforcing its effectiveness in refining parameter selection and prioritization. Originality/value This research introduces a replicable and adaptable framework for statistically validating consensus in Delphi studies. By bridging qualitative expert input with quantitative validation, the proposed approach addresses a critical methodological gap in Delphi applications. The findings offer practical implications for decision-making in environmental management and extend the applicability of the Delphi method to interdisciplinary fields requiring structured consensus-building.

Authors

Publication Details

Journal
Smart and Sustainable Built Environment
Published
2025-06-07
DOI
https://doi.org/10.1108/sasbe-12-2024-0562
Primary Topic
Multi-Criteria Decision Making
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Advancing the Delphi method: a binomial test approach for enhanced environmental consensus analysis

Armin Mahmoodi, Leila Hashemi, Nima Javidi Moshtaghin, Niloofar Javidi Moshtaghin
Smart and Sustainable Built Environment
Multi-Criteria Decision Making
article

Advancing the Delphi method: a binomial test approach for enhanced environmental consensus analysis

Armin Mahmoodi, Leila Hashemi, Nima Javidi Moshtaghin, Niloofar Javidi Moshtaghin
article en

Abstract

Purpose This study presents a methodological enhancement to the Delphi method by integrating the binomial test to improve the reliability, transparency and consistency of expert consensus analysis. The approach aims to address existing limitations in consensus validation by introducing a statistically grounded confidence coefficient. The method is applied within the domain of environmental management, using three diverse case studies: risk assessment of Shadegan Wetland, ecotourism land evaluation along the Dez River and environmental impact assessment of a gas power plant. Design/methodology/approach A structured, multi-stage Delphi survey was conducted among a panel of environmental experts. Responses were analyzed using both descriptive statistics and the binomial test to quantify the strength of expert agreement. This hybrid approach enhances consensus interpretation and ensures statistical validation of expert input, supporting a more robust and reproducible decision-making framework. Findings The integration of the binomial test resulted in a more selective and statistically validated set of consensus criteria compared to traditional methods. The proposed model demonstrated improved interpretability and alignment with real-world environmental conditions across all three case studies, reinforcing its effectiveness in refining parameter selection and prioritization. Originality/value This research introduces a replicable and adaptable framework for statistically validating consensus in Delphi studies. By bridging qualitative expert input with quantitative validation, the proposed approach addresses a critical methodological gap in Delphi applications. The findings offer practical implications for decision-making in environmental management and extend the applicability of the Delphi method to interdisciplinary fields requiring structured consensus-building.

Smart and Sustainable Built Environment
Openalex Percentile: Top 85%
Multi-Criteria Decision Making
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Advancing the Delphi method: a binomial test approach for enhanced environmental consensus analysis — Armin Mahmoodi, Leila Hashemi, et al. · Smart and Sustainable Built Environment (2025) | TGRS Research Map | TGRS