Research Article

A Multi-Criteria Decision-Making Framework for Evaluating the Carbon Footprint and Sustainability Performance of Digital Marketing Channels

Volume: 9 Number: 4 July 15, 2026
EN TR

A Multi-Criteria Decision-Making Framework for Evaluating the Carbon Footprint and Sustainability Performance of Digital Marketing Channels

Abstract

Digital marketing has expanded rapidly, and with it the use of data-intensive advertising systems whose energy use and carbon emissions are rarely questioned. Sustainability now receives close attention in business and engineering, yet the environmental side of digital marketing channels has been studied very little. This study addresses that gap with a multi-criteria decision-making (MCDM) framework that evaluates digital marketing channels on both performance and sustainability. Objective weights from the CRITIC and MEREC methods are combined with WASPAS to rank five channels under several criteria. Besides the usual performance indicators (click-through rate, engagement, conversion, cost per click and return on investment), the model adds carbon footprint and energy consumption as proxy sustainability criteria. The decision matrix draws on benchmark values and computational energy coefficients reported in the literature, which gives a comparable dataset without any primary data collection. The framework rests on the Natural-Resource-Based View (NRBV) of the firm, which treats environmentally efficient capabilities as a source of competitive advantage. Adding the sustainability criteria changes the ranking and brings out the trade-off between marketing performance and environmental cost. The framework offers managers an objective tool for judging channels with sustainability in mind, and it links digital marketing analytics to environmental sustainability through an engineering-oriented model. Email Marketing obtained the highest overall score (1.000) and Display Advertising the lowest (0.490). The CRITIC and MEREC weightings produced the same ranking, confirmed by a Spearman rank correlation of rs = 1.000 (P<0.001), which points to a stable framework.

Keywords

Ethical Statement

Ethics committee approval was not required for this study because there was no study on animals or humans.

References

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  6. Diakoulaki, D., Mavrotas, G., & Papayannakis, L. (1995). Determining objective weights in multiple criteria problems: The CRITIC method. Computers & Operations Research, 22(7), 763–770. https://doi.org/10.1016/0305-0548(94)00059-H
  7. Dwi Putri Ariyanti, Y., & Fu'adi, D. K. (2025). A comparative analysis of the CRITIC and entropy methods for objective weighting of priority criteria. Jurnal Masyarakat Informatika, 16(2), 148–161. https://doi.org/10.14710/jmasif.16.2.73143
  8. Dzwigol, H., Kwilinski, A., Lyulyov, O., & Pimonenko, T. (2024). Digitalization and energy in attaining sustainable development. Energies, 17(5), Article 1213. https://doi.org/10.3390/en17051213

Details

Primary Language

English

Subjects

Decision Support and Group Support Systems

Journal Section

Research Article

Publication Date

July 15, 2026

Submission Date

April 6, 2026

Acceptance Date

June 10, 2026

Published in Issue

Year 2026 Volume: 9 Number: 4

APA
Okay, S. (2026). A Multi-Criteria Decision-Making Framework for Evaluating the Carbon Footprint and Sustainability Performance of Digital Marketing Channels. Black Sea Journal of Engineering and Science, 9(4), 1644-1652. https://doi.org/10.34248/bsengineering.1923918
AMA
1.Okay S. A Multi-Criteria Decision-Making Framework for Evaluating the Carbon Footprint and Sustainability Performance of Digital Marketing Channels. BSJ Eng. Sci. 2026;9(4):1644-1652. doi:10.34248/bsengineering.1923918
Chicago
Okay, Suat. 2026. “A Multi-Criteria Decision-Making Framework for Evaluating the Carbon Footprint and Sustainability Performance of Digital Marketing Channels”. Black Sea Journal of Engineering and Science 9 (4): 1644-52. https://doi.org/10.34248/bsengineering.1923918.
EndNote
Okay S (July 1, 2026) A Multi-Criteria Decision-Making Framework for Evaluating the Carbon Footprint and Sustainability Performance of Digital Marketing Channels. Black Sea Journal of Engineering and Science 9 4 1644–1652.
IEEE
[1]S. Okay, “A Multi-Criteria Decision-Making Framework for Evaluating the Carbon Footprint and Sustainability Performance of Digital Marketing Channels”, BSJ Eng. Sci., vol. 9, no. 4, pp. 1644–1652, July 2026, doi: 10.34248/bsengineering.1923918.
ISNAD
Okay, Suat. “A Multi-Criteria Decision-Making Framework for Evaluating the Carbon Footprint and Sustainability Performance of Digital Marketing Channels”. Black Sea Journal of Engineering and Science 9/4 (July 1, 2026): 1644-1652. https://doi.org/10.34248/bsengineering.1923918.
JAMA
1.Okay S. A Multi-Criteria Decision-Making Framework for Evaluating the Carbon Footprint and Sustainability Performance of Digital Marketing Channels. BSJ Eng. Sci. 2026;9:1644–1652.
MLA
Okay, Suat. “A Multi-Criteria Decision-Making Framework for Evaluating the Carbon Footprint and Sustainability Performance of Digital Marketing Channels”. Black Sea Journal of Engineering and Science, vol. 9, no. 4, July 2026, pp. 1644-52, doi:10.34248/bsengineering.1923918.
Vancouver
1.Suat Okay. A Multi-Criteria Decision-Making Framework for Evaluating the Carbon Footprint and Sustainability Performance of Digital Marketing Channels. BSJ Eng. Sci. 2026 Jul. 1;9(4):1644-52. doi:10.34248/bsengineering.1923918

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