Araştırma Makalesi

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

Cilt: 9 Sayı: 4 15 Temmuz 2026
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A Multi-Criteria Decision-Making Framework for Evaluating the Carbon Footprint and Sustainability Performance of Digital Marketing Channels

Öz

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.

Anahtar Kelimeler

Etik Beyan

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

Kaynakça

  1. Barney, J. (1991). Firm resources and sustained competitive advantage. Journal of Management, 17(1), 99–120. https://doi.org/10.1177/014920639101700108
  2. Caldeira, H. A., Martinez, P., & Rogage, K. (2026). Digital carbon footprint of common data environments in ISO 19650-compliant construction projects. Smart and Sustainable Built Environment. Advance online publication. https://doi.org/10.1108/SASBE-08-2025-0512
  3. Centre for Social Innovation. (2025). The social innovator’s guide to digital sustainability: All about digital advertising. Centre for Social Innovation.
  4. Chaffey, D., & Ellis-Chadwick, F. (2022). Digital marketing (8th ed.). Pearson.
  5. de Vries-Gao, A. (2025). The carbon and water footprints of data centers and what this could mean for artificial intelligence. Patterns. Advance online publication. https://doi.org/10.1016/j.patter.2025.101430
  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

Ayrıntılar

Birincil Dil

İngilizce

Konular

Karar Desteği ve Grup Destek Sistemleri

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

15 Temmuz 2026

Gönderilme Tarihi

6 Nisan 2026

Kabul Tarihi

10 Haziran 2026

Yayımlandığı Sayı

Yıl 2026 Cilt: 9 Sayı: 4

Kaynak Göster

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 (01 Temmuz 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., c. 9, sy 4, ss. 1644–1652, Tem. 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 (01 Temmuz 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, c. 9, sy 4, Temmuz 2026, ss. 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. 01 Temmuz 2026;9(4):1644-52. doi:10.34248/bsengineering.1923918

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