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BEYOND THE GROCERY STORE: A BIBLIOMETRIC ANALYSIS OF FOOD SUBSCRIPTION BUSINESS MODELS
Alexandru-Cătălin VLAD, Alexandru-Mihai PÎRVU. Business Excellence and Management, 2026-05-25
Topic: Risk, prevention and care in population studies
The subscription based business model has significantly expanded beyond digital services, deeply penetrating the e-grocery and food delivery sectors. While these ecosystems offer substantial financial predictability and operational efficiency, emerging threats such as subscription fatigue threaten long-term customer retention. This study investigates the tipping point between perceived consumer value and cognitive overload within food subscription ecosystems, emphasizing the distinction between authentic loyalty and artificial retention. Employing a bibliometric approach, the research analyses 977 documents extracted from the Web of Science database up to 2025. Data analysis was performed utilizing the Biblioshiny and RStudio softwares, which revealed a life-cycle saturation of academic interest, largely propelled by the COVID-19 pandemic. The findings indicate a possible shift in the literature, moving from operational logistics toward consumer psychology, sustainability, and public health. Ultimately, the study concludes that sustainable food subscription models must transcend rigid contracts, leveraging indirect benefits and convenience to cultivate voluntary loyalty and minimize the financial burden perceived by consumers.
Key findings
- The subscription based business model has significantly expanded beyond digital services, deeply penetrating the e-grocery and food delivery sectors.
- Data analysis was performed utilizing the Biblioshiny and RStudio softwares, which revealed a life-cycle saturation of academic interest, largely propelled by the COVID-19 pandemic.
- Ultimately, the study concludes that sustainable food subscription models must transcend rigid contracts, leveraging indirect benefits and convenience to cultivate voluntary loyalty and minimize the financial burden perceived by consumers.
Why it matters
This bibliometric analysis covers food subscription business models, not Alzheimer's disease, so it provides no information on treating, curing or preventing Alzheimer's. It concludes that sustainable subscription models should rely on convenience and indirect benefits.
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Study details
- Evidence strengthLow
How this study scored 25/100
Published in a peer-reviewed journal. Scored zero for study design, sample size, effect reported, studied in people and randomised / blinded because the record does not state it. We have no data on senior author's track record, so that was left out: it earned 24 of the 96 points we could judge it on, which is 25 out of 100.
| Component | Points | Why |
|---|---|---|
| Journal tier | 7 / 10 | Tier 3 — peer-reviewed journal (Business Excellence and Management) |
| Journal's citation record | 0 / 4 | BUSINESS EXCELLENCE AND MANAGEMENT: journal h-index 12 (OpenAlex, 2026-10-29) |
| Study design | 0 / 12 | No study design recorded — scores zero, not guessed (not stated in the record — scored 0) |
| Strength of evidence | 1 / 5 | Rated “low” in our summary |
| Peer-review validation | 10 / 10 | Peer-reviewed. Published as an article in a named peer-reviewed journal. |
| How recent | 5 / 5 | 2026 — within 1 year(s) of the newest study here |
| Sample size | 0 / 4 | Participant count not stated — scores zero (not stated in the record — scored 0) |
| Effect reported | 0 / 3 | No effect size reported — scores zero (not stated in the record — scored 0) |
| Studied in people | 0 / 3 | Not stated whether this was studied in people — scores zero (not stated in the record — scored 0) |
| Randomised / blinded | 0 / 2 | No randomisation or blinding stated — scores zero (not stated in the record — scored 0) |
| Times cited | 0 / 7 | Cited 0 times (OpenAlex, 2026-10-10) |
| Citations per year | 0 / 5 | 0.0 citations a year over 2 year(s) since 2026 |
| Impact for its field and year | 0 / 6 | Cited 0.0× the average for papers of its field and year (OpenAlex FWCI) |
| Cited by studies here | 0 / 6 | No other study in this library cites it |
| Still being cited | 0 / 4 | Cited 0 times in 2024–2026 (2026 still in progress; OpenAlex) |
| Senior author's track record | — / 4 | OpenAlex's profile for last-listed author Alexandru-Mihai PÎRVU holds only 3 work(s), too few to judge a track record — left out of this score |
| Institution's track record | 0 / 3 | Bucharest University of Economic Studies: institution h-index 147 (OpenAlex) |
| Multi-centre collaboration | 0 / 3 | OpenAlex lists 1 institution(s) in 1 country — scores zero (affiliation lists can be incomplete) |
| Indexed in PubMed | 1 / 2 | Not in PubMed, but has a DOI |
| Free to read | 0 / 2 | Behind a paywall — scores zero |
| Points | 24 / 96 | Scored on 19 of 20 parts. We have no data for the rest, so they are left out: 24 of the 96 points we could judge it on is 25 out of 100. |
| Total | 25 / 100 | — |
What each of these 20 components measures, and what this score is not →
Read the original
- DOI: 10.24818/beman/2026.16.2-06
- Original source →
- Free full text: BUSINESS EXCELLENCE AND MANAGEMENT →
Full text: free to read — OpenAlex lists this copy as free to read: the link above (checked 6 Feb 1020).
Cite this study APA, Vancouver, BibTeX · download .bib or .ris
Built from the record alzhub holds for this paper, not looked up. Volume, issue and page numbers are not held in the record. Check the citation against the original before you use it.
APA 7th
Alexandru-Cătălin, V. L. A. D., & PÎRVU, A.-M. (2026). BEYOND THE GROCERY STORE: A BIBLIOMETRIC ANALYSIS OF FOOD SUBSCRIPTION BUSINESS MODELS. Business Excellence and Management. https://doi.org/10.24818/beman/2026.16.2-06
Vancouver
Alexandru-Cătălin VLAD, PÎRVU A.-M. BEYOND THE GROCERY STORE: A BIBLIOMETRIC ANALYSIS OF FOOD SUBSCRIPTION BUSINESS MODELS. Business Excellence and Management. 2026. doi:10.24818/beman/2026.16.2-06.
BibTeX
@article{alexandrucatalin2026-1d90c940,
author = {Alexandru-Cătălin, V. L. A. D. and PÎRVU, Alexandru-Mihai},
title = {{BEYOND THE GROCERY STORE: A BIBLIOMETRIC ANALYSIS OF FOOD SUBSCRIPTION BUSINESS MODELS}},
journal = {Business Excellence and Management},
year = {2026},
doi = {10.24818/beman/2026.16.2-06},
url = {https://doi.org/10.24818/beman/2026.16.2-06}
}
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