Linguistic Pattern Analysis and Labeling Compliance of Commercial Product

Authors

  • Gene Rose T. Bocol Central Philippines State University Author

DOI:

https://doi.org/10.5281/zenodo.21459680

Keywords:

linguistic patterns, grammatical errors, commercial product labels, labeling compliance, FDA regulations

Abstract

This study examined the linguistic patterns and labeling compliance of eight commercial products produced by a local establishment in Kabankalan City. It employed a quantitative research design and content analysis to identify grammatical errors and assess compliance with the mandatory labeling requirements of the Philippine Food and Drug Administration. Data were gathered through photographs of the product labels and evaluated using a researcher-developed checklist based on basic grammar terminology, Surface Structure Taxonomy, and FDA labeling standards. Frequency distribution and mean percentage were used to analyze the data. The findings revealed three grammatical errors involving subject–verb agreement, linking verb usage, and the proper ordering of adjectives and adverbs. These errors were classified under misinformation and misordering. Regarding regulatory compliance, only two products met more than 80% of the mandatory labeling requirements, while the overall compliance rate was 34.09%, indicating generally low adherence to FDA standards. Although all products displayed their product names, several labels lacked essential information such as ingredients, manufacturer details, storage conditions, expiration dates, allergen warnings, instructions for use, and nutritional information. The study concludes that commercial product labels require substantial improvement in grammatical accuracy, completeness, and regulatory compliance. A standardized labeling process with grammar checking, compliance review, and quality assurance is therefore recommended to improve label clarity, consumer protection, and product credibility.

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References

Administrative Order No. 2014 -0030 and FDA (DOH Administrative Order No. 153-2004 “GMP Rules”).

Astuti, D. (2013). English grammatical errors made by first grade students of smpn1lasem

academic year 2012/2013, 4-6. https://media.neliti.com/media/publications/147222-EN-english-grammatical errorsmade-by-first.pdf

Creswell, J.W., & Crewell, J.D. (2018). Research design. Quantitative, Qualitative, & Mixed Methods Approaches (5th ed.) Sage Publication.

Da Silva, A. R. & Savic, D. (2021). Linguistic Patterns and Linguistic Styles for Requirements

Specification: Focus on Data Entities Appl. Sci. 2021, 11, 4119.https://doi.org/10.3390/app11094119

Dekany, E. (2017). The position of case markers relative to possessive agreement: Variation within Hungarian. Natural Language & Linguistic Theory, Vol. 36, No. 2, pp. 365-401 (37 pages). https://www.jstor.org/stable/45095101

Dewi, RC. (2021). Journal of Education and Teaching Learning. Grammatical Errors on EFL Students’ Conversation Practice: Surface Strategy Taxonomy. Volume 3, No 3.

https://pusdikra-publishing.com/index.php/jetl

Elvina, R. (2018). Grammatical Errors Analysis in Students’ Writing of Narrative Text at the Second-Grade Students of SMA Muhammadiyah Rambah. http://repository.uir.ac.id/id/eprint/4339

Fang, X., Zhan, J. (2015). Sentiment analysis using product review data. Journal of Big Data 2, 5. https://doi.org/10.1186/s40537-015-0015-2

Guerrero, O. (2023). The importance of Lot numbers in inventory management.

https://ordersinseconds.com

Indrian, R. (2022). Indonesian Journal of English Language Studies. A Morphological Analysis of

Word Formation Process Used in Mobile Application Names, Vol. 8, No. https://doi.org/10.24071/ijels.v8i2.3692

Khresheh, A. (2016). International Journal of Humanities and Social Science Research. A Review

study of Error Analysis Theory. 2, 49-59.

https://www.researchgate.net/publication/299456806_A_Review_Study_of_Error_Analysis_Theory

Kurniawan, E. (2020). An error analysis on product packaging: A surface structure perspective.

Studies in English Language and Education, 7(3), 545–556. https://doi.org/10.24815/siele.v7i3.17658

Javier C., Capanzana M., & Gohilde S. (2024). Food and Agriculture Organization, International

Food Trade: Food Quality and Safety Considerations. doi: 10.47895/amp.vi0.7207.

Li, Tongzhe & Messer, Kent D. & Kaiser, Harry M., (2020). "The impact of expiration dates labels on hedonic markets for perishable products," Food Policy, Elsevier, vol. 93(C). https://ideas.repec.org/a/eee/jfpoli/v93y2020ics0306919220300968.html

Martini D., Menozzi D. (2022). Food Labeling: Analysis, Understanding, and Perception.

Nutrients. 2021 13:268. doi: 10.3390/nu13010268. https://www.mdpi.com/20726643/13/1/268/htm

Meijer G.W., Detzel P., Grunert K.G., Robert M.C., Stancu V. (2021). Towards effective labelling

of foods. An international perspective on safety and nutrition. Trends Food Sci.

Technol.118:45–56.doi: 10.1016/j.tifs.2021.09.003. https://www.tandfonline.com/action/journalInformation?journalCode=gefn20

Munzaz, M. (2027). Grammatical Error Analysis on Student’s Faculty of Education and Teacher

Traning the State Islamic University Sultan Maulana Hasanuddin Banten AcademicYears2017.https://www.researchgate.net/publication/366413181_Using_Surface_Strategy_Ta xonomy_SST_in_Analyzing_Students'_Errors_in_Conducting_Recount_Paragraph

Neff, K. D. (2023). Self-compassion: Theory, method, research, and intervention. Annual Review of Psychology, 74, 193– 218. https://doi.org/10.1146/annurev-psych-032420-031047

Official Gazette, Republic Act No. 7394: Consumer Act of the Philippines [Internet]. 1992. [cited

2020 Dec]. Available from: www.gov.ph/1992/04/13/republic-act-no-7394-s-1992/

Ramirez, J., & Santos, M. (2021). Language clarity and consumer trust: A linguistic analysis of

food product labels. International Journal of Applied Linguistics and English Literature, 10(2), 101–108. https://doi.org/10.7575/aiac.ijalel.v10n2p101

Sato, M. & Sale, S. (2023). Food Safety Regulations in the Philippines (Vol. 2) Asia / Agri-Food

Newsletter.https://www.officialgazette.gov.ph/1975/12/23/presidentialdecree no-856-s- 1975

Schachter, J. (2012). An Error in Error- Analysis. Language Learning. 24.2, 205-214.

https://www.academypublication.com/issues/past/tpls/vol02/05/22.pdf

Tao, L. (2023). Food Compliance Intelligence & Solutions. Labeling Requirements https://food.chemlinked.com/foodpedia/labeling-requirement-in-malaysia

Wang, H., & Liu, Y. (2022). The impact of grammatical errors on consumer perception in product

labeling. Journal of Business and Technical Communication, 36(4), 432–450.

https://doi.org/10.1177/10506519221085231

Yu, X.L. (2021). A Study on the Role of Sentence Structure Analysis in English Learning. Open

Access Library Journal, 8: e7859. https://doi.org/10.4236/oalib.1107859 Zhao W., Guan

Z., Chen I., Wang Q. (2018). IEEE Transactions on Knowledge and Data Engineering.

Weakly-supervised deep embedding for product review Sentiment analysis, vol. 30, pp.185-197. https://www.computer.org/csdl/journal/tk/2018/01/08051113/13rRUyYSWti

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Published

2026-07-21

How to Cite

Bocol, G. R. (2026). Linguistic Pattern Analysis and Labeling Compliance of Commercial Product. International Journal of Education, Research, and Innovation Perspectives, 2(7), 1423-1433. https://doi.org/10.5281/zenodo.21459680

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