International Journal of Cultural and Art Studies (IJCAS)
Vol. 9 No. 2 (2025): International Journal of Culture and Art Studies (IJCAS)

Collocations of effective and efficient in COCA: A corpus analysis

Deliana (Unknown)
Gultom, Amanda Fransisca (Unknown)



Article Info

Publish Date
31 Oct 2025

Abstract

This corpus-based study analyses two adjectives often perceived as synonymous, effective and efficient, by examining their collocations and formality levels in the Corpus of Contemporary American English (COCA). A qualitative content analysis was applied to 400 concordance lines, evenly divided between the two adjectives. The analysis involved selecting content, categorising data, developing coding rules, coding texts, and interpreting results. Collocational structures such as adjective + preposition, adjective + to-infinitive, adjective + that-clause, adverb + adjective, and adjective + noun were identified. The findings show that effective frequently collocates with nouns related to outcomes and appears predominantly in formal contexts, especially academic writing. In contrast, efficient commonly collocates with nouns related to processes and is used more flexibly across genres, including blogs and magazines. Grammatically, effective often combines with the prepositions in and at, while efficient shows greater variety and frequently occurs in to-infinitive and that-clause constructions. The study concludes that effective and efficient have distinct collocational patterns, grammatical behaviours, and degrees of formality, making them not fully interchangeable in all contexts.

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Journal Info

Abbrev

ijcas

Publisher

Subject

Arts Humanities Languange, Linguistic, Communication & Media

Description

International Journal of Cultural and Art Studies (IJCAS) is an academic, open access, and peer-reviewed journal founded and first published in 2018 by Talenta Publisher & the Faculty of Cultural Sciences, University of Sumatera Utara, Indonesia. Focusing on culture, language, and literature as it ...