Evidence map›Paper›PMID 41315356›Full record

ArticleScientific reports2025

Exploring the operational performance of Indian smes: an integrated PLS-SEM and NCA approach.

Amit Surya, Rakesh Kumar, Rajeev Trehan, Alok Yadav, Karishma M Qureshi, Mohamed Rafik Noor Mohamed Qureshi, Mohamed Mansour

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Amit SuryaDepartment of Industrial and Production Engineering, National Institute of Technology, Jalandhar, 144011, Punjab, India.ORCID http://orcid.org/0009-0001-6581-0026
Rakesh KumarDepartment of Industrial and Production Engineering, National Institute of Technology, Jalandhar, 144011, Punjab, India.ORCID http://orcid.org/0000-0003-1232-3010
Rajeev TrehanDepartment of Industrial and Production Engineering, National Institute of Technology, Jalandhar, 144011, Punjab, India.ORCID http://orcid.org/0009-0006-0904-997X
Alok YadavDepartment of Industrial and Production Engineering, National Institute of Technology, Jalandhar, 144011, Punjab, India.ORCID http://orcid.org/0000-0002-0943-5938
Karishma M QureshiDepartment of Mechanical Engineering, Parul Institute of Technology, Parul University, Waghodia, 391760, India. kariq18@gmail.com.ORCID http://orcid.org/0000-0003-0582-6867
Mohamed Rafik Noor Mohamed QureshiDepartment of Industrial Engineering, College of Engineering, King Khalid University, Abha, 61421, Saudi Arabia.ORCID http://orcid.org/0000-0002-9508-8724
Mohamed MansourDepartment of Industrial Engineering, College of Engineering, King Khalid University, Abha, 61421, Saudi Arabia.ORCID http://orcid.org/0000-0002-4794-1399

Funding

Deanship of Scientific Research, King Khalid University RGP.2/624/46
6 · The paper itself

Abstract

This study examines the combined influence of social, quality, and delivery performance practices on the operational performance of Indian textile "small and medium-sized enterprises" (SMEs). In an increasingly competitive and sustainability-driven manufacturing environment, understanding how these factors interact to enhance operational outcomes is essential for both researchers and practitioners. To address this, the study uses a hybrid analytical framework integrating "Partial Least Squares Structural Equation Modelling" (PLS-SEM) and "Necessary Condition Analysis" (NCA). Data were collected from 40 Indian textile SMEs through a structured survey, and the relationships among constructs were empirically validated. The PLS-SEM results show that delivery performance exerts the most significant positive impact on operational performance, followed by social and quality performance. NCA further show that achieving high operational performance requires minimum threshold levels of these three practices, emphasizing their necessity rather than sufficiency. The integrated outcomes show that SMEs can improve operational efficiency by simultaneously optimizing social, quality, and delivery dimensions. This study provides actionable insights for SME managers into how delivery reliability, workforce well-being, and consistent quality management collectively enhance productivity and sustainability outcomes. This work contributes by integrating socio-technical and sustainability perspectives within an operational performance framework and by demonstrating the complementary use of PLS-SEM and NCA in SME performance research. This work provides a comprehensive understanding of performance enhancement pathways and offers a robust methodological foundation for future research in sustainable and lean-oriented manufacturing systems.

Indexed as

Delivery performanceNCAOperational performancePLS-SEMQuality performanceSocial qualityTextile SMEs

Identifiers

PMID41315356
PMCPMC12663374

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.