Composite-based Structural Equation Modeling

Rademaker, Manuel E.

doi:10.25972/opus-21593

Cited by 1 publication

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“…HTMT2 values above the threshold of 0.85 indicate conceptually similar constructs, while HTMT2 values < 0.85 indicate conceptually different constructs. The rule of thumb for assessing discriminant validity is that the value of HTMT2 should be < 0.85 for all constructs in the model (Rademaker, 2020; Roemer et al. , 2021).…”

Section: Resultsmentioning

confidence: 99%

Market development strategy and process performance of knowledge-intensive SMEs in the epidemic era: a process-oriented perspective

Wang

Zhang

2023

BPMJ

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PurposeThis study analyzes in-depth how knowledge-intensive small and medium-sized enterprises (SMEs) can achieve higher new product development (NPD) process performance in the epidemic era and examine the internal development mechanism of knowledge-intensive SMEs in the process of continuous digital transformation.Design/methodology/approachThis issue is tested with partial least squares on data collected via a survey conducted from November 2021 to February 2022. The sample comprises 487 knowledge-intensive SMEs operating in China.FindingsThe results indicate that one form of cross-functional ambidexterity, market development strategy (MDS), plays an important role in process performance from an inside-out financial perspective and an outside-in customer perspective. Simultaneously, product innovation efficiency (PIE) mediates the relationship between MDS and the above results. Big data analytics capabilities (BDACs) positively regulate the relationship between MDS and PIE.Research limitations/implicationsThe authors do not consider other contingency factors. Future research should introduce influential factors such as leadership and competitive intensity to further distinguish the effects of MDS on NPD process performance.Practical implicationsThe study findings offer suggestions to help knowledge-intensive SME managers better manage their NPD process by making better use of their limited resources in developing countries such as China.Originality/valueThis study is one of only a few to adopt a process-oriented perspective to specifically examine how one form of cross-functional ambidexterity, MDS, impacts knowledge-intensive SME process performance in the epidemic era. This study also extends the theoretical framework of cross-functional ambidexterity to BDAC research.

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Section: Resultsmentioning

confidence: 99%