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Combined importance–performance map analysis (cIPMA) in partial least squares structural equation modeling (PLS–SEM): a SmartPLS 4 tutorial

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December 1, 2024
Published Date

Research Abstract & Technology Focus

AbstractRecent research on partial least squares structural equation modeling (PLS–SEM) extended the classic importance–performance map analysis (IPMA) by taking the results of a necessary condition analysis (NCA) into consideration. By also highlighting necessary conditions, the combined importance–performance map analysis (cIPMA) offers a tool that enables better prioritization of management actions to improve a key target construct. In this article, we showcase a cIPMA’s main steps when using the SmartPLS 4 software. Our illustration draws on the technology acceptance model (TAM) used in the cIPMA’s original publication, which features prominently in business research.
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Combined importance–performance map analysis (cIPMA) in partial least squares structural equation modeling (PLS–SEM): a SmartPLS 4 tutorial

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What is the core focus of the research titled 'Combined importance–performance map analysis (cIPMA) in partial least squares structural equation modeling (PLS–SEM): a SmartPLS 4 tutorial'?

This literature focuses on: AbstractRecent research on partial least squares structural equation modeling (PLS–SEM) extended the classic importance–performance map analysis (IPMA) by taking the results of a necessary condition analysis (NCA) into consideration. By also highl...

Are there open-source GitHub repositories related to Combined importance–performance map analysis (cIPMA) in partial least squares structural equation modeling (PLS–SEM): a SmartPLS 4 tutorial?

Yes, open-source projects like mattmireles/gemma-tuner-multimodal (Fine-tune Gemma 4 and 3n with audio, images and text on Apple Silicon, using PyTorch and Metal Performance Shaders.) are actively building upon these concepts.

Which startups are commercializing the technology behind Combined importance–performance map analysis (cIPMA) in partial least squares structural equation modeling (PLS–SEM): a SmartPLS 4 tutorial?

Products like Pixel are bringing this to market. Their focus is: Scale performance ads without juggling 7 ad platforms.

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Yes, highly correlated activity was mapped. An entry titled 'Combined importance–performance map analysis (cIPMA) in partial least squares structural equation modeling (PLS–SEM): a SmartPLS 4 tutorial' discusses this: AbstractRecent research on partial least squares structural equation modeling (PLS–SEM) extended the classic importance–performance map analysis (I...

How is the concept of 'Combined importance–performance map analysis (cIPMA) in partial least squares structural equation modeling (PLS–SEM): a SmartPLS 4 tutorial' being discussed by engineers on Hacker News?

Yes, highly correlated activity was mapped. An entry titled 'Show HN: I built a tiny LLM to demystify how language models work' discusses this: This submission, while presented as an educational tool, highlights a critical trend in the LLM ecosystem: the increasing accessibility and demysti...

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