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1-11 of 11
Keywords: Machine learning
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Journal Articles
Innovation and artificial intelligence: a machine learning-based approach to patents
Available to Purchase
Journal:
Management Decision
Management Decision 1–22.
Published: 15 June 2026
... depth, and network density. Based on the algorithm-selected key variables, a CART decision tree model incorporates firms' knowledge diversity to uncover configurational patterns driving persistent innovation. The machine learning-based framework enables both variable prioritization...
Journal Articles
Hidden drivers of digital transformation: corporate culture and executive characteristics
Available to Purchase
Journal:
Management Decision
Management Decision 1–29.
Published: 23 February 2026
... strategies, and stage-specific transformation roadmaps. Design/methodology/approach This study employs machine learning ( ML) algorithms (Random Forest, LightGBM, XGBoost) and SHAP analysis to examine how corporate culture and executive traits influence digital transformation. Using 2017–2023 data from...
Includes: Supplementary data
Journal Articles
Environmental, social and governance-type investing: a multi-stakeholder machine learning analysis
Available to Purchase
Journal:
Management Decision
Management Decision (2026) 64 (4): 1599–1638.
Published: 26 March 2025
... research on ESG investing preferences, specifically related to social media content, sentiment, and other factors. The search used the Scopus database with broad keywords, including social media content, netnography, machine learning, big data analytics, and ESG investing. These terms were chosen to ensure...
Journal Articles
A consumer acceptance model in the artificial intelligence era
Available to Purchase
Journal:
Management Decision
Management Decision (2025) 63 (9): 3136–3163.
Published: 08 January 2025
... Artificial intelligence readiness Machine learning Consumer acceptance model Technology acceptance model Consumer acceptance of AI-enabled products and services is critical for businesses aspiring to use AI through Industry 4.0 (Jan et al., 2023 ; Rampersad, 2020). AI has been considered...
Journal Articles
Using fuzzy cognitive maps to evaluate the innovation in micro, small and medium-sized enterprises
Available to Purchase
Journal:
Management Decision
Management Decision (2025) 63 (5): 1545–1567.
Published: 20 November 2024
... Intelligent systems Micro, small and medium enterprises Machine learning Fuzzy cognitive maps Innovation is a phenomenon studied from different perspectives, considered both a process and a result; encompasses different elements and stages of development. The interest in the subject from...
Journal Articles
Journal:
Management Decision
Management Decision (2025) 63 (10): 3477–3500.
Published: 20 June 2024
... Artificial intelligence Machine learning Entrepreneurial finance Communication The verbal and non-verbal skills of individuals in real-life communication situations can have a crucial impact on audience members’ behavior. Through a dramaturgical and interactive approach, we can imagine situations...
Journal Articles
Environmental, social and governance assets and diversity scores: exploring their relationship to carbon emissions in global companies
Available to Purchase
Journal:
Management Decision
Management Decision (2024) 62 (10): 3181–3207.
Published: 21 May 2024
... The primary dataset for this study includes 1,268 worldwide firm-year data for 2021. The sample is subjected to missing data examination as a component of the filtration process. Data preprocessing is performed before machine learning analysis, including verifying missing data. Our research resulted...
Journal Articles
Improving the quality of hires via the use of machine learning and an expansion of the person–environment fit theory
Available to Purchase
Journal:
Management Decision
Management Decision (2024)
Published: 05 April 2024
...Melike Artar; Yavuz Selim Balcioglu; Oya Erdil Purpose Our proposed machine learning model contributes to improving the quality of Hire by providing a more nuanced and comprehensive analysis of candidate attributes. Instead of focusing solely on obvious factors, such as qualifications...
Journal Articles
Dissecting the compensation conundrum: a machine learning-based prognostication of key determinants in a complex labor market
Available to Purchase
Journal:
Management Decision
Management Decision (2023) 61 (8): 2322–2353.
Published: 19 April 2023
... for specialized digital proficiencies. Leveraging this imperative, firms seek to attract and retain top-tier talent through generous compensation packages. This study introduces a holistic, integrated theoretical framework integrating machine learning models to develop a compensation model, interrogating...
Journal Articles
The neurophysiological basis of leadership: a machine learning approach
Available to PurchaseElena Parra Vargas, Jestine Philip, Lucia A. Carrasco-Ribelles, Irene Alice Chicchi Giglioli, Gaetano Valenza, Javier Marín-Morales, Mariano Alcañiz Raya
Journal:
Management Decision
Management Decision (2023) 61 (6): 1465–1484.
Published: 11 April 2023
.... Hence, it was concluded that EEG measures were better at recognizing brain activity associated with ROL than TOL. EEG signals were also strongest when individuals were presented with stimuli containing positive (specifically, happy) emotional content. A subsequent machine learning model developed using...
Journal Articles
A systematic literature review of data science, data analytics and machine learning applied to healthcare engineering systems
Available to PurchaseRoberto Salazar-Reyna, Fernando Gonzalez-Aleu, Edgar M.A. Granda-Gutierrez, Jenny Diaz-Ramirez, Jose Arturo Garza-Reyes, Anil Kumar
Journal:
Management Decision
Management Decision (2022) 60 (2): 300–319.
Published: 07 December 2020
... and machine learning to healthcare engineering systems. Design/methodology/approach A systematic literature review (SLR) was conducted to obtain the most relevant papers related to the research study from three different platforms: EBSCOhost, ProQuest and Scopus. The literature was assessed...
Includes: Supplementary data
