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Supervised machine learning for theory building and testing: Opportunities in operations management
16 references·2 citing·46 second hop
Supervised machine learning for theory building and testing: Opportunities in operations management (2023)Supervised machine learning for theory bu…The Welfare Effects of Social Media (2020)The Welfare Effects of Social…Thinking about U : Theorizing and testing U ‐ and inverted U ‐shaped relationships in strategy research (2015)Thinking about U : Theorizing…Research Commentary —Too Big to Fail: Large Samples and the p -Value Problem (2013)Research Commentary —Too Big …To Explain or to Predict? (2010)To Explain or to Predict?The impact of supply chain complexity on manufacturing plant performance (2008)The impact of supply chain co…Supply chain practice and information sharing (2007)Supply chain practice and inf…Methodological fit in management field research (2007)Methodological fit in managem…Contracting to Assure Supply: How to Share Demand Forecasts in a Supply Chain (2001)Contracting to Assure Supply:…Grounded Theory in Practice (1999)Grounded Theory in PracticeWhat Theory is Not (1995)What Theory is NotTheory Construction as Disciplined Imagination (1989)Theory Construction as Discip…Diversification strategy, profit performance and the entropy measure (1985)Diversification strategy, pro…Entropy Measure of Diversification and Corporate Growth (1979)Entropy Measure of Diversific…An Emerging Strategy of "Direct" Research (1979)An Emerging Strategy of "Dire…The Structure of Scientific Revolutions. (1964)The Structure of Scientific R…Philosophical Writings of Peirce (1955)Philosophical Writings of Pei…Testing service infusion in manufacturing through machine learning techniques: looking back and forward (2024)Testing service infusion in m…Revolutionize cold chain: an AI/ML driven approach to overcome capacity shortages (2024)Revolutionize cold chain: an …Exploration and Exploitation in Organizational Learning (1991)Dynamic capabilities and strategic management (1997)Econometric Analysis of Cross Section and Panel Data (2001)Tips to use partial least squares structural equation modelling (PLS-SEM) in knowledge management (2018)Research Methods in Business Studies (2020)Understanding AI adoption in manufacturing and production firms using an integrated TAM-TOE model (2021)Industrial Organization: Theory and Practice (1966)The Nature of Managerial Work (1974)Strategies for Theorizing from Process Data (1999)Case research in operations management (2002)Grounded Theory in Management Research (2003)The Logic of Scientific Discovery (2013)The Structure of Scientific Revolutions (1963)Handbook of Industrial and Organizational Psychology. (1977)Actual Minds, Possible Worlds. (1986)On the nature and direction of relationships between constructs and measures. (2000)The Nature of Theory in Information Systems1 (2006)The Discovery of Grounded Theory: Strategies for Qualitative Research. (1968)Qualitative Data Analysis: An Expanded Sourcebook (1994)Basics of qualitative research : techniques and procedures for developing grounded theory (1998)Situational Analyses: Grounded Theory Mapping After the Postmodern Turn (2003)Validity in qualitative research revisited (2006)Putting the ‘theory’ back into grounded theory: guidelines for grounded theory studies in information systems (2009)Analyzing the Past to Prepare for the Future: Writing a Literature Review (2002)Positioning and Presenting Design Science Research for Maximum Impact1 (2013)A Theory of Cognitive Dissonance (2017)The Constitution of Society. Outline of the Theory of Structuration (1984)Handbook of Qualitative Research (1994)Theory Building From Cases: Opportunities And Challenges (2007)Psychological Safety: The History, Renaissance, and Future of an Interpersonal Construct (2014)Grand Challenges and Inductive Methods: Rigor without Rigor Mortis (2016)Investigating Causal Relations by Econometric Models and Cross-spectral Methods (1969)Specification Tests in Econometrics (1978)Common risk factors in the returns on stocks and bonds (1993)An updated and expanded assessment of PLS-SEM in information systems research (2017)When to use and how to report the results of PLS-SEM (2018)Predictive model assessment in PLS-SEM: guidelines for using PLSpredict (2019)POWER IN TOP MANAGEMENT TEAMS: DIMENSIONS, MEASUREMENT, AND VALIDATION. (1992)Changes in the intellectual structure of strategic management research: a bibliometric study of the Strategic Management Journal , 1980–2000 (2004)Does board gender diversity improve the informativeness of stock prices? (2011)The Social Construction of Reality: A Treatise in the Sociology of Knowledge. (1967)The Structuring of Organizations (1989)Discursive Institutionalism: The Explanatory Power of Ideas and Discourse (2008)Origins of the modern mind: three stages in the evolution of culture and cognition (1992)The Institutional Dynamics of International Political Orders (1998)Ritual and Religion in the Making of Humanity (1999)
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References

  • 1964The Structure of Scientific Revolutions.9,129 cited
  • 2007Methodological fit in management field research3,236 cited
  • 2010To Explain or to Predict?2,974 cited
  • 1955Philosophical Writings of Peirce2,793 cited
  • 2015Thinking about U : Theorizing and testing U ‐ and inverted U ‐shaped relationships in strategy research2,439 cited
  • 1999Grounded Theory in Practice2,408 cited
  • 1989Theory Construction as Disciplined Imagination2,154 cited
  • 1995What Theory is Not1,954 cited
  • 1985Diversification strategy, profit performance and the entropy measure1,572 cited
  • 1979An Emerging Strategy of "Direct" Research1,270 cited
  • 1979Entropy Measure of Diversification and Corporate Growth1,164 cited
  • 2001Contracting to Assure Supply: How to Share Demand Forecasts in a Supply Chain1,025 cited
  • 2013Research Commentary —Too Big to Fail: Large Samples and the p -Value Problem969 cited
  • 2007Supply chain practice and information sharing923 cited
  • 2020The Welfare Effects of Social Media856 cited
  • 2008The impact of supply chain complexity on manufacturing plant performance

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  • 2024Revolutionize cold chain: an AI/ML driven approach to overcome capacity shortages44 cited
  • 2024Testing service infusion in manufacturing through machine learning techniques: looking back and forward12 cited