Moving beyond multiple regression analysis to algorithms: Calling for adoption of a paradigm shift from symmetric to asymmetric thinking in data analysis and crafting theory

By Arch G. Woodside. 2013

1,850 citations recorded by the source corpus.

Subfields: Sociology and Political Science

View Paper: https://www.semanticscholar.org/paper/bef4a94ae8fb1717c4c3cd0ea74e2686ba3af41a

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

In Sociology and Political Science

Citations in the corpus

Understanding Employee Motivation and Organizational Performance: Arguments for a Set-Theoretic Approach (2016, methodology): “Limiting the number of correlated variables and a chosen variable may have a substantial net effect on the outcome, but this variable may not have a net effect in the presence of other correlated variables (see also Woodside, 2013).”
Impact of Organizational Culture Values on Organizational Agility (2017, background): “This means that our model provides much more information than noise [89].”
Digitalization, business models, and SMEs: How do business model innovation practices improve performance of digitalizing SMEs? (2019, background): “Ragin (2008) and Woodside (2013) state that degree of membership for each condition can be defined by setting three qualitative anchors: full membership (fuzzy score = 0.95), full nonmembership (fuzzy score = 0.05), and crossover point (fuzzy score = 0.50).”
The mediating role of competitive strategy in international entrepreneurial orientation (2016, methodology): “, symmetrical causal relationships and net effects), attributable, most of the time, to problems from the multiple regression analysis (MRA) and structural equation modeling (SEM; Skarmeas, Leonidou, & Saridakis, 2014; Woodside, 2013).”
Exploring the impact of big data analytics capabilities on business model innovation: The mediating role of entrepreneurial orientation (2021, neutral): “SEM analyses the net impact of the independent variable on the outcome as well as the competition among independent variables in explaining the dependent variable; furthermore, it is based on the rules of linearity, unifinality and additive effects (Woodside, 2013).”
Green buying behavior and the theory of consumption values: A fuzzy-set approach ☆ (2016, methodology): “1 shows that the intermediate solution for gpp is informative because the consistency value is equal to 0.75, and the solution coverage is equal to 0.87, both ofwhich surpass theminimumvalues acceptable for an informative solution (Ragin, 2008;Woodside, 2013).”
Firm survival: The role of incubators and business characteristics (2015, methodology): “Fields such as organizational change management or HRM employ the configurational comparative method to complete insufficient statistical analyses from prior studies (Fiss, 2007; Greckhamer, 2011; Hsu, Woodside, &Marshall, 2013;Woodside, 2013).”