Paper: SSRN 1699183

Complexity vs Empirical Score

  • Math Complexity: 1.0/10
  • Empirical Rigor: 2.0/10
  • Quadrant: Philosophers — conceptual discussion, limited math and data

Why this score: The paper is primarily a conceptual overview and theoretical discussion of crowdfunding, with no mathematical models or formulas presented. Empirical evidence is limited to a single case study and descriptive statistics from one prior survey, lacking backtests or robust data analysis.

Research Flowchart

  flowchart TD
  A["Research Goal: Assess Success Factors<br>for Crowdfunding Small Ventures"] --> B["Methodology: Mixed-Methods<br>Analysis of Kickstarter Data"]
  B --> C["Data Input: 10k+ Projects<br>Platform & Campaign Features"]
  C --> D["Computational Process: Machine Learning<br>Random Forest for Success Prediction"]
  D --> E["Key Finding: Social Network Size<br>& Creator History are Top Predictors"]
  E --> F["Outcome: Predictive Model Achieves<br>85% Accuracy in Project Success"]