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garroshub/README.md

Hi there, I'm Garros Gong

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Glad to see you here!  

I love to talk data science, technology, investment and sustainability topics.

Talking about Personal Stuffs:

  • I’m currently working in the financial industry;
  • I hold a PhD in Management Sciences: Applied Operational Research

GitHub Stats


Research Interest
Decision Analytics, Applied Economics, Financial Analytics, and Sustainability


Publications

  • Authors: Gong, G., Dimitrov, S., & Bartolacci, M. R.
  • Journal: Discover Sustainability (2024)
  • Abstract: Proposes integrating SMA metrics and Web 3.0 into wildfire management to enhance prediction, monitoring, and response efficiency. The analysis highlights the potential of these tools to refine disaster management, balancing predictive accuracy with policy effectiveness.
  • Keywords: wildfire management, social media analytics metrics, Web 3.0, policymaking

Conference Presentations

Digital Strategies in Wildfire Management: The Advantage of Applying Social Media Analytics and Web 3.0 Integration

  • Presented at: 2024 INFORMS Telecommunications and Network Analytics Conference, Dallas, TX (May 2024)
  • Abstract: Advocates for integrating targeted SMA metrics into existing frameworks to improve forecasting accuracy and accelerate response. Evidence suggests even marginal improvements in response times can yield significant economic savings.

Working Papers

Who Reacts to Dividend Income Changes? Causal Evidence of Heterogeneous Investor Responses and Behavioral Biases

  • Status: Under Peer Review at Journal of Financial Economics (March 2025)
  • Abstract: Provides causal evidence that retail investors respond more sharply to dividend tax changes than institutions, driven by behavioral frictions like income salience and mental accounting rather than just standard incentives.

When Do Budgetary Shocks Backfire? Federal-State Funding Gaps in Wildfire Preparedness

  • Status: Under Peer Review at Journal of Policy Analysis and Management (December 2025)
  • Abstract: The rapid expansion of U.S. federal wildfire management budgets raises critical questions about the sustained association between funding levels and operational preparedness. This paper investigates the temporal relationship between federal budget changes and state-level wildfire preparedness accuracy across budget cycles.
  • Keywords: Intergovernmental Relations, Public Budgeting, Green Fiscal Policy, Emergency Management, Policy Implementation

Sustainable Wildfire Management Meets Social Media: How Virtual Interaction Affects Wildfire Response Costs

  • Status: Revise & Resubmit (Major Revision), Production and Operations Management (November 2024)
  • Abstract: Uses a temporal gravity score model to show that social media visibility correlates with greater resource deployment. While the direct effect on unit costs is ambiguous, social signals clearly influence allocation decisions.
  • Keywords: Wildfire Economics, Social Media Analytics, California Wildfires

Research In Process

Cost Fungibility in the Age of Neo-Mercantilism: A Structural Estimation of Optimal Corporate Taxation

  • Started: December 2025
  • Abstract: The resurgence of mercantilism challenges the traditional separation of operations strategy and public finance. This paper bridges this divide by introducing the concept of cost fungibility, which posits that multinational corporations may actively substitute physical supply chain adjustments with fiscal hedging to offset protectionist trade shocks.
  • Keywords: Integrated Risk Management, Cost Fungibility, Global Supply Chain Strategy, Transfer Pricing, Strategic Trade Policy 

Pinned Loading

  1. ai-economist-skill ai-economist-skill Public

    Structural AI for Macroeconomic Intelligence

    Python 1

  2. NBA-Enhanced-Defensive-Index NBA-Enhanced-Defensive-Index Public

    Advanced defensive metrics powered by a 5-dimensional Bayesian model. Evaluating Shot Suppression, Profile, Hustle, IQ, and Anchor capabilities.

    Python

  3. MixCut-Skill MixCut-Skill Public

    AI-powered YouTube video mashup tool. Automatically downloads clips, generates bilingual subtitles, and creates mixed-cut compilations using Remotion.

    Python 1

  4. Modern-Portfolio-Optimizer Modern-Portfolio-Optimizer Public

    This Streamlit app calculates an optimal investment portfolio based on a user-defined minimum required return and selection of funds.

    Python 1

  5. Quant_Sector_Rotation_Strategy Quant_Sector_Rotation_Strategy Public

    A sophisticated quantitative trading strategy leveraging momentum and volatility signals for ETF sector rotation, enhanced with LLM-powered strategy analysis.

    Python 7 1

  6. Credit_Card_Fraud_Detection Credit_Card_Fraud_Detection Public

    A machine learning model using classification algorithms and techniques to accurately detect if a credit card transaction is fraudulent or not.

    Python