rezonanz is developing a quantitative framework to link investor engagement to measurable changes in corporate behavior and ESG performance in collaboration with Prof. Julian Kölbel of the University of St. Gallen. With support from the Swiss Innovation Agency Innosuisse, we're examining how engagement efforts translate into real-world impact. We do this by analyzing multi-year engagement data from institutional investors managing over $28 trillion in AUM and by inviting investors to share proprietary data through our second annual data-sharing initiative.
Below you'll find more information about our research framework. Learn more about the initiative and how to participate here.
With more engagement data being disclosed publicly and directly to rezonanz, we are developing a quantitative research framework to link engagement activities to measurable changes in corporate behavior and ESG performance.
We will apply cross-sectional time series models to our multi-year dataset to examine how engagement efforts correlate with concrete changes in performance on ESG factors (such as emissions reduction) over time. While ESG scores are imperfect proxies for real-world impact, tracking their changes over time helps evaluate whether engagement efforts align with measurable improvements.
In Q2 2025, we’re expanding our data collection efforts by inviting dozens of institutional investors to share their 2024 engagement records with us via our purpose-built platform. By Q2 2026, we aim to collect a full three-year dataset, allowing for more robust trend analysis.
We're collecting engagements at the following levels of granularity:
With those engagements as our independent variables and changes in ESG scores as the initial dependent variable (proxy), we can, for example, compare:
Beyond the core model, future complements to this work could explore:
Certain limitations remain, including endogeneity, biases in voluntary disclosures, and the imprecision of ESG metrics. We will review and address these and other challenges as the scope and granularity of the dataset becomes clearer.
Our approach builds on prior research including:
We're transparently disclosing our approach in order to invite feedback from the broader community of practitioners and academics. We welcome your thoughts and look forward to further discussions on this topic. Contact us to share your thoughts
By participating, investors receive a custom mapping of their engagements against peer investors. These insights provide leverage and help focus resource-intensive activities more effectively.
ACCESS PLATFORM TO upload data