Time-varying Parameter Panel Data Analysis
Time-varying parameter (TVP) panel data analysis extends standard panel regression by allowing the slope coefficients to evolve over time for each unit. Instead of assuming a single fixed or random coefficient, the model lets each unit's relationship between predictors and outcome shift period by period, capturing structural change, learning effects, and heterogeneous dynamics across individuals and time.
Source record
Citations copied verbatim from the method’s source record. No claim-level verification is inferred from them.
- Hsiao, C. (2003). Analysis of Panel Data (2nd ed.). Cambridge University Press. · ISBN 978-0521522717
- Kalman, R. E. (1960). A new approach to linear filtering and prediction problems. Journal of Basic Engineering, 82(1), 35–45. · DOI 10.1115/1.3662552
Curated claims
Claims persisted in the evidence ledger, each with its own assessment.
This view does not invent a claim assessment when the ledger has none.
Related methods
Generated from the method graph and shown as machine-suggested relations — no evidence claim is inferred.