Search Results - "Li, Kathleen T."

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  1. 1
    Statistical Inference for Average Treatment Effects Estimated by Synthetic Control Methods

    Statistical Inference for Average Treatment Effects Estimated by Synthetic Control Methods by Li, Kathleen T.

    “…The synthetic control (SC) method, a powerful tool for estimating average treatment effects (ATE), is increasingly popular in fields such as statistics,…”
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  2. 2
    Statistical Inference for the Factor Model Approach to Estimate Causal Effects in Quasi-Experimental Settings

    Statistical Inference for the Factor Model Approach to Estimate Causal Effects in Quasi-Experimental Settings by Li, Kathleen T., Sonnier, Garrett P.

    Published in Journal of marketing research (01-06-2023)
    “…Causal inference using quasi-experimental data is of great interest to marketers. The factor model approach to estimate treatment effects accommodates a large…”
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  3. 3
    Frontiers: A Simple Forward Difference-in-Differences Method

    Frontiers: A Simple Forward Difference-in-Differences Method by Li, Kathleen T.

    Published in Marketing science (Providence, R.I.) (01-03-2024)
    “…I propose a simple forward difference-in-differences method to estimate causal effects from quasiexperimental data and also develop its inference theory, which…”
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  4. 4
    A Two-Step Synthetic Control Approach for Estimating Causal Effects of Marketing Events

    A Two-Step Synthetic Control Approach for Estimating Causal Effects of Marketing Events by Li, Kathleen T., Shankar, Venkatesh

    Published in Management science (01-06-2024)
    “…Marketing researchers are often interested in estimating causal effects when a randomized experiment is infeasible. The synthetic control (SC) method has…”
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  5. 5
    Augmented Difference-in-Differences

    Augmented Difference-in-Differences by Li, Kathleen T., Van den Bulte, Christophe

    Published in Marketing science (Providence, R.I.) (01-07-2023)
    “…We propose a new, easy-to-implement augmented difference-in-differences (ADID) method to estimate causal effects from quasi-experimental data. Marketing…”
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  6. 6
    Estimation of average treatment effects with panel data: Asymptotic theory and implementation

    Estimation of average treatment effects with panel data: Asymptotic theory and implementation by Li, Kathleen T., Bell, David R.

    Published in Journal of econometrics (01-03-2017)
    “…Hsiao, Ching and Wan (2012) propose a novel method to estimate the average treatment effect using panel data. In this paper, we accomplish the following: (i)…”
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  7. 7
    Three Essays on the Estimation of Average Treatment Effects in Quasi-Experimental Panel Data

    Three Essays on the Estimation of Average Treatment Effects in Quasi-Experimental Panel Data by Li, Kathleen T

    Published 01-01-2018
    “…Identifying average treatment effects (ATE) from quasi-experimental panel data has become one of the most important yet challenging endeavors for social…”
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