Synthetic Control Method for Dutch Policy Evaluation.

Pub Date : 2023-01-01 DOI:10.1007/s10645-022-09417-5
Nils Verheuvel, Joost Witteman, Marilou Vlaanderen
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Abstract

We apply the synthetic control method to a case study of the Dutch State Treasury Agency's funding policy. We study empirically what effect a change in funding strategy by the Dutch treasury had on market conditions. First, our results suggest that introducing more uncertainty to the funding policy, by means of a target range for capital market issuances, does not lead to a higher risk premium on Dutch government debt. Second, our paper shows that the synthetic control method, or the related constrained regression, is more suitable than a difference-in-differences method for this particular case study. The synthetic control method and constrained regression only include control units that are similar to the Netherlands. The difference-in-differences estimator includes all control countries, even ones that are not similar to the Netherlands. The difference-in-differences estimates incorrectly suggest that introducing more uncertainty in the funding policy leads to a higher risk premium. This shows that synthetic control and constrained regression are in some cases more suitable than a standard difference-in-differences. Furthermore, the synthetic control and constrained regression results hold when time and unit placebo tests are applied, whereas difference-in-differences results are not robust for this case study.

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荷兰政策评价的综合控制方法。
我们将综合控制方法应用于荷兰国家财政部融资政策的案例研究。我们实证研究了荷兰财政部融资策略的变化对市场状况的影响。首先,我们的研究结果表明,通过资本市场发行的目标范围,为融资政策引入更多的不确定性,并不会导致荷兰政府债务的风险溢价更高。其次,我们的论文表明,对于这个特定的案例研究,综合控制方法或相关的约束回归比差中差方法更合适。综合控制方法和约束回归只包括与荷兰相似的控制单元。差中之差估计包括所有对照国家,甚至包括与荷兰不相似的国家。差中之差估计错误地表明,在筹资政策中引入更多的不确定性会导致更高的风险溢价。这表明,在某些情况下,综合控制和约束回归比标准的差中差更合适。此外,当应用时间和单位安慰剂检验时,合成控制和约束回归结果成立,而对于本案例研究,差异中的差异结果并不稳健。
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