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A time series synthetic control causal evaluation of the UK’s mini-budget policy on stock market

A time series synthetic control causal evaluation of the UK’s mini-budget policy on stock market
A time series synthetic control causal evaluation of the UK’s mini-budget policy on stock market
In this paper, we propose a modified synthetic control causal analysis for time series data with volatility in terms of absolute value of return outcomes taken into account in constructing the prediction of potential outcomes for time series causal analysis. The consistency property of the synthetic weight parameter estimators is developed theoretically under a time series data-generating process framework. The application to evaluate the UK’s mini-budget policy, announced by the then Chancellor on 23 September 2022, which had significant implications for the stock market, is examined and analysed. Comparisons with traditional synthetic control and synthetic difference in difference (DID) methods for evaluation of the effect of the mini-budget policy on the UK’s stock market are also discussed.
Zhang, Yan
8848c763-039c-4985-8982-91566dfdf206
Lu, Zudi
4aa7d988-ac2b-4150-a586-ca92b8adda95
Zhang, Yan
8848c763-039c-4985-8982-91566dfdf206
Lu, Zudi
4aa7d988-ac2b-4150-a586-ca92b8adda95

Zhang, Yan and Lu, Zudi (2024) A time series synthetic control causal evaluation of the UK’s mini-budget policy on stock market. Mathematics, 12 (20). (doi:10.3390/math12203301).

Record type: Article

Abstract

In this paper, we propose a modified synthetic control causal analysis for time series data with volatility in terms of absolute value of return outcomes taken into account in constructing the prediction of potential outcomes for time series causal analysis. The consistency property of the synthetic weight parameter estimators is developed theoretically under a time series data-generating process framework. The application to evaluate the UK’s mini-budget policy, announced by the then Chancellor on 23 September 2022, which had significant implications for the stock market, is examined and analysed. Comparisons with traditional synthetic control and synthetic difference in difference (DID) methods for evaluation of the effect of the mini-budget policy on the UK’s stock market are also discussed.

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Accepted/In Press date: 18 October 2024
Published date: 21 October 2024

Identifiers

Local EPrints ID: 495758
URI: http://eprints.soton.ac.uk/id/eprint/495758
PURE UUID: 69cef9a6-6a75-4e52-b894-dac7b1524f31
ORCID for Zudi Lu: ORCID iD orcid.org/0000-0003-0893-832X

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Date deposited: 21 Nov 2024 17:51
Last modified: 21 Nov 2024 17:52

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Contributors

Author: Yan Zhang
Author: Zudi Lu ORCID iD

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