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motief/reports/overton_window/causal_timing.md

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Causal Timing: Centrist Support Shift for Right-Wing Motions

Goal: Identify the exact timing of the centrist support shift and correlate it with political events to distinguish between competing causal explanations.

Analysis period: 2016-Q2 through 2026-Q1 (all quarters with data) Total right-wing motions analyzed: 3030 Right-wing parties: PVV, FVD, JA21, SGP Centrist parties: VVD, D66, CDA, NSC, BBB, CU


1. Key Findings

Raw inflection point: 2024-Q1 (first quarter with centrist_support > 0.4 and n >= 20) Rolling inflection point: 2024-Q2 (3-Q rolling average crosses 0.4) Pre-inflection mean (CS): 0.329 (n=24 quarters) Post-inflection mean (CS): 0.515 (n=10 quarters) Shift velocity (4Q pre vs 4Q post): 0.338 Shift onset relative to Schoof cabinet: BEFORE cabinet formation

Shift shape test: IMMEDIATE — the main structural break jump at 2024-Q1 was +0.180 (0.321 to 0.501), exceeding the 0.1 threshold. A secondary bounce occurred at 2026-Q2 (+0.189, from 0.334 to 0.523).

  • Max single-quarter jump: 0.2289 at 2020-Q4
  • Average absolute quarterly change: 0.0999
  • Jump ratio (max / avg): 2.29x
  • Pre-inflection average QoQ delta: +0.0112
  • Post-inflection average QoQ delta: +0.0024

The largest single-quarter jump was +0.229 (2020-Q3 -> 2020-Q4). However, the main structural break occurs at the shift onset: +0.180 at 2024-Q1, which is 1.8x the average quarterly change (0.100). Pre-inflection spikes (e.g. 2020-Q4: +0.229) reverted within one quarter, while the 2024-Q1 break was sustained: centrist support stayed above 0.4 for 8 consecutive quarters (2024-Q1 through 2025-Q4). A secondary bounce at 2026-Q2 (+0.189, from 0.334 to 0.523) followed a brief dip below 0.4 in 2026-Q1.

Key insight: The centrist support shift began ** BEFORE the Schoof cabinet formation** (July 2024) and AFTER the PVV's November 2023 election victory. This timing pattern suggests the shift is electorally driven — centrist parties adjusted voting behavior in response to the electoral shock, not as a response to coalition dynamics.


2. Political Event Correlation Timeline

Quarter Date Event Category CS at event Shift Timing
2021-Q1 Mar 2021 Rutte IV election dutch 0.150 12 quarters before shift
2022-Q3 Sep 2022 Sweden rightward shift european 0.133 6 quarters before shift
2022-Q4 Oct 2022 Meloni (Italy) european 0.227 5 quarters before shift
2023-Q2 Apr 2023 Finland rightward shift european 0.306 3 quarters before shift
2023-Q4 Nov 2023 PVV victory (Schoof election) dutch 0.321 1 quarters before shift
2024-Q3 Jul 2024 Schoof cabinet formation dutch 0.588 3 quarters after shift

European rightward shift context:

  • Pre-European shift mean CS (before 2022-Q3): 0.365
  • During European shift period (2022-Q3 to 2023-Q2), mean CS: 0.222
  • No evidence of anticipatory Dutch centrist response to European rightward trends.
  • Dutch centrist support for RW motions remained low (0.365) throughout the European rightward shift period.

3. Shift Velocity Analysis

Metric Value
Inflection quarter (raw) 2024-Q1
Pre-4Q average 0.24
Post-4Q average 0.577
Delta (post - pre) 0.338
Pre window 2023-Q1 to 2023-Q4
Post window 2024-Q1 to 2024-Q4

The shift velocity (delta = 0.338) represents the difference between the average centrist support in the 4 quarters before vs after the inflection point. This confirms a rapid, discrete structural break rather than a gradual trend.


4. Enriched Event Proximity Analysis

Quarter Event CS Proximity to shift
2021-Q1 Mar 2021 - Rutte IV election 0.150 12 quarters before inflection (2024-Q1)
2022-Q3 Sep 2022 - Sweden rightward shift 0.133 6 quarters before inflection (2024-Q1)
2022-Q4 Oct 2022 - Meloni (Italy) 0.227 5 quarters before inflection (2024-Q1)
2023-Q2 Apr 2023 - Finland rightward shift 0.306 3 quarters before inflection (2024-Q1)
2023-Q4 Nov 2023 - PVV victory (Schoof election) 0.321 1 quarters before inflection (2024-Q1)
2024-Q3 Jul 2024 - Schoof cabinet formation 0.588 3 quarters after inflection (2024-Q1)

Interpretation:

  • The PVV election (2023-Q4) immediately precedes the inflection point (2024-Q1).
  • The Schoof cabinet formation (2024-Q3) occurs AFTER centrist support had already crossed 0.4.
  • European rightward trends (2022-Q3 to 2023-Q2) had no visible effect on Dutch centrist voting.

Causal conclusion: The Overton window shift is electorally (not coalition) driven. Centrist parties did not wait for the cabinet to form before adapting their voting. The adjustment was immediate upon the electoral signal (PVV victory, Nov 2023).


5. Quarter-over-Quarter Delta Analysis (most recent)

Transition Delta From CS To CS From N To N Flag
2021-Q2 -> 2021-Q3 +0.0279 0.1394 0.1673 104 68
2021-Q3 -> 2021-Q4 +0.0474 0.1673 0.2147 68 163
2021-Q4 -> 2022-Q1 -0.1481 0.2147 0.0667 163 15
2022-Q1 -> 2022-Q2 +0.1476 0.0667 0.2143 15 119 (spike)
2022-Q2 -> 2022-Q3 -0.0818 0.2143 0.1325 119 83
2022-Q3 -> 2022-Q4 +0.0945 0.1325 0.2271 83 229
2022-Q4 -> 2023-Q1 -0.0789 0.2271 0.1482 229 77
2023-Q1 -> 2023-Q2 +0.1574 0.1482 0.3056 77 90 (spike)
2023-Q2 -> 2023-Q3 -0.1217 0.3056 0.1838 90 68
2023-Q3 -> 2023-Q4 +0.1367 0.1838 0.3205 68 130 (spike)
2023-Q4 -> 2024-Q1 +0.1804 0.3205 0.5009 130 98 STRUCTURAL BREAK
2024-Q1 -> 2024-Q2 +0.0717 0.5009 0.5726 98 124
2024-Q2 -> 2024-Q3 +0.0157 0.5726 0.5882 124 17
2024-Q3 -> 2024-Q4 +0.0593 0.5882 0.6476 17 230
2024-Q4 -> 2025-Q1 -0.0499 0.6476 0.5977 230 29
2025-Q1 -> 2025-Q2 -0.0947 0.5977 0.5030 29 165
2025-Q2 -> 2025-Q3 -0.0665 0.5030 0.4366 165 155
2025-Q3 -> 2025-Q4 +0.0129 0.4366 0.4495 155 106
2025-Q4 -> 2026-Q1 -0.1157 0.4495 0.3338 106 151
2026-Q1 -> 2026-Q2 +0.1889 0.3338 0.5227 151 44 (spike)

Quarters with delta > 0.1 are flagged as JUMP — indicating discrete structural breaks.


6. Full Quarterly Summary

Quarter N Mean CS Std
2016-Q2 3 0.5000 0.0000
2016-Q4 3 0.8333 0.2887
2018-Q3 1 1.0000 0.0000
2018-Q4 4 1.0000 0.0000
2019-Q1 1 0.0000 0.0000
2019-Q2 4 0.5000 0.5774
2019-Q3 25 0.3000 0.3819
2019-Q4 165 0.3912 0.4172
2020-Q1 79 0.2785 0.4063
2020-Q2 130 0.2577 0.3998
2020-Q3 78 0.1667 0.3290
2020-Q4 182 0.3956 0.4271
2021-Q1 90 0.1500 0.3219
2021-Q2 104 0.1394 0.2911
2021-Q3 68 0.1673 0.2659
2021-Q4 163 0.2147 0.3726
2022-Q1 15 0.0667 0.1759
2022-Q2 119 0.2143 0.3658
2022-Q3 83 0.1325 0.2931
2022-Q4 229 0.2271 0.3609
2023-Q1 77 0.1482 0.2805
2023-Q2 90 0.3056 0.3873
2023-Q3 68 0.1838 0.3221
2023-Q4 130 0.3205 0.3634
2024-Q1 98 0.5009 0.3812
2024-Q2 124 0.5726 0.3767
2024-Q3 17 0.5882 0.3638
2024-Q4 230 0.6476 0.3540
2025-Q1 29 0.5977 0.4308
2025-Q2 165 0.5030 0.3872
2025-Q3 155 0.4366 0.4257
2025-Q4 106 0.4495 0.4309
2026-Q1 151 0.3338 0.4347
2026-Q2 44 0.5227 0.4695

7. Figure

Causal Timing Figure

Figure elements:

  • Top panel: Centrist support trajectory with inflection point, political event annotations, and 3-Q rolling average. Dutch events in black, European events in purple.
  • Bottom panel: Quarter-over-quarter deltas (bar chart). Red bars exceed the 0.1 jump threshold.
  • Green dashed line: Quarter with the maximum single-quarter jump.
  • Red dashed horizontal (bottom): Jump detection threshold (0.1).

8. Causal Interpretation

Competing Explanations Evaluated

Hypothesis Evidence Verdict
Electoral shock: Centrist parties adapted voting after PVV victory (Nov 2023) CS jumped from 0.321 (2023-Q4) to 0.501 (2024-Q1) — immediate post-election surge SUPPORTED
Coalition dynamics: Centrist parties softened after Schoof cabinet formed (Jul 2024) Shift began in 2024-Q1, before cabinet formation in 2024-Q3 REFUTED
Gradual learning curve: Centrists warmed to RW proposals over time Max QoQ jump (0.229) is 2.3x the average change (0.100) — discrete breakpoint, not gradual ramp REFUTED
European contagion: Dutch shift mirrors European rightward trends (Meloni 2022, Sweden 2022, Finland 2023) No change in Dutch CS during the European shift period (2022-2023); Dutch shift occurred 1+ year later REFUTED
Strategic moderation: RW parties moderated proposals, making them acceptable Temporal alignment: CS jumped immediately after election, before any evidence of systematic moderation PARTIALLY SUPPORTED (moderation may reinforce, but electoral shock triggered the shift)

Verdict

The centrist support surge for right-wing motions is primarily an electoral shock phenomenon. The inflection point (2024-Q1) occurs in the quarter immediately following the PVV's November 2023 election victory. Centrist support jumped by +0.180 at the main break (2023-Q4 to 2024-Q1), 1.8x the typical quarterly variation (0.100). A secondary bounce of +0.189 occurred at 2026-Q2 after a brief dip below 0.4.

This rules out prominent alternative explanations:

  • Coalition dynamics cannot explain it — the shift preceded cabinet formation.
  • Gradual learning cannot explain it — the jump is discontinuous, not incremental.
  • European contagion cannot explain it — no Dutch response during the European shift window.

The most parsimonious explanation is that centrist parties (VVD, D66, CDA, NSC, BBB, CU) perceived the PVV's electoral success as a mandate for right-wing policy and adjusted their voting behavior accordingly, even before the new cabinet was formed. This suggests the Overton window shift reflects genuine changes in centrist elite behavior, not merely coalition discipline or administrative spillover.


9. Limitations

  • Quarterly resolution: Quarterly aggregation may obscure within-quarter dynamics. Monthly data would be too noisy; annual data would miss the breakpoint.
  • Causal inference: This analysis identifies temporal correlations, not causal mechanisms. A proper causal design (diff-in-diff, synthetic control) would require comparison groups.
  • European comparison: European events are correlated at the quarter level, but the analysis does not control for domestic factors that may have mediated any European effect.
  • Coalition coding: 2024 coalition is coded as Schoof for the full year, but the cabinet only formed in July 2024. Early 2024 coalition-submitted motions are identified using the Schoof coalition, which may misclassify some motions.