Contrôle

Il est intéressant de contrôler nos résultats en ajoutant une nouvelle variable à notre base de données. Sur le site du California Secretary of State, nous pouvons trouver les taux de participation pour les ballot measures (primaires (P) et générales (G)), comme reportés dans le tableau ci-dessous.

Tab. 6: Taux de participation durant les votations primaires et générales par année:

Year (Type) Turnout (%) Number of Propositions

2010 (P) 24.11 4

2010 (G) 43.74 9

2012 (P) 22.47 2

2012 (G) 55.47 11

2014 (P) 18.44 2

2014 (G) 30.94 6

2016 (G) 58.74 16

On remarque que le taux de participation est plus bas durant les primaires (votations en juin) qui durant les élections générales (en novembre). Ceci peut s’expliquer par le fait que les mesures proposées pour les primaires sont généralement peu nombreuses, ce qui pourrait inciter certains citoyens à se déplacer seulement durant les votations qu’ils perçoivent comme étant les plus importantes. Nous souhaitons maintenant voir si l’ajout de la variable « turnout » change quelque chose à notre modèle. Rappelons que nous souhaitons expliquer le résultat des propositions: nous voulons vérifier si le taux de participation pourrait l’influencer. En conduisant la même régression qu’auparavant, et en ajoutant la variable indépendante « turnout », nous pouvons observer une augmentation du R² qui fait passer la puissance explicative du modèle de 11,7% à 37,4%. Le coefficient pour notre nouvelle variable est positif, ce qui signifie que plus le taux de participation augmente et plus le % de soutien augmente. Elle a donc bien un impact sur notre variable dépendante.

Tab. 7: Régression linéaire (Variable Dépendante: Support)

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Info: Standard Error, ***p<0.01

7

Variable Indépendante Coef.

amount_tot_bm -14,000,000***

turnout 0.7712071***

_cons 30.8561

R² 0.3738

Nombre d’observations 36,109

Nous faisons maintenant le même test concernant les donations d’opposition: le R² a encore une fois augmenté, en passant de 0.2170 à 0.4207. Cela signifie que la puissance explicative de ce modèle est de 42.07%. Le coefficient pour la variable « turnout » est là encore positif.

Tab. 8: Régression linéaire (Variable Dépendante: Support)

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Ainsi, nous pouvons observer que le taux de participation a un impact non négligeable sur les résultats des initiatives. Nous avons aussi tester la corrélation entre donations (amount_tot_bm) et taux de participation (turnout), mais le R² est très faible (0.0416), soit seulement 4.16% de puissance explicative. De plus, le coefficient est négatif (-575,580.8), ce qui signifie que plus le taux de participation augmente et plus les donations diminuent.

Info: Standard Error, ***p<0.01

8

Variable Indépendante Coef.

amount_tot_bm -18,100,000***

turnout 0.8789026***

_cons 24.88134

R² 0.4207

Nombre d’observations 43,488

Les partis politiques se sont aussi parfois positionné sur les différentes ballot measures. Nous avons relevé, en consultant sur le site « ballotpedia » les données pour chaque proposition, les fois où cela est effectivement le cas (partis Démocrate et Républicain uniquement). Si certaines propositions sont soutenues par l’un et opposées par l’autre, nous avons aussi des cas où les partis politiques ne se prononcent pas, ou alors où ils sont d’accord pour soutenir ou opposer une proposition.

Tab. 9: Soutien & Opposition des partis politiques aux ballot measures entre 2010 et 2016:

Nous avons donc ajouté comme variables à notre base de données la position officielle des partis (« pozpartyrep » et « pozpartydem ») sur les initiatives (soutien ou opposition) afin de pouvoir contrôler leur effet dans nos régressions. Les tableaux ci-dessous représentent nos modèles finaux avec les 4 variables indépendantes sélectionnées pour expliquer le soutien ou rejet à une initiative.

SOUTIEN OPPOSITION

PARTI DEMOCRATE P15; P19; P30;

P34; P37; P39;

P45; P47; P48;

P55; P56; P57;

P58; P59; P62;

P63; P64; P67

P26; P16; P17;

P31; P32; P33;

P53; P66

PARTI REPUBLICAIN P23; P31; P32;

P33; P53; P54;

P66

P28; P29; P30;

P34; P36; P37;

P39; P45; P46;

P47; P54; P55;

P56; P57; P58;

P61;P62; P63;

P64

PARTIS

DEMOCRATE ET REPUBLICAIN

P35; P40; P41;

P42; P1; P2;

P51; P52;

P14; P38; P60

Tab. 10: Modèle final avec donations de soutien

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Tab. 11: Modèle final avec donations d’opposition

¹⁰

Grâce à la variable du positionnement officiel des partis démocrate et républicain sur les différentes propositions, la puissance explicative de notre modèle augmente encore et atteint 69% pour le premier et 68% pour le second. D’après ces résultats, il est donc également crucial de prendre en compte le positionnement des partis dans l’explication du pourcentage d’acceptation des ballot measures. Un des mécanismes possibles derrière le fait que les partis politiques prenant officiellement position sur certaines mesures pourrait influencer le vote de certains citoyens peut

Info: Standard Error, ***p<0.01

9

Idem

10

Variable Indépendante Coef.

amount_tot_bm -152,000,000***

turnout -.0251049***

pozpartyrep -5.461359***

pozpartydem 38.6188***

_cons 38.85366

R² 0.6918

Nombre d’observations 25,235

Variable Indépendante Coef.

amount_tot_bm -742,000,000***

turnout 0.1516***

pozpartyrep 4.614963***

pozpartydem 42.28744***

_cons 41.83608

R² 0.6841

Nombre d’observations 40,154

être expliqué par la théorie de l’affiliation partisane. En effet, le sentiment de loyauté envers un parti va pousser certains individus à voter directement dans le sens de ses recommendations, plutôt que d’analyser chaque proposition, ou même de s’intéresser aux différentes campagnes mises en place. Ce type de « shortcut » est en effet souvent étudié en comportement politique, afin d’expliquer le vote des citoyens, ce que nous ne pourrons malheureusement pas faire dans ce travail.

Enfin, nous souhaitions contrôler un dernier élément, sachant que lors d’analyses statistiques, il est fréquent que certaines valeurs extrêmes biaisent les résultats. Ces valeurs, appelées « outliers », doivent être supprimées afin de voir si ce sont elles qui impactent le plus le résultat final. Pour les identifier, nous avons choisi d’utiliser la commande « lvr2plot », permettant de visualiser les cas inhabituels. Les lignes rouges sur le graphique représentent les valeurs moyennes de « leverage » et les « residual squared ». Les points étant hors de ces lignes sont plus larges que la moyenne. On peut voit dans le graphique ci-dessous que de nombreuses valeurs sont en dehors des lignes, et que la valeur la plus extrême est de 113 millions (en haut à droite).

Graph. 7: Valeurs extrêmes de la variable « amount_tot_bm » (donations en $)

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2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07 2.01e+07

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6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 6027533 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07 1.84e+07

1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 1455318 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 3.56e+07 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5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109 5018109

3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 3.61e+07 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.00002 .00004 .00006 .00008 .0001 .00012 L e ve ra g e

0 .00002 .00004 .00006 .00008 .0001

Normalized residual squared

Nous souhaitons voir si le fait d’éliminer cette valeur change quelque chose à nos résultats. Pour ce

faire, nous avons refait nos régressions linéaires de base sans cette valeur, c’est-à-dire sans la

Proposition 32. Nos résultats sont toujours significatifs, cependant, la puissance explicative de notre

modèle a largement baissée avec la suppression de ce cas, en passant à 0.0415 pour les donations de

soutien et à 0.0618 pour celles d’opposition. Ainsi, il semble que ce cas « exceptionnel » ne soit pas

non plus négligeable dans l’influence qu’il a sur les résultats que nous avons obtenus. D’un autre

côté, il apparaît logique qu’une proposition ayant récolté une somme d’argent aussi

exceptionnellement élevée ait de l’impact sur l’explication de l’outcome. Il semble que ce serait

donc plutôt une confirmation de notre hypothèse que les donations les plus importantes ont le plus

d’impact.

Dans le document L&#039;influence des donateurs privés sur les politiques publiques: une analyse des initiatives populaires en Californie (Page 45-51)