What Role for the Whips? A Latent-Variable Approach to Leadership Effects on Party ∗ Group Cohesion in the European Parliament Paper presented at the panel “The European Parliament and the making of a supranational elite” of the ECPR Joint Sessions of Workshops, Helsinki, May 7-11, 2007 Stefanie Bailer† Tobias Schulz Peter Selb April 24, 2007 Abstract Previous research has identified several structural factors that affect party group cohesion in parliamentary voting behaviour. In contrast, the potential significance of leadership has been neglected so far. Utilising these structural factors, we apply a latent variable approach to model leadership effects in roll-call data from the European Parliament (EP), 1979–2001. Other things being equal, we find that party leaders significantly differ in the proneness to suffer avoidable losses in roll call votes. However, these differences can hardly be explained by leadership traits such as experience and strategic positioning as we measure them. It therefore stands to reason that leadership skills elude themselves from easy quantification. ∗ We are particularly grateful to Simon Hix and Björn Hoyland who provided his data for this study. In addition, we’d like to thank the participants of workshops at the University of Zurich and the “Dreiländertagung” in Vienna (November/December 2006) for helpful discussions. † All authors are affiliated to the Center for Comparative and International Studies, University of Zürich. Please address correspondence to Stefanie Bailer, Seilergraben 53, 8001 Zürich, tel: +41 (0)44 634 39 79, fax: +41 (0)44 634 43 60, [email protected] 1 The tools of parliamentary leadership are not a set of mechanistic forces which go into effect automatically, but resources which are utilised, with discretion or foolhardiness, by leaders. In short, leaders are human beings who bring to the performance of their leadership roles their strengths (or lack) of personal skills and abilities (Longley and Hazan, 2000, 10). 1 Introduction The recent change to the statute of the group of the European People’s Party in the European Parliament officially allowing the British Tories to have a deviating view on the European Constitution underlined again that this largest group in the EP suffers from ideological heterogeneity.1 However, recent studies of the transnational party groups in the European Parliament have found that this group as well as other EP party groups show an astonishingly high degree of cohesion considering that they comprise a large number of different parties and nations of the EU (Hix, 2002; Hix, Noury and Roland, 2003; Kreppel, 2002). The high cohesion of the party groups amazes, as the ideological distance within the party groups differs considerably: an analysis of party manifestos by Pennings (2002) demonstrates that the national parties united in the Socialist group of the EP as well as the group of Green parties are ideologically closer than the Conservative group of the European People’s Party. However, all groups show a similar level of cohesion. Theoretically, one would not expect such a high level of coherent voting behaviour of MEPs because, apart from their transnational party group, they have to consider their national party as well as their constituency as additional principals (Bailey and Brady, 1998; Epstein and O’Halloran, 1999; McCubbins and Schwartz, 1984; Moe, 1984). Moreover, national parties control access to the EP seats, but MEPs have to work within transnational groups as soon as they become members. Existing research on party group unity has so far focused on a list of explanatory variables ranging from ideology to institutions but at the same time it has paid surprisingly little attention to the role of party leaders or party whips in securing discipline in party groups. At most, several case studies illustrate the effect of single party leaders on their parties, but there is hardly any literature on the comparative effects of party leaders on their groups. In this piece of research, we are going to present a latent variable approach to the influence of party leaders on voting cohesion in the EP, 1979–2001. 1 see www.euractiv.com, 13/02/2004. 2 In the following section 2, we will summarise previous theoretical claims and empirical findings on the structural factors that potentially affect party group cohesion. These factors will serve as control variables in our empirical model in order to approximate ceteris paribus conditions for the party group leaders. Further, leadership characteristics that could be argued to explain success of leaders are laid out in section 3. Subsequently, we will briefly describe our data in section 4 and in section 5 we will explain how to incorporate the various independent variables in a multi-level regression model. Section 6 presents and interprets statistical results. The final section summarises and concludes. 2 Structural determinants of party cohesion Many structural factors have been theorised and empirically demonstrated to impinge on party group cohesion. First, party groups differ in their ideological coherence so that differing degrees of party discipline are necessary to ensure unity (Cox and McCubbins, 1991). Officially, a deputy is only obliged to follow his conscience in many parliaments, if his ideology is not the same as the party group line (Heidar and Koole, 2000b). However, a party leader will always try to ensure that a party group member is motivated to follow the official line in order to ensure necessary majorities. Thus, the higher the ideological homogeneity of a party group, the fewer measures are needed by a party group to ensure discipline (Bowler, Farrell and Katz, 1999). Some evidence suggests that left–wing party groups are more cohesive than liberals or conservative parties. For example, Damgaard (1995) claims that ex– Communist parties are more disciplined than liberal or conservative groups. Similarly, Pennings (2002) shows that EP party groups have different levels of cohesion with the left–wing and green parties exhibiting higher levels than the Conservatives. Second, the size of the party group has been claimed to affect cohesion (Best and Heller, 2005; Heidar and Koole, 2000a). The number of party group members can have different effects. On the one hand the sheer number of parliamentarians increases the coordination and monitoring costs (Olson, 1968) and the probability that differing views will occur. However, the size of a party group also determines the financial and staff means of a party group, because the European Parliament financially supports party groups according to size (Raunio, 2000b). A large party group therefore disposes over a larger array of sanctioning mechanisms because it is better able to control positions such as the EP president, committee positions or attractive jobs such as rapporteurships (Hausemer, 2005; Kaeding, 2004). Defecting 3 deputies in smaller groups do not have to fear to lose as much as deputies from larger groups because smaller groups cannot provide as many incentives for compliance as big groups. Moreover, the European Parliament is currently composed of 25 nations and over 170 parties. Thus, it stands to reason that party groups that include a higher number of parties and a higher number of nations are more difficult to coordinate. For example, the European People’s Party/European Democrats encompasses parties from all 25 member states and 38 parties. The Union for a Europe of Nations, on the other hand, comprises just eleven nations and parties. Party groups thus face a strategic choice between inviting parties to join their group and thus make them more powerful and having to ensure party unity. The European People’s Party Group experienced this problem quite distinctly when they had invited the Italian party ”Forza Italia” to join them in 1999. A substantial group of Christian democrat parties from Italy, Belgium, the Netherlands, Luxembourg and other states opposed this move and thus posed a substantial challenge for the EPP leader Pöttering.2 A similar argument can be made with respect to the development of the European Parliament over time. For example, Hix, Noury and Roland (2005) include indicator variables of the EU enlargement periods into their model, to demonstrate that the larger the Union, the more difficult it will get to produce cohesive voting behaviour. Unfortunately, all the measures related to the factors mentioned before (number of parties and states and enlargement rounds), are highly correlated with ideological heterogeneity or partisan fractionalisation of the party groups. Hence, we will not consider them in our analysis (compare section 5) The evolution of the European Parliament can also be described, however, by looking at when the powers and competences of the EU parliament have widened considerably. The Single European Act, and the Maastricht and Amsterdam Treaties are the notable milestones in this process. However, the direction of the potential consequences are unclear. On the one hand, it may be hypothesised that the growing significance of the EP has provided party groups with further incentives to coordinate and monitor their members’ activities. On the other hand, it may be claimed that the widened scope of EU legislation has fostered the intervention of national principals, thus rendering voting behaviour less coherent. Third, party leaders in the EP are usually recruited from the biggest national parties and member states in order to ensure that they have a better 2 see Agence Europe, Bulletin Quotidien, No.7607, 4/12/1999. 4 and more direct control over a large share of MEPs in their groups. We would therefore expect, for example, that a German party group leader is better able to control the German members of the group due to the closer connection between these MEPs and better knowledge of their viewpoints. More generally, we hypothesise that party group cohesion is positively linked with the share of MEPs from a leader’s national party within the group. The extent to which a national party is able to influence the cohesion of a transnational party group may also depend on whether the party is represented in a respective national government (Faas, 2003). Governments can function as additional principals if they consider parliamentarians as supporters of their policies. Hix and Lord (1995) demonstrate this kind of pressure using the example of the election of Jacques Santer as President of the European Commission. In this election, national governments exerted influence on the MEPs of their countries in order to ensure the victory of the candidate whom they had already chosen in the Council of Ministers. Moreover this is illustrated by the spectacular failures of EU laws such as the Takeover Directive in 2001 which was vetoed in the EP due to the German government pressure on the German MEPs. Hix, Noury and Roland (2003) find out that members in the European Parliament who are from parties in government have a positive influence on party cohesion. It seems that governments exert pressure on parliamentarians from their party to ensure the final adoption of laws in the EP, which they have already agreed on in the Council of Ministers. However, the pressure from national governments can go too far as in the case of Pauline Green, leader of the Socialist party group. Due to her closeness to instructions from her national party during the Commission crisis in 1999, she was forced to stand down as leader of her group (Judge and Earnshaw, 2003). 3 Leadership Determinants of Party Cohesion Political leadership research in the political science literature often starts with references to Max Weber’s (1921) seminal observations on the effects of charisma. Weber (1921) referred to exceptional individual personality traits of a leader which allow him to rule. Such qualities would be subsumed under the personality–centred theories of the leadership approaches (Helms, 2000). Helms (2000) distinguishes between structural, personality–focused, and “interactionist” approaches in order to structure the wide literature on the role of leaders in political science. Whereas the structural oriented approaches do 5 not allow for a significant role of personality traits, but rather underline the influence of the limiting factors of governmental systems such as parliamentarism in contrast to presidentialist systems, the personality–focused studies concentrate on exceptional, individual characteristics of leaders such as the Weberian charisma or their leadership skills. Furthermore, we can subsume studies which study leadership styles under the label of personality–focused approaches. They underline the reconciling, arbitrating qualities of leaders such as the ability to deal with party relations (Kaarbo, 1997). Interactionist approaches try to combine these two strands of research and postulate that leaders have a possibility to develop personal leadership styles within an environment constrained by institutions. The question which of the personal characteristics matters often depends on the institutional set–up in which leaders act (Helms, 2000). In our case, the interactionist approach of leadership research seems most appropriate.3 Within the confines of the European Parliament rules, the party group leaders enjoy the possibility to show certain leadership traits in order to achieve their goal of maximum party group cohesion. Amongst the wide variety of leadership characteristics cited in the literature, we consider the following as particularly relevant for parliamentary group leaders: 3.1 Charisma Qualities described by Weber (1921) as extraordinary, practically holy, heroic, and idealistic characterise exceptional personalities whose talents enable them to lead by their personal charm and persuasiveness. The problem of this concept is the difficulty to measure it. van der Brug and Mughan (2007)— when analysing Dutch party leaders amongst whom Pim Fortuyn—use in one instance the frequency how often journalists mention the word “charisma” when writing about certain party leaders and in another case thermometer scores of population surveys. One the other hand, one could argue, and this is our point of departure, that charisma belongs to the sort of leadership skills that elude themselves from direct measurement and therefore have to be modelled as latent variables or residual categories. 3 Given all this, we have to acknowledge that party leadership in parliament must not be limited to activities to influence voting behaviour of the party’s MEPs on the floor directly. Rather, a party leader could also try to exert influence in the preparatory committees to prevent bills that are disputed within her own party group to appear at the floor in its current form (Cox and McCubbins, 2005). This could be done by either blocking the bill in the committee and sending it back to the commission or by amending the bill before it appears at the floor. However, the ability to do so might rise with experience, as described below. 6 More modern approaches now underline also the effect of “non-charismatic” leadership such as the skill to mediate conflict within the party (Ansell and Fish, 1999). 3.2 Experience The former experience of a parliamentary group leader can determine his interest in a certain policy issue and it can also influence his knowledge and skill how to deal with certain situations such as intra-party conflicts, international crises etc. (Kaarbo, 1997). Theoretically, experience is to be distinguished from expertise which encompasses information advances, as well as knowledge on policy content, process details in negotiations and information about the preferences of others (Wall and Lynn, 1993). In the case of parliamentary group leaders we consider the knowledge about the preferences of the party group members as most crucial ability of party leaders in order to achieve consensus in the party group. This expertise on the preferences of party group members is bound to grow with experience. The longer party group leaders know their colleagues, the more knowledge they have gathered, the better they may be able to predict the preferences of their fellow parliamentarians. Thus, we assume that expertise on preferences in based on experience so that both characteristics denote the same leadership quality. However, we distinguish between extra- and intra-parliamentary experience. The European parliamentary group leaders do differ to the extent of having national or European Union political experience. Some of them such as Valéry Giscard d’Estaing or Wilfried Martens had led executives before joining the European Parliament, whereas others like Pat Cox or Hans-Gert Pöttering have concentrated their whole career on the EU level. Therefore, extra-parliamentary experience denotes political experience gathered by a governmental function as minister or prime minister in which certain qualities such as the possibility to identify compromises or to influence colleagues are already trained. Intra-parliamentary research describes experience collected in the European Parliament by having been a member in a number of committees and delegations or by having served a considerable amount of time. 3.3 Leadership Style Undoubtedly, the leadership style of a parliamentary group leader has the potential to increase the party cohesion by establishing party discipline (Barber, 1966). In an extensive study of leadership styles, Kaarbo (1997) as well as Kaarbo and Hermann (1998) distinguish between several strategies which 7 characterise the leadership of European executive leaders. These are strategies for dealing with conflict (confrontational versus consensual), for managing information and for dealing with party factions and other parties. Especially when looking at the role of parliamentary executive leaders, the issue how they achieve cohesion plays a role. Prime Minister Margaret Thatcher showed a rather combative style being very controversial with party group members who did not agree with her, whereas her successor John Major developed a more consensual party management style (Kaarbo, 1997, 569). Unfortunately, we are not in the position to repeat a similar exercise because the relevant data would not be available due to a lack of publicity of European party leaders in the media. In the study by Kaarbo and Hermann (1998), information on leadership styles was collected by content analysing over interview responses of European executive leaders, e.g. Chancellor Helmut Kohl or Prime Minister Margaret Thatcher. In contrast, we do not have access to such a wide base of interviews of European parliamentary leaders in order to carry out a similar study. Linked to the question with which kind of communication style a party leader deals with the party, the position of the leader within the party plays a role. On the one hand we can expect a leader as being a representative of the party median, on the other hand, ”spatial leadership” research gives evidence of political outsiders becoming US presidents (Helms, 2000, 421). However, in parliamentary systems and in the case of party group leaders whose duty is to guarantee cohesion, we assume that an ideological position close to the opinion median of the party group facilitates to mediate the conflicting parties.4 3.4 Career Prospects The personal goals of a leader—as in the case of any deputy—are bound to determine his behaviour. Legislative research terms this idea the “last period problem”, describing the situation of deputies in their last parliamentary phase who are not motivated for reelection and will therefore behave differently than younger colleagues heading for a future career (Zupan, 1990). In our case, we can distinguish between European parliamentary leaders at the end of their career, like Wilfried Martens who served as chairman of the European People’s Party after having been Belgian Prime Minister for 13 4 The ideological position of the leader is also addressed by Cox and McCubbins (1993) who argue that the party (group) has an incentive to elect a leader that is at the centre of the distribution of ideological positions within the party, since he is suspected to best internalise the collective goals of the party as such. Taking up the position should not hinder or even boost his reelection chances. 8 years. Quite in contrast, the Green party leader (1999–2001) Heidi Hautala took over this position when she was 44 years old and heading for a political career either in the EP or in her home country Finland. Since 1999 Hautala stood twice as presidential candidate in Finland and is now leading the Green parliamentary group in the Finnish parliament. 4 Data After having identified some of the most important structural as well as leadership factors that may affect party group cohesion in roll call voting behaviour, we will first present our major data source before we carry on with issues of operationalisation. The data matrix that we apply to examine the personality of the party leaders as a latent variable builds on data on the roll call votes in the European Parliament that has been collected by Hix, Noury and Roland (2006) as well as on data on the characteristics of the party groups compiled by Hix, Noury and Roland (2005).5 The roll call data includes virtually all roll call votes in the European Parliament from July 1979 until April 2004. For each legislature there are three data–files available: one for the characteristics of the representatives, one for the characteristics of all the votes and one for the records of the voting behaviour of all members of parliament in each vote. This data is very complete (only a few votes are missing) and hence, we are even able to observe the voting behaviour of up to twelve party groups over all legislatures. However, the second data set that allows us to measure certain characteristics of the fractions, contains data for only six party groups: The European People’s Party / European Democrats (E), the Socialists (S), the Greens (V), the Liberals (L), the Communists (M) and the Progressive European Democrats (G). In addition, this second source contains data only until 2001. Therefore, we are not able to extend our analysis beyond this year for the time being. What we also employ in the analysis are variables that measure the characteristics of the different leaders. This data we have collected ourselves since it is readily available. 5 We’d like to express our gratitude to those authors for sharing their data with us. 9 5 A latent variable approach to leadership effects Within the European Parliament, the position of group chair is of considerable importance (Judge and Earnshaw, 2003), because the chair has to ensure consensual and collective decision-making within the group, followed by his duties to represent the party group in external dealings, e.g. in the EP’s Conference of Presidents. Little is known, however, on how successful the party group leaders are in accomplishing their tasks. The ultimate goal of this paper is to determine the role that party group leaders play in the production of cohesive voting behaviour among party group members in the European Parliament. Our goal is partly descriptive in the sense that although we do have some theoretical expectations as to which and how leaders’ traits promote or hamper cohesion, we acknowledge that leadership cannot be captured by these explanations entirely. Instead, we expect some leadership skills to remain that we were not able to identify and thus can only be modelled as a latent variable that primarily becomes manifest in the outcomes, i.e. in the party group cohesiveness of roll call votes. Therefore, after having identified and operationalised the structural factors that make it more or less difficult for leaders to close the ranks within their party groups, it will be interesting so see how successful we will be in capturing leadership effects using the leadership factors identified in section 3. Keeping the structural factors constant across party group leaders in an empirical model of party cohesion will allow us to judge whether leadership actually makes a difference as to cohesive voting behaviour. Employing the variables at the level of the leader will further reveal whether they exert some additional influence on cohesion and whether this decreases the variability of the leaders’ effects. If this is actually the case, we would be able to conclude that the theories laid out above contribute to our understanding what kind of leaders are more likely to sustain party coherence. On the other hand, if the inclusion of the leader-variables does not result in such effects, the suspicion rises that leadership withdraws from being measured directly but rather is a multi-faceted and poorly understood concept that has to be modelled as a latent variable. Intuitively, our dependent variable should measure the cohesiveness of the voting behaviour of a fraction (or party group) k for a single roll call vote i. This approach is also applied by Carey (2007) in his examination of party discipline across countries. However, Carey (2007, 96) also proposes a 10 different measure that we think is more appropriate for the examination of leadership effects in the current context: it basically amounts to an indicator variable that identifies for each leader (or fraction, respectively) and each vote, whether the leader was unsuccessful in the sense that she lost the vote (the result was the opposite of what she opted for) although she could have won if all party group members had followed her, given the voting behaviour of all the MEPs from the remaining party groups. In order to tab potential leadership effects, we introduce an intermediate level of analysis j that is specific to leaders within party groups. To compile this measure, one has to be able to identify the majority threshold for every vote in order to judge whether the defecting party group members actually made a difference with respect to the final outcome. There are basically two majority requirements in the EP, namely the simple majority of votes cast (disregarding the abstentions) and the qualified majority, i.e. half of the MEP that hold office at that moment. Our data allows us to identify whether for a given vote single or qualified majority was required. The first step is therefore to compute for each vote and party group whether the leader lost the vote due to a breakdown of party unity in her group. This variable (RLOSERijk ) takes the value “1” if the leader voted “Yea” but the outcome was “No” and the number of MEP from all party groups voting “Yea” together with the members of the group of the leader examined that voted “No” is bigger than the majority threshold. It also takes the value “1” for the opposite configuration in which the leader voted “No” but the outcome was “Yea” and the number of MEP voting “Yea” minus the number of MEP from the leaders’ party that were also positive is smaller than the majority threshold. However, we deviate from Carey’s (2007) definition insofar, as we counted abstentions as well as absences as votes against the leader. Given all this, our measure allows us to answer the two crucial questions of this piece of research. First: do the party group leaders differ in their proneness of suffering losses due to breakdown of party unity, given the structural conditions (as defined by the bottom-level covariates of the model and the random party group intercept) he or she was confronted with? Second: can this effect be explained by variables derived from the current literature on leadership? Of course, if the probability of loosing a vote due to lacking party discipline is the dependent variable, the closeness of the decision must be included into the regression equation as a control since the closer the vote the more likely it is that defecting party members will influence the outcome. 11 log P (RLOSERijk ) 1 − P (RLOSERijk ) = (β0 + ζ1j + ζ2k ) + β1 Xijk + β2 Zij + β3 Wik + ijk (1) where Xijk is a vector of proposition-specific covariates such as the closeness of the vote (as explained above) and of time-varying factors that potentially affect the European Parliament as a whole such as the Single European Act the Maastricht Treaty and the Amsterdam Treaty.6 Dummy-variables that identify different enlargement rounds have been dropped since they substantially are captured by the following variables. Wik is a vector of time-varying attributes of the party groups such as party group size, the ideological diversity and the share of national governmental parties for each group.7 Since they are highly correlated with partisan fractionalisation, we have included neither the number of parties or states in a party group nor the national fractionalisation of the group. ζ2k is a normally distributed random intercept at the level of party groups with variance σ22 , and is included into the model to absorb any potential timeinvariant, unobserved heterogeneity between the party groups. Zij includes a single structural factor that is specific to proposition–party leader dyads, namely the share of party group members from the leaders’ national parties (share of leader’s national fraction). At the level of the leader, we include variables that measure aspects of the leader characteristics laid out in section 3 as the years a leader had already served in the European parliament before she became a leader (years in EP ) the number of committees and delegations she was engaged in before having taken up leadership and similarly two dummy variables accounting for the fact whether a party leader had ever served as committee head headed committees or in an official EP position (EP position experience) before becoming EP Group President. A third indicator variable identifies whether in the past a leader had been a member of a national government or not (previous government experience). 6 Those are operationalised as dummy variables which are each coded as 0 until the event occurs and as 1 thereafter. For the Single European Act this is January 1987, for the Maastricht Treaty it is January 1993 and for the Amsterdam Treaty January 1999. 7 Again, we have taken over the operationalisation from Hix, Noury and Roland (2005) for the latter two variables. The share of the governmental parties in a group is compiled from information contained in Müller and Strøm (2003). The measure of “ideology diversity” is based on data taken from Budge et al. (2001): for each national party, the absolute value of the difference between its left-right position and the weighted mean of the party group is multiplied with the share of the national party in the respective party group. The “ideological diversity” of a group is then the sum of all these values. 12 Remaining, time-invariant leader characteristics are considered as potentially constitutive of leadership skills, and are—consistent with our latent variable approach—subsumed into ζ1j , the leader-specific deviation from the overall intercept β0 . ζ1j is assumed to be normally distributed with variance σ12 . ζ1j and ζ2k are assumed to be uncorrelated. Finally, ijk is an independent and normally distributed error term, and the β’s are parameters to estimate. Given that the dependent variable is dichotomous, we have to fit a generalised linear model.8 In the course of the estimation of the model it turned out that convergence of the maximisation algorithm remained difficult. We hence decided to centre the independent variables around their means (every dependent variable employed actually measures the deviation from the mean). 6 Empirical findings Table 1 summarises the results of the random-intercepts model of party group cohesion described in the previous section. The first model (1) is an estimation of nothing but the random intercepts of the two levels (groups and leaders). As can be seen from the lower panel of the table, the estimated variance of the party group intercepts is significant at the five per cent significance level. The variance of the leader intercepts, on the other hand, is even highly significant at the 1 per cent significance level. Hence, we are confident to conclude that there actually are effects of both the groups and in particular the leaders on the probability of having a vote defeated due to breakdown of unity. However, if we go to the second model in the next column (2), obviously, not many of the structural factors exert a highly significant influence. Not surprisingly, closeness yields a highly significant and obviously strong positive effect on the probability to lose the vote due to lacking party unity. This control simply demonstrates that the closer the vote, the higher the impact of defecting party members. The first substantial insight from the model, however, is that the size of the party group increases the probability of an avoidable loss, keeping other factors constant. Thus, the larger the group, the more difficulties the leader has in disciplining the members. This remains the single most important factor on the level of the party groups since it is the only one that becomes highly significant. 8 We have used Stata’s gllamm procedure to estimate the parameters, which relies on the Newton-Raphson algorithm. 13 Apart from the partisan fractionalisation of the party group, which has only a slightly significant positive effect, all other party group level covariates as the ideological fractionalisation, the share of the MEP from national governmental parties or the share of the leaders’ national fraction fail from becoming significant and thus are not contributing to our understanding of why a group experiences an avoidable loss of a vote. On the other hand, agreement was generally harder to achieve after the Single European Act and interestingly, the subsequent major legislative milestones (Maastricht and Amsterdam Treaties) resulted in generally less risk of lacking party unity. Particularly the effect of the Maastricht Treaty is highly significant and rather strong in comparison. Given the explanatory power of our structural variables, we have to be sceptical about whether with the fixed part of the model we have captured all substantial parts of the variance of the dependent variable. However, the most interesting question we aim at answering with this study is whether there can be found additional effects for the fractions and in particular the leaders. If we look again at the random part of the model in the lower panel of table 1, what is most striking is that the variance of the random party group intercepts has ceased from being significant. Obviously, our structural variables—which vary over time, i.e. between legislatures or even propositions—actually capture all the effects that might be fraction-specific. This fosters our argument that it might be particularly worthwhile to look more closely at effects specific to the leaders. Indeed, the random intercept component on the level of the leaders is still highly significant, which indicates that there is a perceivable influence of party group leaders on party group coherence. As laid out in section 5, the random intercept estimate is not a point estimate but rather describes the distribution of a random variable, i.e. the deviation of the leaders from the overall intercept of the regression. Unfortunately, the inclusion of the leader characteristics in our multi-level model does not reveal any significant effect, as can be seen from column (3) of table 1.9 Since the variation of the random intercept at this level is still 9 We also decided to use the random intercepts of model (2) in table 1 as a dependent variable and the leader characteristics as predictors. Lewis and Linzer (2005) suggest feasible generalised least squares (FGLS) in the case in which the dependent variable is an estimated variable which is based on varying numbers of observations per unit of analysis (leaders). FGLS allows to incorporate the known variance of the dependent variable to derive an estimate of the variance of the remaining component of the regression residual that is unrelated to the variance of the dependent variable. However, this does not lead to substantially different conclusions as the ones that were already made above: none of the leader characteristics exerts a significant impact on the probability of an avoidable loss. 14 Table 1: Estimates from the random-intercepts model of avoidable loss of vote FIXED PART: (1) (2) (3) 7.666∗∗∗ (0.141) 7.666∗∗∗ (0.141) 0.009∗∗∗ (0.002) 2.084∗ (1.198) −0.002 (0.011) −0.173 (0.182) −0.860 (0.928) 0.185∗ (0.106) −0.457∗∗∗ (0.124) −0.205∗∗ (0.098) 0.009∗∗∗ (0.002) 2.126 (1.310) −0.001 (0.011) −0.185 (0.182) −0.722 (0.933) 0.196∗ (0.107) −0.436∗∗∗ (0.126) −0.182∗ (0.100) −2.663∗∗∗ (0.209) −4.209∗∗∗ (0.167) 0.129 (1.207) 0.011 (0.022) −0.089 (0.063) 0.308 (0.650) −0.208 (0.617) −0.075 (0.267) −4.280∗∗∗ (0.187) 0.330∗∗ (0.167) 0.259∗∗∗ (0.084) 3.6e−10 (6.9e−6 ) 0.331∗∗∗ (0.101) 0.002 (0.014) 0.308∗∗∗ (0.092) Vote characteristics: Closeness of vote Fraction characteristics: Number of seats of fraction Partisan fractionalisation Ideological fractionalisation Percentage of MEPs from national governmental parties Share of leader’s national fraction Single European Act Maastricht Treaty Amsterdam Treaty Leader characteristics: Ideological distance from median MEP Years in EP No. of committees and delegations EP position experience (dummy) Headed committee (dummy) Previous government experience (dummy) Constant RANDOM PART: Party groups (Variance) Party group leaders (Variance) Log No. No. No. −11098 6 31 39074 restricted likelihood of party groups of party group leaders of observations Notes: Standard errors in parentheses. ∗: p < 0.1, ∗∗ : 15 p < 0.05, −7200 6 31 39074 ∗∗ : p < 0.01. −7199 6 31 39074 .8 Figure 1: The probability of an avoidable loss plotted against the age of the leader Glinne Klepsch Giscard D’Estaing Predicted probability .4 .6 Galland De Vries Tindemans Azzolini Veil Pasty Goldsmith Martens Langer II Aglietta Colajanni Pasqua Arndt Bangemann Roth Langer I Green Puerta Poettering Baron Crespo Wurtz Lannoye Cox Hautala Ligabue Cot .2 Barbi 40 50 60 70 Age highly significant, we have to conclude that the leadership theories we have considered in this paper or at least our operationalisation of these theories does not capture the extent of leadership influences apparent in our data. To the extent that we are actually able to measure factors that represent the current state-of-the-art regarding the characteristics of successful leaders, we must conclude that there are different mechanisms at work in the European Parliament than we expect and that leadership has to be modelled as a latent variable as it is captured by the random intercept at the third level of our model. Since the number of leaders examined in this study is rather limited, we decided to fall back to a simple graphical analysis to give some illustration of the possible relationship between the success of leadership and leaders’ characteristics. We have thus plotted some characteristics of leaders versus the predicted probability of the leaders’ failure (i.e. they will loose the vote because of members of their own fraction who voted against them). The 16 .8 Figure 2: The probability of an avoidable loss plotted against her ideological distance towards the party group median Glinne Tindemans Klepsch Azzolini Giscard D’Estaing Predicted probability .4 .6 Veil Baron Crespo Galland Pasty Martens Goldsmith Pasqua Aelvoet Langer II De Vries Arndt Bangemann Poettering Roth Wurtz Cox Hautala Colajanni Puerta Langer I Green Lannoye Cot Ligabue .2 Barbi -6 -5 -4 -3 Ideological distance (logged) -2 -1 calculation of this predicted probability is based on model (2) in table 1 with the variables at the party group level fixed at their mean and the value of the closeness of the vote fixed at its empirical maximum. The interpretation of the graph is thus the performance of a leader under the extreme condition of maximum observed closeness of the vote. We would label this “leadership in hard times”: if the probability of a failure under such conditions is low, we would assume strong leadership skills. In figure 1 we show a plot of the individual age of a party group leader versus his chance of failure. Thus, the lower on the y-axis a leader is, the better his performance. This graph cannot confirm any expectations of the influence of wisdom accounted by age on the success of the leaders. Rather, it seems that several quite old party group leaders such as Tindemans, Giscard d’Estaing and Veil might have been not overly motivated and considered the EP as the end of their career. Therefore, they have probably not put enough effort in ensuring party unity. Some quite young party leaders, in 17 particular the Finnish Green party group leader Heidi Hautala and Claudia Roth from the German Greens or Pauline Green from the Labour Party, display very low failure probability and thus demonstrate that motivation and leadership skills do not correlate with age. In the case of Hautala and Roth, their success was rewarded with successful political careers in their home governments after their leadership in the EP. Looking at the graph where the relationship between the ideological distance of the party leaders to their party groups is plotted against the predicted probability of experiencing a failure (figure 2), we can claim that one might detect a slight tendency towards a positive relation between ideological distance and the chance of failure. Disregarding outliers such as Tindemans, the graph indicates that leaders at rather extreme positions relative to the party median, such as Valéry Giscard d’Estaing, might have been impressive personalities, however, their ideological distance did not facilitate their job to achieve party unity. In the following two graphs (figures 3), which depict the duration of a party leader in the EP and the number of committees and delegations in which he or she participated before becoming a party leader, it is quite obvious that the relation is distorted by a pattern of heteroskedasticity. It seems that at the beginning of a career, success and failure is much more widely distributed among leaders. There actually are some very successful beginners such as Giancarlo Ligabue from Forza Italia in the small Party Group ”Union for Europe” but also some who failed miserably such as Valéry Giscard d’Estaing. The only party leader in our data set who had served twice as party group leader—Alexander Langer—demonstrates that a growth of experience does not necessarily result in lower risk of failure since he produced actually lower cohesion in his first term than in his second term. However, in general an increasing number of years as MEP in the EP seems to help to get an idea about the opinions of the party fellows and to detect potential conflicts. Thus, leaders with a lot of experience, e.g. Pöttering and Baron Crespo, usually achieve better voting cohesion in their party groups. This impression is confirmed by the fourth graph which displays the effect of committee membership. The more experience a party group leader has collected in delegations and committees, such as Pat Cox who had served in seven committees and delegations before becoming party group member, the better he can deal with possible outsider or extremist opinions in his own party group. A lack of this knowledge seems to result in very high chances to failure as in the case of Leo Tindemans. However, some naturals—e.g. Heidi Hautala—manage to overcome this lack of knowledge maybe due to other leadership qualities for which we cannot account for at the moment. The main conclusion from these (two latter) graphs is that growing ex18 .8 Figure 3: The probability of an avoidable loss plotted against the number of years the leader served in the EP and the number of committees and delegations a leader had served in Glinne Azzolini Klepsch Giscard D’Estaing Tindemans Galland Predicted probability .4 .6 Veil Goldsmith Martens Aglietta Colajanni Pasqua Pasty De Vries Langer II Roth Lannoye Green Ligabue Hautala Bangemann Puerta Baron Crespo Poettering Wurtz Cox Cot .2 Barbi 5 10 Duration 15 20 .8 0 Glinne Tindemans Azzolini Predicted probability .4 .6 Galland Martens Colajanni Klepsch Giscard D’Estaing Aglietta Aelvoet Arndt Bangemann Puerta Roth Langer I Lannoye Langer II Pasqua Pasty De Vries Wurtz Poettering Baron Crespo Green Cox Hautala Ligabue .2 Barbi 0 2 4 6 19 and delegations No. committees 8 perience seems to reduce the risk of losing a vote due to defecting group members and that the variability of this form of success is much higher for less experienced leaders. We therefore suspect that new party leaders are much more dependent on either luck or talent than their senior colleagues. Experienced leaders, on the other hand, seem to have learnt how to actually avoid an avoidable loss of a vote. This might be because they have learnt about the preferences of their fellow members. However, the actual mechanisms remain largely in the dark. 7 Conclusion In this somewhat tentative analysis we have modelled the personality of the party group leader, i.e. its impact on party group cohesion that cannot be expected from structural conditions facing the party group alone, as a latent variable in a mixed-effects model. Employing structural variables that account for effects on party cohesion that prevail at the level of the fraction, we have shown that the leadership effects we have uncovered cannot be explained by current leadership theories as we have implemented them in this paper. Obviously, some of the leaders that performed best have been or actually are Presidents of the European Parliament. Further, there seems to be some positive relation between experience and success. It is therefore plausible to argue that the successful leaders possess distinctive leadership skills and that they possibly have gained them during their career in the EP. However, this rises the question whether tenure is a personal characteristic and thus influences leadership, or whether it rather is a result of personal leadership characteristics. So far, we have not taken into account this potential endogeneity problem explicitly in our model. Doing so, however, would overtax the aim of this explorative study and should be reserved for future research. Moreover, we have certainly missed some potentially critical determinants of party cohesion, such as coordination mechanisms that may differ between party groups (Damgaard, 1992; Müller, 2000), and national electoral institutions that may increase or reduce the cross-pressures an individual MEP is exposed to (Faas, 2003; McCubbins and Schwartz, 1984; Raunio, 2000a; Raunio, 2000b). These factors have to be taken care of in future studies in order to even more closely approximate the structural ceteris paribus conditions that are necessary to isolate leadership effects on party cohesion in the European Parliament. 20 21 AELVOET AGLIETTA ARNDT AZZOLINI BANGEMANN BARBI BARON CRESPO COLAJANNI COT COX GALLAND GISCARD d’ESTAING GLINNE GOLDSMITH GREEN HAUTALA KLEPSCH LANGER LANGER II LANNOYE LIGABUE MARTENS PASQUA PASTY POETTERING PUERTA ROTH TINDEMANS VEIL WURTZ de VRIES Leaders rank 12 2 16 19 22 11 13 5 9 21 23 26 27 31 14 10 4 1 7 3 25 15 30 28 20 24 8 6 18 29 17 0.913 0.963 0.877 0.871 0.855 0.915 0.904 0.941 0.917 0.860 0.853 0.833 0.766 0.718 0.899 0.915 0.942 0.983 0.922 0.947 0.835 0.899 0.747 0.757 0.865 0.836 0.920 0.927 0.872 0.755 0.876 mean Agreement Index 0.157 0.117 0.189 0.203 0.200 0.121 0.145 0.170 0.146 0.156 0.198 0.214 0.238 0.249 0.150 0.157 0.105 0.081 0.135 0.139 0.215 0.141 0.263 0.232 0.157 0.206 0.147 0.128 0.194 0.198 0.161 SD 3 11 24 17 1 2 7 13 28 10 30 29 5 31 14 4 9 6 19 20 26 15 27 18 12 16 8 23 25 21 22 rank 0.449 0.410 0.365 0.376 0.467 0.467 0.422 0.397 0.346 0.411 0.320 0.323 0.436 0.281 0.396 0.447 0.412 0.423 0.371 0.370 0.360 0.392 0.351 0.374 0.402 0.387 0.414 0.368 0.363 0.370 0.370 mean 0.293 0.327 0.319 0.284 0.292 0.290 0.287 0.321 0.293 0.268 0.289 0.273 0.307 0.262 0.288 0.301 0.321 0.329 0.310 0.305 0.300 0.287 0.277 0.258 0.281 0.287 0.316 0.312 0.311 0.273 0.284 SD Agreement Index (weighted) 8 17 26 18 20 11 23 14 19 6 22 25 31 15 21 3 29 10 5 4 1 28 13 9 27 12 2 30 24 7 16 rank 0.036 0.062 0.134 0.062 0.082 0.039 0.098 0.051 0.079 0.035 0.097 0.126 0.273 0.056 0.095 0.029 0.171 0.039 0.033 0.030 0.008 0.145 0.048 0.037 0.140 0.043 0.021 0.204 0.098 0.036 0.058 mean 0.187 0.241 0.341 0.241 0.275 0.195 0.297 0.219 0.270 0.184 0.296 0.333 0.446 0.236 0.293 0.169 0.377 0.194 0.178 0.171 0.091 0.352 0.213 0.189 0.347 0.202 0.145 0.403 0.297 0.185 0.234 SD Avoidable Losses (controlled for party group effects) 0.064 0.103 0.078 0.095 0.070 0.026 0.056 0.070 0.045 0.031 0.083 0.106 0.165 0.068 0.054 0.053 0.097 0.066 0.059 0.057 0.026 0.081 0.076 0.061 0.078 0.060 0.042 0.116 0.084 0.051 0.051 mean 0.016 0.016 0.014 0.033 0.013 0.006 0.011 0.016 0.006 0.008 0.029 0.031 0.038 0.017 0.009 0.007 0.034 0.010 0.016 0.009 0.007 0.017 0.017 0.017 0.012 0.013 0.012 0.034 0.027 0.010 0.015 SD 1774 811 1683 501 475 381 1846 671 1954 2587 693 388 579 18 2981 1527 2807 180 305 167 480 3586 967 919 2020 2182 796 1018 1085 1406 2287 N Avoidable Losses (controlled for substantial variables) Table 2: Observed average levels of cohesion by party group leaders in the European Parliament, 1979-2001 References Ansell, C. 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