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Behavioral Ecology Advance Access originally published online on February 16, 2005
Behavioral Ecology 2005 16(3):566-570; doi:10.1093/beheco/ari030
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© The Author 2005. Published by Oxford University Press on behalf of the International Society for Behavioral Ecology. All rights reserved. For permissions, please e-mail: journals.permissions@oupjournals.org

Alternative reproductive tactics and status-dependent selection

Jonathan S.F. Lee

Department of Neurobiology and Behavior, Seeley G. Mudd Hall, Cornell University, Ithaca, NY 14853, USA

Address correspondence to J.S.F. Lee. E-mail: JL275{at}cornell.edu.

Received 8 July 2004; revised 5 December 2004; accepted 22 December 2004.


    ABSTRACT
 TOP
 ABSTRACT
 INTRODUCTION
 THE EXISTING MODEL
 STATUS-DEPENDENT SELECTION AND...
 FROM MULTIPLE SWITCH-POINTS TO...
 APPENDIX
 REFERENCES
 
The status-dependent selection model on alternative reproductive tactics predicts a single switch-point in status: usually all players above some status (e.g., competitive ability) should practice the tactic with the higher average payoff, while those below that point should make the "best of a bad job" by practicing the alternative, lower payoff tactic. Many empirical studies indeed show a relationship between status and tactic choice, but they do not conform to this single switch-point prediction. I modify the status-dependent selection model by considering status-dependent fitness that is mediated, at least in part, by resource acquisition (e.g., status-based competition for territories or nuptial gifts). With variation in resource quality, predicted tactic-choice distributions change: a high-status male may be territorial on a high-quality territory, a lower status male may practice an alternative tactic, and an even lower status male may be territorial on a low-quality territory. Tactic choice thus alternates as in many empirical studies and can appear to be but is not actually stochastic. As the number of theoretically predicted switch-points increases, however, mixed or mixed-conditional strategies should become more prevalent. While alternative tactics will likely usually differ in mean payoff, viewing alternative reproductive tactics as inherently "better" or "worse" (e.g., viewing cuckoldry as "worse"—the best of a bad job) is misleading if not tempered with awareness that payoff can vary greatly within tactics and overlap between tactics.

Key words: alternative reproductive tactic, best of a bad job, conditional strategy, cuckoldry, mixed strategy, status-dependent selection, switch-point, territoriality.


    INTRODUCTION
 TOP
 ABSTRACT
 INTRODUCTION
 THE EXISTING MODEL
 STATUS-DEPENDENT SELECTION AND...
 FROM MULTIPLE SWITCH-POINTS TO...
 APPENDIX
 REFERENCES
 
When animals choose between alternative reproductive tactics, the status-dependent selection model predicts that the decision will hinge on the relationship between the player's status and the fitness payoff associated with each tactic (Gross, 1996Go). The model predicts the existence of a single switch-point in status (Repka and Gross, 1995Go). All players above that switch-point practice the tactic with the higher average payoff, while those below the switch-point adopt the alternative tactic to make the "best of a bad job" (sensu Dawkins, 1980Go; Eberhard, 1982Go).

Empirical data show some support for the model. Typically, individuals practicing one tactic (e.g., territoriality) have, on average, higher status than individuals practicing the other tactic (e.g., cuckoldry) (Brockmann, 2001Go; Gross, 1996Go). However, a focus on the variation within tactics yields a different interpretation: some or even considerable overlap in status often occurs between the group adopting one tactic and the group adopting the other tactic (Gerhardt et al., 1987Go; Kempenaers, personal communication; Kempenaers et al., 2001Go; Tomkins, 1999Go; Waltz and Wolf, 1988Go). But the concept of a single switch-point has been so pervasive that, with a few exceptions (e.g., Tomkins, 1999Go), deviations from predicted population distributions (e.g., a small male holding a territory) are often discounted by animal behaviorists as spurious data points: "mistakes" made by the focal animals or reflections of the investigator's inability to accurately measure status.

An alternative or complementary solution for the discrepancy between the existing status-dependent selection model and empirical data is that the model is incorrect in predicting that a nonoverlapping distribution (i.e., a single switch-point) should usually occur. I modify the existing model by considering status effects that are mediated by resource acquisition. This alters the predictions of the model so that in many cases status overlap between the group practicing one tactic and the group practicing the other tactic is expected.


    THE EXISTING MODEL
 TOP
 ABSTRACT
 INTRODUCTION
 THE EXISTING MODEL
 STATUS-DEPENDENT SELECTION AND...
 FROM MULTIPLE SWITCH-POINTS TO...
 APPENDIX
 REFERENCES
 
According to the status-dependent selection model (Figure 1; Gross, 1996Go), tactic payoff varies as a function of individual status. Two lines representing the two tactics intersect once, producing a single switch-point (Appendix; Repka and Gross, 1995Go).



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Figure 1 The current status-dependent selection model for alternative reproductive tactics compares the status-fitness relationships for territoriality and cuckoldry. The point of intersection corresponds to the switch-point, below which all individuals cuckold and above which all individuals are territorial (see Gross, 1996Go).

 
In this model, multiple switch-points can occur if the lines curve, but with the existing model multiple switch-points caused by multiple intersection points between fitness lines should almost always result in an "orderly" or "clumped" distribution of tactics with respect to status, such that aberrant individuals should occur in groups. That pattern is rarely seen in nature; such multiple intersection points do poorly at explaining seemingly random "scatter," in which deviations from single switch-points occur in the form of aberrant individuals appearing singly, "scattered" about the status distribution. Below, I present a biologically realistic model that can lead to "scattered" multiple intersection points and tactic-choice distributions that resemble those seen in nature.


    STATUS-DEPENDENT SELECTION AND SCATTERED SWITCH-POINTS
 TOP
 ABSTRACT
 INTRODUCTION
 THE EXISTING MODEL
 STATUS-DEPENDENT SELECTION AND...
 FROM MULTIPLE SWITCH-POINTS TO...
 APPENDIX
 REFERENCES
 
Equations
Here I adapt the existing model so that it differentiates between direct status effects and status effects that act through resource acquisition (indirect effects). A simplified version of the model is graphically presented in Figure 2. I will consider the alternative reproductive tactics of territoriality and cuckoldry; the resource will be the territory.



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Figure 2 In (A), I propose a model that divides status effects into their component parts: indirect and direct effects. Direct effects describe those status effects that derive directly from the male's status (e.g., female choice is based on the male himself), unmediated by resource acquisition. Indirect status effects occur when males (black circles and striped circles) compete over resources such as territories (vertical bars) that vary in inherent quality (represented by their heights relative to the y-axis). Territory "quality" corresponds to the fitness benefit due to the acquisition of that particular territory. The pool of available territories is represented by the group of vertical bars at the far right; claimed territories are colored light gray. Individuals with higher status get "first pick" from the pool of territories. If an individual declines a territory (cuckolds), the declined territory remains in the pool and can be taken by a subordinate. If an individual takes a territory, the taken territory is shown as stacked above the point on the fitness line that corresponds to the individual's status. For an individual to hold a territory, the sum of the payoff derived indirectly from status (from the best-available territory, vertical bar) plus the payoff derived directly from the individual's status (lower diagonal line—"u") must be greater than the payoff derived from cuckoldry (upper diagonal line—"c"). The slope of line "c" is greater than the slope of line "u" (i.e., mC > mU) in (A), while the reverse is shown in (B); multiple switch-points are possible in (A) but not (B). (Note that in Figures 1, 2A , and 2B, the total effect of status for territoriality has a steeper slope than the slope for cuckoldry.) The single spotted bar in Figure 2B represents the territory that is declined by all individuals. For simplicity, interaction terms between status and territory quality are zero in this example, and mT equals one (see text). Shown in (A) and (B) are the final fitness values including negative frequency dependence effects, after all individuals have chosen tactics. No individual benefits by changing tactics.

 
Payoff for the territorial tactic (guarding: Pg) can be described as

(1)
where s and t represent status and inherent territory quality, respectively (see below). The predictor variables "s" and "t" are multicollinear, so their coefficients [m(f)] represent only partial, not complete, effects of the predictor variables (see Neter et al., 1996Go for a discussion of multicollinearity). mu, mt, and mx are, respectively, the slopes relating status, inherent territory quality, and the interaction between status and inherent territory quality to tactic payoff. The values of mu, mt, and mx and of the intercept bg are functions of the frequency of individuals practicing each tactic [mu(f), mt(f), mx(f), bg(f)].

Pg in Equation 1 derives from multiple sources:

  1. mu(f)s represents the direct influence of status on Pg. For example, a female may give a male a certain number of eggs based on her evaluation of the male himself. This term does not include any effects that are mediated by territories (e.g., a female awards additional eggs based on the territory the male has obtained).
  2. mt(f)t represents the fitness payoff due to the obtained territory. Territories are assumed to differ from one another in inherent quality. In nature, usually only one individual can hold any given territory at a time, and individuals with higher status have precedence when choosing from the potential territories (see legend to Figure 2). This does not have to reflect a temporal precedence but could just as well result from competition among individuals that differ in status (Parker, 1974Go). The end result is that individuals with higher status have higher quality territories. This effect reflects the indirect influence of status on Pg; that is, when males use their status to obtain resources such as territories and when those resources then influence the total fitness payoff (see Waltz, 1982Go).
    This term does not include the effect of the male altering the territory quality once he obtains it (see interaction term immediately below); it pertains to systems where at least some aspect of the territory's quality exists even before a male claims it (inherent quality of the territory).
  3. mx(f)st represents the change in Pg due to the effect of the male's status on altering the quality of his territory after he has obtained it. For example, females may award eggs based on the quality of the male's territory, which in turn may be influenced by the male's ability to tend it. This term describes the difference between the inherent quality of the territory and the quality of the territory after it has been tended. An example is algae-farming damselfish, in which bigger males cultivate better lawns by providing better defense against herbivorous intruders (e.g., Foster, 1985Go).

Imagine a system in which the ability of underwater substrate to support aquatic algal growth varies with water depth, such that shallower depth enables faster algal growth (depth varies as shallow, medium, and deep). Shallow water substrate is limited; higher status males outcompete lower status males for it. A higher status male also can better defend the turf against herbivorous intruders and in so doing add to the inherent growth of his turf (additional growth is a factor of male status and inherent growth). Females judge both males and their territories and "decide" on the number of eggs to lay based on both the male's status (direct status effect, e.g., a status-indicating courtship dance) and the length of the male's algal lawn (resource-mediated status effect).

For simplicity, territories affect payoff at the territorial tactic but not at the alternative tactic. (The model can be easily altered if multivariate influence is desired on both tactics.) Thus, where mc(f) is the frequency-dependent slope of the relationship between status and cuckoldry payoff and bc(f) is the frequency-dependent intercept of that line, cuckoldry payoff (Pc) is

(2)

Solution for multiple switch-points
At a switch-point, the fitness payoffs of the two tactics must be equal (Parker, 1982Go). Setting Pg equal to Pc and solving for the status switch-point (s')

(3)

Because there exist multiple values of t (i.e., territories vary in inherent quality), there exist multiple solutions for s' and therefore multiple switch-points. A crucial feature of natural systems is that higher status males obtain higher quality territories than do lower status males. As shown in the Appendix and in Figure 2A, multiple switch-points are still possible when this biological feature of status-dependent resource acquisition is taken into account. This provides a simple mechanism through which multiple intersection points and consequently multiple switch-points can occur, within the status-dependent selection framework.

Necessary conditions for multiple switch-points
Figure 2B and the Appendix show an important requirement for multiple switch-points: While the slope of the total effect (direct plus indirect effects) of status on the territoriality payoff can be greater than the slope relating status to cuckoldry success, the slope of the direct effect (mU) must be less than the slope for cuckoldry (mC). Otherwise, the minimum territory quality required for a male to choose territoriality increases with decreasing status—once a territory is declined, no subordinate will accept it.

How do these parameters relate to systems in nature—that is, when will mC be greater than mU? Strong positive relationships between status and cuckoldry success (high mC) can result when cuckolders compete with each other or with the territorial male (Kodric-Brown, 1986Go; Koseki and Maekawa, 2000Go) or when females choose the extrapair male with whom they mate (Houtman, 1992Go; Jennions and Petrie, 2000Go). Low mU could occur in systems in which the influence of the territory holder's status is largely mediated through the territory (high mT). Females may choose males based on the quality of the territories that the males acquire (Alatalo et al., 1986Go), or males may fight for space (territories) that contains females (Emlen and Oring, 1977Go; Rubenstein, 1980Go). In some species, such as those that defend egg oviposition sites of fixed size (e.g., rocks under which females deposit eggs, DeMartini, 1991Go) or harem-holders that defend feeding space for females (Shuster and Wade, 2003Go), the inherent size and quality of the space (territory) can directly determine the number of mates that can be acquired. A postcopulatory mechanism through which mU would be low and mT would be high is when inherent territory quality affects offspring survival, as may occur when the territory provides food or shelter for a limited number of offspring. In contrast, mU should be high, and multiple switch-points should become less likely, when female choice is based directly on male status or when males fight directly for females.

For simplicity, we use linear fitness functions. In systems with nonlinear functions, the mechanism described in this paper should be possible along regions of the status range where the relationship between status and cuckoldry success is steeper than that between status and the direct effect of status on success at territoriality.

Another requirement for multiple switch-points is variation in inherent territory quality. This condition is realistic for many systems (Rodenhouse et al., 1997Go; Sergio and Newton, 2003Go). In the example of males competing for space that contains females, the equivalent of variation in inherent territory quality is variation in the sizes of the "clumps" of females (see Shuster and Wade, 2003Go).

Despite differences between tactics in mean payoff, this focus on within-tactic payoff variation suggests that viewing alternative tactics as inherently "better" or "worse" (e.g., viewing cuckoldry as making the "best of a bad situation") can be misleading in systems that have multiple switch-points. Variation introduced by territory quality can lead to situations where an individual with high status will take a high-quality territory, an individual in a worse situation will cuckold, and an individual in an even worse situation will take a lower quality territory (see Figure 2A). In such scenarios there is no one tactic that is the "best of a bad job." Even though tactics may differ in mean payoff, this consideration of payoff variation within tactics may help explain empirical data that deviate from the prediction of a single switch-point.


    FROM MULTIPLE SWITCH-POINTS TO MIXED STRATEGIES
 TOP
 ABSTRACT
 INTRODUCTION
 THE EXISTING MODEL
 STATUS-DEPENDENT SELECTION AND...
 FROM MULTIPLE SWITCH-POINTS TO...
 APPENDIX
 REFERENCES
 
Crowley (2000)Go shows how categorical, as opposed to continuous, perception of status can lead to mixed strategies in pair-wise contests (also see Hammerstein and Parker, 1982Go; Parker and Rubenstein, 1981Go). Briefly, imagine that an individual assesses its own and its opponent's status as points along a continuum. When such assessment occurs, the chances of an individual perceiving its opponent as completely equal in status are infinitesimal, so all individuals should effectively practice a pure conditional strategy. A pure conditional strategy is one in which tactic choice is deterministic. For example, a contestant that assesses itself to be higher in status escalates into combat with a probability of 1, and avoids combat with a probability of 0. In contrast, if contestants assess status categorically (e.g., three categories: small, medium, and large), then there is a greater likelihood that an individual will perceive the opponent as an equal. When an opponent is perceived as equal, tactic choice is no longer necessarily deterministic (probability is no longer necessarily 1 or 0). Instead, negative frequency dependence should lead to a mixed strategy (Maynard-Smith, 1982Go). In a mixed strategy, tactic choice is stochastic: a contestant that assesses its competitor to be an equal in terms of status escalates into combat with a probability of p and avoids combat with a probability of 1 – p; negative frequency dependence determines the value of p (where 0 < p < 1). Better assessment abilities reduce the ability of this mechanism to produce extensively practiced mixed strategies: as assessment abilities increase (the number of categories increases and the width of the categories decreases), mixed strategies should become increasingly rare (Crowley, 2000Go, 2003Go). As assessment abilities continue to improve, the model collapses back down to continuous assessment; pure conditional strategies become the only evolutionarily stable strategies.

This mechanism and the limitations imposed by good assessment abilities can be extended to situations where a contestant competes against a large group of individuals (games against the field), as opposed to a single competitor (Flaxman, 2000Go). In games against the field (such as the cuckolder-territorial game), any category that overlaps a switch-point should practice a mixed strategy. If only a single switch-point exists, as is predicted by the existing model on status-dependent selection on alternative reproductive tactics, then only one category at maximum should practice a mixed strategy. As assessment abilities improve (categories shrink in width and increase in number), the proportion of the population that practices a mixed strategy should decrease.

However, if multiple switch-points can exist, as I have shown in this paper, then an increase in the number of switch-points can lead to an increase in the number of categories that overlap switch-points and consequently lead to an increase in the number of categories that follow mixed strategies. Consequently, even in systems with good (but not perfect) assessment abilities, a large number of predicted switch-points (predicted under perfect assessment) can cause a large proportion of the population to choose between cuckoldry and territoriality stochastically (practice mixed strategies). This provides a mechanism through which extensively practiced mixed strategies can evolve. Whether a population practices a conditional strategy with multiple switch-points or a more heavily stochastic (mixed) strategy will depend on the number of switch-points and on the assessment abilities of the population.

The model described in this paper specifically concerns status-dependent selection on alternative reproductive tactics, but other approaches to decision-making are also relevant (Houston and McNamara, 1999Go; Orians, 1969Go; Parker, 1982Go; Shuster and Wade, 2003Go; Waltz, 1982Go). Switch-point variation may come about through a variety of mechanisms. For example, Hazel et al. (1990Go; Roff, 1996Go; Tomkins, 1999Go) treat decision-rule thresholds as polygenic threshold traits, with the distribution of decision-rule thresholds within a population varying with a normal distribution about a mean value. If applied to alternative mating tactics, this mechanism can lead to status overlap between tactics. Indeed, empirical studies have demonstrated heritable variation about a mean (e.g., Emlen, 1996Go). Logically, genetic variation must exist if the location of the switch-point is to evolve (Roff, 1996Go; Shuster and Wade, 2003Go; Tomkins and Brown, 2004Go). The mechanism described in this paper does not require genetic variation in thresholds to be responsible for multiple switch-points but does not preclude it either; the two mechanisms are compatible.

In this paper, I have shown how status-dependent selection on alternative reproductive tactics can be broken down into its constituent parts and how variation in one of those status-dependent parts—the inherent quality of the acquired territory—can lead to status overlap between cuckolders and territorial males. This provides a biologically realistic mechanism for status overlap in species that practice alternative reproductive tactics.


    APPENDIX
 TOP
 ABSTRACT
 INTRODUCTION
 THE EXISTING MODEL
 STATUS-DEPENDENT SELECTION AND...
 FROM MULTIPLE SWITCH-POINTS TO...
 APPENDIX
 REFERENCES
 
The single switch-point with the existing model
The payoffs for territoriality (guarding: Pg) and cuckoldry (Pc) can be simplified to the following linear equations.

(A1)
and

(A2)
where mg, mc are the slopes and bg, bc are the intercepts of the lines relating status (s) to tactic payoff, and the values of mg and mc and of bg and bc are functions of the frequency of individuals practicing each tactic [mg(f), mc(f), bg(f), bc(f)]. The tactic of territoriality is represented by "g" (guarding); cuckoldry is represented by "c."

At a switch-point, the fitness payoffs of the two tactics must be equal (Parker, 1982Go). Setting Pg equal to Pc and solving for the status switch-point (s')

(A3)
For any given frequency of individuals practicing each tactic, there exists only one solution to this equation, so only one switch-point can exist.

Necessary conditions for multiple switch-points
A switch-point occurs when it pays an individual with a slightly higher or slightly lower status than another to adopt a different tactic. That is, switch-point "A" occurs when the following two inequalities are satisfied

(A4)

(A5)
where sb and se represent individuals with status b and e, respectively; sb > se.

Switch-point "B" occurs when inequality A6 is also satisfied, with sb > se > sh

(A6)
Assume that two territories vary in quality such that tr > tr–1. At switch-point "B," an individual with status se declines territory tr–1 and cuckolds at other nests, while an individual with lower status (sh) takes that same territory. Substituting Equations 1 and 2 into inequalities A5 and A6 and combining the resulting two inequalities gives the inequality that must be satisfied for switch-point "B" to occur:

(A7)
where mC = mc(f); mU = mu(f); mX = mx(f); mT = mt(f); bG = bg(f); bC = bc(f).

Because by definition se > sh, the satisfaction of inequality A7 requires as a necessary condition

(A8)

Performing the same operation for inequalities A4 and A5, we come to the inequality that must be satisfied for switch-point "A" to occur

(A9)

Given the constraints imposed by inequality A8, the satisfaction of inequality A9 becomes more likely as tr–1 becomes smaller and se approaches sb (recall that by definition se < sb).


    ACKNOWLEDGEMENTS
 
The manuscript was improved by comments from Carlos Botero, Jack Bradbury, Jane Brockmann, Mark Elgar, Sam Flaxman, Kern Reeve, C. Dustin Rubinstein, Sheng-Feng Shen, and three anonymous reviewers. For discussion, I am grateful to Andrew Bass, Elizabeth Adkins-Regan, Paul Sherman, the Bass Lab, and the Cornell Behavior Lunch Bunch. Bart Kempenaers kindly provided a histogram of floater and resident conditions (body mass).


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 FROM MULTIPLE SWITCH-POINTS TO...
 APPENDIX
 REFERENCES
 
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