Showing posts with label mechanism. Show all posts
Showing posts with label mechanism. Show all posts

Sunday, February 7, 2016

Meanings and mechanisms

image: photographs of Martin Luther King, Jr. at the University of Michigan, 1962

There are two large categories of factors that are fundamental to understanding social processes -- meanings and mechanisms. I’ve given a preponderance of attention to the importance of social causal mechanisms within historical and social explanation (link). We explain a social outcome when we identify the social mechanisms that brought it about.

It is crucial to bear in mind always, however, that there is a complementary dimension to social life and social process — the pervasive fact that people act within frames of meanings and interpretations that they bring to their social relationships and their social worlds. Human action is meaningful action, and we can't make sense of action without attributing meanings, intentions, and frameworks of understanding and desire to the individuals who constitute a social encounter. 

This is not a new insight, of course; it was fundamental to the hermeneutic approach to social life, including the influential thinking of Wilhelm Dilthey (Introduction to the Human Sciences). But the classical hermeneutic approach tended to under-value the importance of causation and mechanisms in the social world; whereas it is clear today that both mechanisms and meanings are inseparably embedded within the social world.

It is in fact misleading to portray mechanisms and meanings as complementary “dimensions” of social change. Rather, we might say that mechanisms depend upon meanings, for the simple reason that mechanisms depend upon actions, and actions presuppose meanings. This is the thrust of my emphasis on "actor-centered" approaches to sociology (link). The actor-centered perspective takes seriously the meanings, values, cognitive and practical frameworks that individuals bring to their interactions in the social world, and it urges social scientists and historians to improve upon their current theories of the actor.

Institutions and organizations are often invoked as causal factors or mechanisms in the production of important social outcomes. But institutions always work by influencing the behavior of the individual actors whom they touch; so either explicitly or implicitly we need to have a theory of the actor's mental frameworks if we are to understand the causal power of institutions to influence outcomes. 

If we want to know why there is grade inflation in universities, we need to refer to some of the institutional mechanisms that influence grading practices (causal influences!), but we also need to refer to the goals and meanings that participants bring to the interaction between students, professors, and appeals committees. Sometimes those mental frameworks are trivial and manifest -- students want higher grades for reasons of career success as well as personal validation, faculty want to function in accordance with their responsibilities as neutral assessors of academic performance while at the same time demonstrating empathy for the needs of their students. These interlocking intentions and desires lead to a dynamic movement of average grades over time -- sometimes higher, once in a while lower. But sometimes the underlying mental frameworks that drive important social outcomes are more obscure -- for example, the disaffection and doubt that leads inner city minority students to despise high school. 

Think for a moment about how meanings and intentional actions give rise to a common social mechanism, hate-based nationalist mobilization. A few strident leaders formulate a message of hate against a group -- currently, MENA immigrants in various European countries; they find means of gaining access to national media (through provocative demonstrations); and they extend their influence from the tiny percentage of racist extremists ex ante to a sizable percentage of the more moderate population. How does this work? Why do ordinary non-racist citizens fall prey to the hateful messages of the extreme right? Presumably a convincing answer will depend on the specifics of the communications strategies and messages conveyed by the nationalist party, interlocking with an astute reading of the fears and suppressed prejudices of the majority population. In other words, the mechanism of racist mobilization depends on a substratum of political emotion and belief that can be adroitly manipulated by the racist group and its leaders.

Philosophers sometimes distinguish meanings and causes as subjective and objective.(This is implied in Georg Henrik von Wright's classic book Explanation and Understanding.) But this is not a useful way of thinking about the two categories. Meanings are often fully objective -- in the sense that we can investigate them empirically and they can be demonstrated to have stable and enduring effects in the world. And social causes have an element of subjectivity built into them, for the simple reason that social causes always invoke the subjective states of mind of the actors who make them up. It isn't even accurate to say that meanings exist solely within the actor, whereas causes exist outside the actor. The meanings that Weber identified in the notion of the Protestant Ethic are indeed embodied in a population of individuals (inward); but they are pervasive and influential on those same individuals (outward). So the Protestant Ethic is both an inner state of mind and an external and coercive set of values and beliefs.

(The photos of Dr. King above are relevant in this context because the civil rights struggle of the 1950s and 1960s offers ample examples of meanings and mechanisms in the evolving mobilizations, legislation, cycles of Jim Crow violence, and emerging ideas about Black Power within the African-American community.)

Thursday, September 17, 2015

Microfoundations and mechanisms


The topics of microfoundations and causal mechanisms have come up frequently in this work. The microfoundations thesis maintains that social attributions and explanations based on macro-level entities and structures depend upon pathways at the level of the individual actors through which the entities and processes are maintained. The causal mechanisms thesis maintains that the best way of understanding causal assertions linking A to B is to identify the concrete causal mechanisms through which the powers of A bring about the properties of B.

Is there a relation between these two bodies of philosophical theory about the social world? There is, in a fairly obvious way. When we ask for the microfoundations of a hypothesized social process, we are really asking about the lower-level social mechanisms that bring the process about.

For example: What is it about an extended population that creates the observed features of the spread of rumor or panic? Or in other words, what are the social mechanisms through which socially interacting actors spread rumors or contribute to a broader occurrence of panic and fear? When we provide an account of the ways in which individuals communicate with each other and then demonstrate how messages diffuse through the given network structure, we have identified one of the social mechanisms of the social process in question.

Asking for the microfoundations of X is asking for an answer to two related questions: What is X (at the micro level)? And how does X work (also at the micro level)? The latter question can be paraphrased as: what are the sub-level mechanisms through which the X-level processes work? The first question is not so clearly a question about mechanisms; it is rather a question about composition. What is it about the substrate that gives rise to (constitutes) the observed macro-level properties of X? But in their book In Search of Mechanisms: Discoveries across the Life Sciences Craver and Darden argue that mechanisms play both roles. Mechanisms can be invoked to account for both process and structure (link). Here is their diagram illustrating the role that mechanisms can play with respect to higher-level structures and processes:


So here is a preliminary answer to the question of whether microfoundations and mechanisms are related. In the most immediate sense, we might say that the search for microfoundations is a search for a group of lower-level social mechanisms, to account for both the constitution and the causal dynamics of the higher-level structure. Searching for microfoundations involves learning more about the substrate of a given level of structure and process, and the causal mechanisms that occur at that lower level. Microfoundations is the question and mechanisms is the answer.

This response is not fully satisfactory, however, for several reasons.

First, there is an implication in this analysis that mechanisms live at the substrate level -- in the case of the social world, at the level of individual social actors. This is clearly assumed in the analytical sociology literature (Hedstrom, Dissecting the Social: On the Principles of Analytical Sociology). But this is an unnecessary and narrow stipulation about causal mechanisms. It is plausible to maintain that there are causal mechanisms at a range of levels (link); for example, at the cognitive level, the motivational level, the organizational level, or the system level (link).

Second, we might also observe that various social mechanisms themselves possess microfoundations. There are processes in the causal substrate that constitute the causal necessity of a specified mechanism. A spark in the presence of methane and oxygen brings about an explosion. This is a mechanism of combustion. The substrate is the chemical composition of methane and oxygen and the chemical processes that occur when an electrical spark is introduced into the environment. So the question of "level" is a relative one. A given set of objects and causal processes has its own substrate at a lower level, and simultaneously may serve as the substrate for objects and processes at higher levels.

We might also consider the idea that the two concepts have a different grammar. They play different roles in the language of science. The microfoundations conceptual scheme immediately invokes the idea of level and substrate. It brings along with it an ontological principle (the higher level is constituted by the properties of the substrate), and a partial methodological principle (the generative strategy of showing how higher-level processes come about as a consequence of the workings of the substrate). The mechanisms conceptual scheme does not inherently presuppose higher-level and lower-level structures; instead, a mechanism is something like a unit of causation, and it may be found at any level from molecular biology to organizational change.

(In an earlier post I considered a similar question, the relation between powers and mechanisms. There I argued that these two concepts are symmetrical: mechanisms lead us to powers, and powers lead us to mechanisms.)

Sunday, November 30, 2014

Geddes on methods


Earlier posts have examined some recent thinking about social science methods (link, link). Here I will examine another recent contributor to this field, Barbara Geddes.

Geddes is a specialist in comparative politics, and her 2003 Paradigms and Sand Castles: Theory Building and Research Design in Comparative Politics is a thoughtful contribution to the debate about how the social sciences should proceed. Her central concern is with the topic of research design in comparative politics. How should a comparative researcher go about attempting to explain the varying outcomes we observe within the experiences of otherwise similar countries? How can we gain empirical grounds for validating or rejecting causal hypotheses in this field? And how do general theories of politics fare as a basis for explaining these concrete trajectories -- the rise of authoritarianism in one country, the collapse of communism in the USSR, an outbreak of democracy in that country, or a surprising populism in another? Geddes finds that the theories that guided comparative politics in the sixties, seventies, and eighties proved to be inadequate to the task of explaining the twists and turns the political systems of the world took during those decades and argues that the discipline needs to do better.

Geddes's proposed solution to this cul de sac is to bring theory and research design closer together. She wants to find a way of pursuing research in comparative politics that permits for more accumulation of knowledge in the field, both on the side of substantial empirical findings and well grounded theoretical premises. Theoretical premises need to be more carefully articulated, and plans for data collection need to be more purposefully guided so the resulting empirical findings are well suited to evaluating and probing the theoretical premises. Here is a good summary paragraph of her view:
The central message of this book is that we could steer a course through that narrow channel between untested theory and atheoretical data more successfully, and thus accumulate theoretical knowledge more rapidly, if certain research norms were changed. Although research norms are changing, basic principles of research design continue to be ignored in many studies. Common problems include inappropriate selection of cases from which to draw evidence for testing theories and a casual attitude towards nonquantitative measurement, both of which undermine the credibility of evidence gathered to support arguments. The failure to organize and store evidence in ways that make it accessible to others raises the cost of replication and that also slows theoretical progress. Uncritical acceptance by readers of theories that have not undergone systematic empirical test exacerbates the problem. (5)
What does Geddes mean by "theory" in this context? Her examples suggest that she thinks of a theory as a collection of somewhat independent causal hypotheses about a certain kind of large social outcome -- the emergence of democracy or the occurrence of sustained economic development, for example. So when she discusses the validity of modernization theory, she claims that some components were extensively tested and have held up (the correlation between democracy and economic development, for example; 9), whereas other components were not adequately tested and have not survived (the claim that the diffusion of values would rapidly transform traditional societies; 9).

Geddes does not explicitly associate her view of social science inquiry with the causal mechanisms approach. But in fact the intellectual process of inquiry that she describes has a great deal in common with that approach. On her view of theory, the theory comes down to a conjunction of causal hypotheses, each of which can in principle be tested in isolation. What she refers to as “models” could as easily be understood as schematic descriptions of common social mechanisms (33). The examples she gives of models are collective action problems and evolutionary selection of social characteristics; and each of these is a mechanism of social causation.

She emphasizes, moreover, that the social causal factors that are at work in the processes of political and economic development generally work in conjunction with each other, with often unpredictable consequences.
Large-scale phenomena such as democratic breakdown, economic development, democratization, economic liberalization, and revolution result from the convergence of a number of different processes, some of which occur independently from others. No simple theory is likely to explain such compound outcomes.  Instead of trying to "explain" such compound outcomes as wholes, I suggest a focus on the various processes that contribute to the final outcome, with the idea of theorizing these processes individually. (27)
What Geddes's conception of "theory" seems to amount to is more easily formulated in the language of causal mechanisms. We want to explain social outcomes at a variety of levels of scale -- micro, meso, macro. We understand that explanation requires discovery of the causal pathways and processes through which the outcome emerged. We recognize that social outcomes have a great deal of contingency and path dependency, so it is unlikely that a great outcome like democratization will be the result of a single pervasive causal factor. Instead, we look for mid-level causal mechanisms that are in place in the circumstances of interest -- say the outbreak of the Bolshevik uprising; and we attempt to discern the multiple causal factors that converged in these historical circumstances to bring about the outcome of interest. The components of theories to which Geddes refers are accounts of reasonably independent causal mechanisms and processes, and they combine in contingent and historically specific ways.

And in fact she sometimes adopts this language of independent mid-level causal mechanisms:
To show exactly what I mean, in the pages that follow I develop a concrete research strategy that begins with the disaggregation of the big question — why democratization occurs — into a series of more researchable questions about mechanisms. The second step is a theorization of the specific process chosen for study — in this case, the internal authoritarian politics that sometimes lead to transition. The third step is the articulation of testable implications derived from the theorization. (43)
And later:
I argued that greater progress could be made toward actually understanding how such outcomes [as democratization and authoritarian rule] by examining the mechanisms and processes that contribute to them, rather than through inductive searches for the correlates of the undifferentiated whole. (87)
(This parallels exactly the view taken by McAdam, Tarrow, and Tilly in Dynamics of Contention, where they argue systematically for a form of analysis of episodes of contention that attempts to identify recurring underlying processes and mechanisms.)

It emerges that what Geddes has in mind for testing mid-level causal hypotheses is largely quantitative: isolate a set of cases in which the outcome is present and examine whether the hypothesized causal factor varies appropriately across the cases. Do military regimes in fact persist with shorter average duration than civilian authoritarian regimes (78)? Like King, Keohane, and Verba in Designing Social Inquiry: Scientific Inference in Qualitative Research, Geddes is skeptical about causal methods based on comparison of a small number of cases; and like KKV, she is critical of Skocpol's use in States and Social Revolutions: A Comparative Analysis of France, Russia and China of Mill's methods in examining the handful of cases of social revolution that she examines. This dismissal of small-N research represents an unwelcome commitment to methodological monism, in my view.

In short, I find Geddes's book to be a useful contribution that aligns more closely than it appears with the causal mechanisms approach to social research. It is possible to paraphrase Geddes's approach to theory and explanation in the language of causal mechanisms, emphasizing meso-level analysis, conjunctural causation, and macro-level contingency. (More on this view of historical causation can be found here.)

Geddes's recommendations about how to probe and test the disaggregated causal hypotheses at which the researcher arrives represent one legitimate approach to the problem of giving greater empirical content to specific hypotheses about causal mechanisms. It is regrettable, however, that Geddes places her flag on the quantitative credo for the social sciences. One of the real advantages of the social mechanisms approach is precisely that we can gain empirical knowledge about concrete social mechanisms through detailed case studies, process tracing, and small-N comparisons of cases that is not visible at the level of higher-level statistical regularities. (A subsequent post will examine George and Bennett, Case Studies and Theory Development in the Social Sciences (Belfer Center Studies in International Security), for an alternative view of how to gain empirical knowledge of social processes and mechanisms.)

Tuesday, October 21, 2014

Social mechanisms and ABM methods


One particularly appealing aspect of agent-based models is the role they can play in demonstrating the inner workings of a major class of social mechanisms, the group we might refer to as mechanisms of aggregation. An ABM is designed to work out how a field of actors of a certain description, in specified kinds of interaction, lead through time to a certain kind of aggregate effect. This class of mechanisms corresponds to the upward strut of Coleman's boat. This is certainly a causal story; it is a generative answer to the question, how does it work?

However, anyone who thinks carefully about causation will realize that there are causal sequences that occur only once. Consider this scenario: X occurs, conditions Ci take place in a chronological sequence, and Y is the result. So X caused Y through the causal steps instigated by Ci. We wouldn't want to say the complex of interactions and causal links associated with the progress of the system through Ci as a mechanism linking X to Y; rather, this ensemble is the particular (in this case unique) causal pathway from X to Y. But when we think about mechanisms, we generally have in mind the idea of "recurring causal linkages", not simply a true story about how X caused Y in these particular circumstances. In other words, for a causal story to represent a mechanism, it needs to be a story that can be found to hold in an indefinite number of cases. Mechanisms are recurring complexes of causal sequences.

An agent-based model serves to demonstrate how a set of actors give rise to a certain aggregate outcome. This is plainly a species of causal argument. But it is possible to apply ABM methods to circumstances that are unique and singular. This kind of ABM model lacks an important feature generally included in the definition of a mechanism-- the idea of recurrence across a number of cases. So we might single out for special attention those ABMs that identify and analyze processes that recur across multiple social settings. Here we might refer, for example, to the "Schelling mechanism" of residential segregation. There are certainly other unrelated mechanisms associated with urban segregation -- mortgage lending practices or real estate steering practices, for example. But the Schelling mechanism is one contributing factor in a range of empirical and historical cases. And it is a factor that works through the local preferences of individual actors.

So this seems to answer one important question: in what ways can ABM simulations be said to describe social mechanisms? They do so when (i) they describe an aggregative process through which a given meso-level outcome arises, and (ii) the sequence they describe can be said to recur in multiple instances of social process.

A question that naturally arises here is whether there are social mechanisms that fall outside this group. Are there social mechanisms that could not be represented by an ABM model? Or would we want to say that mechanisms are necessarily aggregative, so all mechanisms should be amenable to representation by an ABM?

This is a complicated question. One possible response seems easily refuted: there are mechanisms that work from meso level (organizations) to macro level (rise of fascism) that do not invoke the features of individual actors. Therefore there are mechanisms that do not conform strictly to the requirements of methodological individualism. However, there is nothing in the ABM methodology that requires that the actors should be biological individuals. Certainly it is possible to design an ABM representing the results of competition among firms with different behavioral characteristics. This example still involves an aggregative construction, a generation of the macro behavior on the basis of careful specification of the behavioral characteristics of the units.

Another possible candidate for mechanisms not amenable to ABM analysis might include the use of network analysis to incorporate knowledge-diffusion characteristics into analysis of civil unrest and other kinds of social change. It is sometimes argued that there are structural features of networks that are independent of actor characteristics and choices. But given that ABM theorists often incorporate aspects of network theory into their formal representations of a social process, it is hard to maintain that facts about networks cannot be incorporated into ABM methods.

Another candidate is what Chuck Tilly and pragmatist sociologists (Gross, Abbott, Joas) refer to as the "relational characteristics" of a social situation. Abbott puts the point this way: often a social outcome isn't the result of an ensemble of individuals making discrete choices, but rather is a dance of interaction in which each individual's moves both inform and self-inform later stages of the interaction. This line of thought seems effective as a rebuttal to methodological individualism, or perhaps even analytical sociology, but I don't think it demonstrates a limitation of the applicability of ABM modeling. ABM methods are agnostic about the nature of the actors and their interactions. So it is fully possible for an ABM theorist to attempt to produce a representation of the iterative process just described; or to begin the analysis with an abstraction of the resultant behavioral characteristics found in the group.

I've argued here that it is legitimate to postulate meso-to-meso causal mechanisms. Meso-level things can have causal powers that allow them to play a role in causal stories about social outcomes. I continue to believe that is so. But considerations brought forward here make me think that even in cases where a theorist singles out a meso-meso causal mechanism, he or she is still offering some variety of disaggregative analysis of the item to be explained. It seems that providing a mechanism is always a process of delving below the level of the explananda to uncover the underlying processes and causal powers that bring it about.

So the considerations raised here seem to lead to a strong conclusion -- that all social mechanisms can be represented within the framework of an ABM (stipulating that ABM methods are agnostic about the kinds of agents they postulate). Agent-based models are to social processes as molecular biology is to the workings of the cell.

In fact, we might say that ABM methods simply provide a syntax for constructing social explanations: to explain a phenomenon, identify some of the constituents of the phenomenon, arrive at specifications of the properties of those constituents, and demonstrate how the behavior of the constituents aggregates to the phenomenon in question.

(It needs to be recognized that identifying agent-based social mechanisms isn't the sole use of ABM models, of course. Other uses include prediction of the future behavior of a complex system, "what if" experimentation, and data-informed explanations of complex social outcomes. But these methods certainly constitute a particularly clear and rigorous way of specifying the mechanism that underlies some kinds of social processes.)

Saturday, August 2, 2014

Classifying mechanisms by location


If we are going to take social mechanisms seriously, we need to be able to say more about what they are. Earlier posts have opened the possibility of offering a scheme of classification for social mechanisms (link, link). Here I want to briefly explore a different idea: to group mechanisms according to which part they play within the space of social influence postulated by the idea of methodological localism (link). I introduced the idea of methodological localism in "Levels of the Social" (link) as an ontological alternative to both methodological individualism and methodological holism. That specification of the nature of social reality suggested a small handful of fundamental questions. Here I want to experiment with classifying a number of mechanisms according to which of these questions they answer. Here is the relevant statement from "Levels of the Social" (link):

According to methodological localism, the social is constituted by socially situated individuals, nested within social relations and institutions that have only an intermediate degree of persistence and permanence.

The socially situated individual finds herself within a concrete set of social relationships, networks, and institutions. This complex serves to socialize and provide incentives, as well as to constrain. The approach of methodological localism supports as well the reality that institutions often have extra-local scope, geographically, demographically, and administratively. So, we can legitimately describe institutions with broader scope as being “higher-level” institutions. 

This approach suggests six large areas of focus for social science research:
  • What makes the individual tick? [action mechanisms]
  • How are individuals formed and constituted? [social constitution mechanisms] 
  • What are the institutional and organizational factors that motivate and constrain individuals' choices? [institutional mechanisms on individual behavior]
  • How do individual agents' actions aggregate to higher-level social patterns? [aggregative mechanisms]
  • How do macro-level social structures influence other macro-level social structures? [meso-meso mechanisms]
These questions imply eight "zones" of activity for social mechanisms:
0 neuro-cognitive system
1 action and deliberation
2 identity formation
3 institutional influence on individuals
4 aggregation from individual to social
5 social action and collective action
6 hierarchy and control
7 meso-meso influences
I have represented these eight zones in the messy figure above.

This is a "functional" taxonomy of mechanisms; it classifies social mechanisms according to what they do. A different scheme would be to group mechanisms according to how they work: rational choice, game theoretic, social network, sub-cognitive, group dynamics, collective action, coercion, epidemiological, .... If we adopted both schemes, then we would arrive at a two-dimensional classification including both functional location and mode of activity.

So how does this scheme mesh with the mechanisms singled out in my earlier post? Here is a grouping of the mechanisms included in the catalogue presented there according to the current scheme:

0.00           NEURO-COGNITIVE SYSTEM

1.00           ACTION AND DELIBERATION

1.01              Altruistic enforcement
1.02              Conditional altruism [individuals reason on the basis of conditional willingness to act in support of collective good]
1.03              Reciprocity [individuals act for other individuals in expectation of return favors in future; successful only in specific social conditions]
1.04              Social appropriation
1.05              Stereotype threat

2.00           IDENTITY FORMATION

2.01                Boundary activation
2.02                Certification
2.03                norm inculcation

3.00           INSTITUTIONAL INFLUENCE ON INDIVIDUALS

3.01              Audit and accounting [organization establishes rules and roles to oversee compliance with policies]
3.02              Broadcast
3.04              Contract
3.05              Employee training [organization establishes training for employees to encourage or create desired forms of behavior]
3.06              Framing [leaders communicate issues and demands to followers in favorable ways]
3.09              Morale building
3.10              Norms [normative community influences individual action and choice]
3.11              Selective benefits [organization or club offers benefits to those who contribute to joint actions]
3.12              Selective coercion [group, leaders! or members impose sanctions on members to enforce compliance with group rules]
3.14              Supervision
3.15                Regulatory organizations

4.00           AGGREGATION OF INDIVIDUAL TO SOCIAL

4.02                Auction
4.03                Cyclical voting
4.04                Democratic decision making
4.05                Erosion
4.06                Flash trading
4.07                Imitation
4.08                Influence peddling
4.09                Interlocking mobilization
4.10                Interpersonal network
4.01                Market
4.13                Market for lemons
4.15                Producers' control
4.16                Rumor
4.17                Subliminal transmission

5.00           SOCIAL ACTION AND COLLECTIVE ACTION

5.01                Agenda setting
5.01                Brokerage [leaders negotiate coordinated action with other groups/leaders]
5.02                Convention [individuals coordinate action around conspicuous patterns or rules]
5.03                Coordinated action
5.04                Escalation [group and leaders promote broader action alliance or elevate level of action]
5.05                Free rider behavior
5.06                Prisoners' dilemma [result of strategic action among two or more players]
5.07                Log rolling
5.08                Person-to-person transmission

6.00           HIERARCHY AND CONTROL

6.01                Control of communications systems
6.02                Deception
6.03                Informers
6.03                Charisma
6.04                Propaganda
6.05                Secret police files
6.06                Spectacular use of force
6.07                Leadership
6.08                Ministry direction

7.00           MESO-MESO INFLUENCE

7.01                Competition for power [groups and leaders take steps to improve their power position]
7.02                Diffusion [example of collective action spreads to other locales and groups and issues]
7.03                Non-linear effects within social networks
7.04                Overlapping systems of authority (Brenner)
7.05                Transport networks
7.06                Soft budget constraint

Interestingly enough, here is a rather similar diagram (in structure, anyway) that is provided by Thornton, Ocacio, and Lounsbury in their presentation of the field of "institutional logics" (The Institutional Logics Perspective: A New Approach to Culture, Structure and Process):

If we understand each of the arrows as a group of mechanisms, extending influence from one zone to the other, the diagram is very similar in its logic to the one provided above.

Thursday, February 13, 2014

"How does it work" questions

Source: Karl Ove Moene in Alternatives to Capitalism, p. 85

One of the strengths of the causal-mechanisms approach to social explanation is how it responds to a very fundamental aspect of what we want explanations to do: we want to understand how something works. And a mechanisms account answers that question.

Let’s consider an example in detail. Suppose we observe that worker-owned cooperatives (WOC) tend to respond differently to price changes for their products than capitalist-owned firms (COF) when it comes to production decisions. The WOC firm will conform to this rule: “The higher the output price, the lower will be the supply” (85), whereas the COF firm will increase employment and supply. This is referred to as the Ward problem.

We would like to know how that comes about; what are the organization's processes and interactions that lead to the outcome. This means that we need to dig deeply into the specific processes that lead to production and employment decisions in both kinds of enterprises and see how these processes lead to different results.

The key part of the explanation will need to involve an analysis of the locus of decision-making that exists within the enterprise, and a demonstration of how the decision-making process in a WOC leads to a different outcome from that involved in a COF.

Here is how Karl Ove Moene analyzes this problem in “Strong Unions or Worker Control?” (Alternatives to Capitalism).
A production cooperative with worker control is defined somewhat restrictively as follows:
  1. Productive activities are jointly carried out by the members (who in this case are the workers).
  2. Important managerial decisions reflect the desires of the members, who participate in some manner in decision making.
  3. The net income (income after expenses) is divide among the members according to some formula.
  4. The members have equal rights, and important decisions are made democratically by one person, one vote. (84)
A capitalist firm acts differently:
  1. Productive activities are carried out by wage laborers and directed by management controlled by the owners.
  2. Important managerial decisions reflect the desires of the owners of the enterprise. 
  3. Producers are paid a wage set by the labor market. The net income is assigned as profits to the owners.
  4. Producers have no right of decision-making in production decisions.
The assumption is that decision-makers in both settings will make decisions that maximize their income — in other words, narrow egoistic economic rationality. In the assumptions used here for the cooperative, this implies that decision-making will aim at adjusting employment and production to the point where "marginal productivity (VMP) equals the net income per member (NIM)” (85). These quantities are represented in the graph above. Here is the reasoning:
What happens if the output price increases? In real terms, net income per member increases, because the fixed costs deflated by the output price decreases. Hence the NIM curve in Figure 5.1 shifts upwards, while the marginal productivity curve remains in place. As a consequence, the optimal number of members in the coop decreases and the firm's supply decreases the higher the output price. [Hence the coop lays off excess workers.] (85-86)
(Actually, this is what should happen in the long term. Moene goes on to show that the coop would not behave this way in the short run; but he acknowledges that the economic reasoning is correct. So for the sake of my example, let's assume that the coop behaves as Ward argues.)

The mechanism that distinguishes the behavior of the two kinds of firm is easy to specify in this case. The mechanism of individual decision-making based on rational self-interest is in common in the two types of firms. So the explanation doesn't turn on the mechanism of economic rationality per se. What differs across the cases is the collective decision-making process and the interests of the actors who make the decisions in the two cases. The decision-making mechanisms in the two cases are reflected in principles 2-4. The coop embodies a democratic social-choice rule, whereas the capitalist firm embodies a dictatorship choice rule (in Kenneth Arrow's sense -- one actor's preferences decide the outcome). A democratic decision about production levels leads to the reduction-of-output result, whereas a dictatorship decision about production levels leads to the increase-of-output result in these circumstances. And in turn, we are able to say that the phenomenon is explained by reference to the mechanism of decision-making that is embodied in the two types of firms -- democratic decision making in the coop and autocratic decision making in the capitalist firm.

This is a satisfying explanation because it demonstrates how the surprising outcomes are the foreseeable results of the differing decision processes. It identifies the mechanisms that lead to the different outcomes in the different circumstances.

This example also illustrates another interesting point -- that a given mechanism can be further analyzed into one or more underlying mechanisms and processes. In this case the underlying mechanism is the postulated model of action at the individual level -- maximizing of self-interest. If we postulated a different action model -- a conditional altruism model, for example -- then the behavior of the system might be different.

(I think this is a valid example of a mechanisms-based social explanation. Others might disagree, however, and argue that it is actually a deductivist explanation, reasoning from general characteristics of the "atoms" of the system (individual actors) to aggregate properties (labor-expelling collective decisions).)

Sunday, January 19, 2014

Mechanisms and intellectual movements


I am particularly interested in the idea that we can explain social outcomes by identifying the social mechanisms that (often, typically, occasionally) bring them about. I also find the evolution of science and systems of ideas to be particularly fascinating within contemporary sociology, in that this aspect of human life embraces both rationally directed thought and sociological influences. So it is very interesting to consider what we can discover about the structures, networks, and professional organizations that influence the course that a given discipline or field of research takes.

It is therefore interesting to consider the role that reference to social mechanisms has played in recent works of the sociology of science and the sociology of knowledge. A particularly good example is found in the work of sociologists like Camic, Lamont, Gross, and Frickel, and Frickel and Gross's "General Theory of Scientific/Intellectual Movements" (2005) is a good place to start (link). Frickel and Gross put their goal in this article in this way:
The theory seeks to answer the question, under what social conditions is any particular scientific/intellectual movement, or SIM (whose nature we clarify shortly), most likely to emerge, gain adherents, win intellectual prestige, and ultimately acquire some level of institutional stability? (205)
This description evokes an explanatory goal with a causal perspective -- "conditions" that make "emergence" likely. But on its face this is not a mechanisms-based approach -- rather, it is more akin to a "facilitating or necessary conditions" kind of analysis of social causation. This impression is reinforced by the assertion that the theory is inductive, based on an examination of a number of case studies of SIMs aimed at identifying such conditions. (The authors also make a point of giving emphasis to failed SIMs because of the traction offered by such cases for counterfactual analysis.) They emphasize the importance of identifying common features of SIMs, in order to "mark them as objects for sociological study" (208), which implies that a precondition of sociological study is that we need to identify a social kind of entities with reasonably similar properties. This too suggests an underlying causal perspective that looks to regularities and common properties rather than causal mechanisms or causal powers.

As much of the recent discussion of critical realism makes clear, it is very important to be as explicit as possible about the assumptions we make about causation in the social sciences. So a quick review of the article may be useful in order to shed light on the kinds of causal thinking that Frickel and Gross engage in here.

To begin, what is a SIM?
The most abbreviated definition is this: SIMs are collective efforts to pursue research programs or projects for thought in the face of resistance from others in the scientific or intellectual community. (206)
So one criterion for an ensemble of thinkers and institutions to constitute a SIM in the F/G definition is that their shared intellectual program needs to challenge the status quo, the dominant way of thinking about the subject matter of concern. F/G explicitly model their analysis on the study of social movements; notice the parallel with McAdam, Tarrow, and Tilly's formulation in Dynamics of Contention of their central question.
Under what conditions will normally apathetic, frightened, or disorganized people explode into the streets, put down their tools, or mount the barricades? How do different actors and identities appear and transform in episodes of contention? Finally, what kinds of trajectories do these processes follow? (chapter 2)
It is interesting that F/G are quite explicit in looking for a "general theory". What they mean by this, apparently, is an account of a limited set of social conditions whose presence or absence "explains" the success or failure of a candidate SIM at a point in time. And this in turn sounds quite a bit like the comparative method pursued by Theda Skocpol in States and Social Revolutions: A Comparative Analysis of France, Russia and China: through comparative study of cases, discover a background set of social and political conditions that serve as jointly sufficient and/or necessary conditions for the occurrence of social revolution (link). (Like Skocpol, F/G make use of the probabilistic versions of sufficiency and necessity: "makes more likely" and "makes more unlikely".) Mechanisms come into the story fairly quickly: "Our general theory insists that the precise mechanisms whereby a field's external environment shapes a SIM must be specified" (209); but in fact, there is very little discussion of concrete mechanisms in the article.

The four premises of the general theory are these:
  • Proposition 1: A SIM is more likely to emerge when high-status intellectual actors harbor complaints against what they understand to be the central intellectual tendencies of the day. (209; italics mine)
  • Proposition 2: SIMs are more likely to be successful when structural conditions provide access to key resources. (213)
  • Proposition 3: The greater a SIM's access to various micro mobilization contexts, the more likely it is to be successful. (219)
  • Proposition 4: The success of a SIM is contingent upon the work done by movement participants to frame movement ideas in ways that resonate with the concerns of those who inhabit an intellectual field or fields. (221)
For each of these theoretical propositions they offer the sketch of an idea about what the mechanisms are that might support this factor. For example, concerning proposition 1, they maintain that "grievance" is a necessary condition for the emergence of an SIM because it puts potential adherents in a state of psychological readiness for mobilization. Another mechanism they cite for the emergence and mobilization of an SIM is the sudden entry into a field of non-traditional practitioners -- for example, women or African-American scholars entering the field of urban studies in the 1960s who found that prevailing wisdom failed to do justice to their own experiences. And on the resources point, F/G refer to the job market, academic organizations, and funding sources, and sketch out how favorable conditions with regard to these structural features can facilitate the success of a SIM. This is, at least in sketch, a mechanisms analysis.

The mechanisms associated with Proposition 3 are encapsulated in the notion of "micromobilization". Like Tilly in his analysis of the counter-revolution in The Vendee, F/G hold that the success of a SIM is influenced by the strength or weakness of the various organizations and networks through which it is able to spread its message and its mobilization efforts at the grassroots level. They mention laboratories, conferences, research retreats, and academic departments (219). Once one or more advocates of the given SIM has a position of influence in one of these centers, he or she is enabled to influence and mobilize other scholars to the SIM.

The mechanisms associated with Proposition 4 pick up on the rhetorical side of intellectual work.  We might unsympathetically refer to this aspect of the development of a SIM as the marketing campaign it pursues. In order to influence prospective adherents to an intellectual movement it is necessary to provide "messages" that resonate with them. (Fritz Ringer's analysis of the German mandarins between the wars in The Decline of the German Mandarins: The German Academic Community, 1890-1933 seems to illustrate this mechanism; a few highly effective reactionary authors caught the wave of pessimism that was present in German culture between the wars, and this seems to have had an important effect on the development of social science thinking in the period.) This factor has to do with effective framing of issues and research questions:
Fundamental to framing, and underlying and connecting to the three other dimensions we describe shortly, is the notion of intellectual identity. We see intellectual identity as one of the crucial links between micro, mess, and macro levels of analysis in the sociology of ideas. (222)
It is possible to take issue with the notion that there is a general theory on offer here. I would rather call the analysis provided here an account of some generalizations about the causal conditions that facilitate or impede intellectual movements. The phrase "general theory" makes the effort seem more comprehensive than it actually aims to be. What this treatment lacks (by design) is a micro- or meso-level account of how specific institutions, identity features, resource sources, and networks have played out in specific instances of intellectual change. (The contributions to Camic, Gross, and Lamont's Social Knowledge in the Making do this in a variety of ways.)

But consider Chuck Tilly's frequent critique of a similar effort in contentious politics studies: it is the underlying mechanisms and processes, not the general similarities and common conditions, that provide real insight into the explanation of episodes of contentious action. Tilly argues that there is a great deal of variation across episodes; but we can nonetheless discover some common underlying mechanisms and processes. And this would suggest that a more meso-level might be helpful in the study of SIMs as well. Or putting it in other terms, more attention to mechanisms and less emphasis on general conditions might provide more insight into the phenomena of intellectual movements.

There is one final observation that appears relevant here. The "social mechanisms" approach itself might be classified as a SIM in the making. This intellectual movement involves a relatively small group of practitioners embedded within specific centers of institutional influence; it emerged from dissatisfaction with the received view of causation in the social sciences; and it is involved in a struggle for resources and prestige in the field of the philosophy of social science, both in Europe and North America. (For that matter, much the same could be said for critical realism.)

Finally, I am keeping my eyes open for meso-level social mechanisms in the sociology literature, and so I was curious in reading through this piece again whether any of the mechanisms postulated here were meso-meso. It seems that they are not. Rather, the social mechanisms mentioned generally proceed from a structure or institution to individual behavior (meso-micro) or from individual behavior to a meso- or macro-level outcome (progress of the SIM). But if this is correct, then the explanatory work offered here conforms to the downward and upward struts of Coleman's boat, not the type 4 causation from meso to meso that Coleman precludes (link). This makes the analysis perhaps more compatible with the strictures of analytical sociology that the authors might have guessed (link).

Sunday, May 12, 2013

Elster on Tocqueville

Jon Elster is one of the people whose thinking about society and the social sciences has made a consistently important contribution to the philosophy of social science. So Elster's treatment of Tocqueville as a social scientist in Alexis de Tocqueville, the First Social Scientist will be of interest to anyone who wants to know how we have come to analyze societies in the terms we have.

Elster demonstrates a deep familiarity with Tocqueville's writings, though he focuses in this book on L'Ancien regime and Democracy in America. So Elster's Tocqueville is textually well supported. At the same time, Tocqueville is not really a theoretical writer. Instead, it is necessary to infer his theoretical ideas from the comments he makes about historical events and actors. So Elster is forced to engage in a fair amount of rational reconstruction of the theories that underlay a variety of Tocqueville's observations about the politics of France and America.

There are several elements of Elster's interpretation of Tocqueville that seem particularly significant. One is Elster's view that Tocqueville operated on the basis of a conception of social explanation that depended on social mechanisms rather than general laws. Elster believes that the most important feature of Tocqueville's claim to being a sociologist is his consistent search for causes. The other key to Elster's analysis of Tocqueville is his focus on features of the actor -- reason, interests, and passions, or what Tocqueville refers to as "habits of the heart".

Among the social mechanisms that Elster focuses on are those that surround preference formation. This question is plainly key to having a theory of political psychology: why do people make the choices that they do? He singles out three distinct psychological mechanisms that Tocqueville alludes to: the spillover effect, the compensation effect, and the satiation effect (kl 292). Preference formation is a topic that has consistently interested Elster, and he spends much time on the question in his early writings, including the formal question of time preferences.

What is "enlightened self-interest"? Elster finds that Tocqueville contrasts "egoism" with "enlightened self-interest" as well as with altruism. Egoism means an exclusive attention to one's own interests in the moment. So it is opposed both to altruism (concern for the interests of others) and foresight (concern for one's future interests) (kl 1113). (This bears out Amartya Sen's comment in "Rational Fools" that the purely economic man is indeed close to being a social moron; link.)

Elster is particularly interested in Tocqueville's treatment of the passions. He specifically discusses Envy, Fear, Hatred , Enthusiasm, Contempt, and Shame as emotions (passions) that often drive behavior in opposition to both interests and reason. This brings his discussion into intersection with that of Albert Hirschman in The Passions and the Interests. (The Kindle edition includes a very interesting introduction by Amartya Sen; link.) Hirschman's book looks at the ways that early political economists and philosophers such as Smith and Hume thought about the relationships among reason, passion, and interest, with a view toward the generally moderating effects of interests on behavior in many historical settings. Elster finds a very similar line of thought in Tocqueville.

Elster addresses the topic of the micro-macro relationship in the conclusion. He finds that Tocqueville is interested in both directions of influence -- from micro to macro and from macro to micro. He provides a diagram that looks a lot like an inverted version of Coleman's boat:


Elster doesn't put his views in these terms, but much of what he has to say about Tocqueville can be put in the category of piecing together Tocqueville's theory of the actor: why people behave as they do. His discussions of preferences, individualism, norms, and passions all fall in the domain of a theory of the actor.

Elster's treatment of Tocqueville is of interest in part because of its direct relevance to the explication of Tocqueville's thought. But I find it more interesting for what it shows about Elster's own thinking about sociological investigation. It is plain that Elster favors an actor-centered sociology. In some writings he explicitly describes his view as methodological individualism. Here the approach is somewhat more tolerant of schemes of explanation that are not directly reductionist. But it is focused on the varieties and sources of human action, and the ways that these features of action compound into unexpected social outcomes.

(Here is an earlier post where I discussed Tocqueville's status as a founding sociologist; link.)