Showing posts with label CAT_methodology. Show all posts
Showing posts with label CAT_methodology. Show all posts

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.)

Thursday, September 4, 2014

Heuristics for a mechanisms-based methodology


Let’s imagine that I’m a young sociologist or political scientist who has gotten interested in the social-mechanisms debates, and I’d like to frame my next research project around a set of heuristics that are suggested by the mechanisms approach. What might some of those heuristics look like? What is a "mechanisms-based methodology" for sociological research? And how would my research play out in concrete terms? Here are a few heuristics we might consider.
  1. Identify one or more clear cases of the phenomenon I’m interested in understanding
  2. Gain enough empirical detail about the cases to permit close examination of possible causal linkages
  3. Acquaint myself with a broad range of social mechanisms from a range of the social sciences (political science, economics, anthropology, public choice theory, critical race studies, women’s studies, …)
  4. Attempt to segment the phenomena into manageable components that may admit of separate study and analysis
  5. Use the method of process-tracing to attempt to establish what appear to be causal linkages among the phenomena
  6. Use my imagination and puzzle-solving ability to attempt to fit one or more of the available mechanisms into the phenomena I observe
  7. Engage in quasi-experimental reasoning to probe the resulting analysis: if mechanism M is involved, what other effects would we expect to be present as well? Do the empirical realities of the case fit these hypothetical expectations?
These heuristics represent in a rough-and-ready way the idea that there are some well understood social processes in the world that have been explored in a lot of empirical and theoretical detail. The social sciences collectively provide a very rich toolbox of mechanisms that researchers have investigated and validated. We know how these mechanisms work, and we can observe them in a range of settings. This is a realist observation: the social world is not infinitely variable, and there is a substrate of activity, action, and interaction whose workings give rise to a number of well understood mechanisms. Here I would include free rider problems, contagion, provocation, escalation, coercion, and log-rolling as a very miscellaneous set of exemplars. So if we choose to pursue a mechanisms-based methodology, we are basically following a very basic intuition of realism by asking the question, "how does this social phenomenon work in the settings in which we find it?".

So how might a research project unfold if we adopt heuristics like these? Here is a striking example of a mechanisms approach within new-institutionalist research, Jean Ensminger's account of bridewealth in the cattle-herding culture of Kenya (Making a Market: The Institutional Transformation of an African Society). First, some background. The cattle-herding economic regime of the Orma pastoralists of Kenya underwent substantial changes in the 1970s and 1980s. Commons grazing practices began to give way to restricted pasturage; wage labor among herders came to replace familial and patron-client relations; and a whole series of changes in the property system surrounding the cattle economy transpired as well. This is an excellent example for empirical study from a new-institutionalist perspective. What explained the particular configuration of norms and institutions of the earlier period? And what social pressures led to the transition towards a more impersonal relationship between owners and herders? These are questions about social causation at multiple levels.

Ensminger examines these questions from the perspective of the new institutionalism. Building on the theoretical frameworks of Douglass North and others, she undertakes to provide an analysis of the workings of traditional Orma cattle-management practices and an explanation of the process of change and dissolution that these practices underwent in the decades following 1960. The book puts forward a combination of close ethnographic detail and sophisticated use of theoretical ideas to explain complex local phenomena.

How does the new institutionalism approach help to explain the features of the traditional Orma cattle regime identified by Ensminger’s study? The key institutions in the earlier period are the terms of employment of cattle herders in mobile cattle camps. The traditional employment practice takes the pattern of an embroidered patron-client relation. The cattle owner provides a basic wage contract to the herder (food, clothing, and one head of cattle per year). The good herder is treated paternally, with additional “gifts” at the end of the season (additional clothing, an additional animal, and payment of the herder’s bridewealth after years of service). The relation between patron and client is multi-stranded, enduring, and paternal.

Ensminger understands this traditional practice as a solution to an obvious problem associated with mobile cattle camps, which is fundamentally a principal-agent problem. Supervision costs are very high, since the owner does not travel with the camp. The owner must depend on the herder to use his skill and diligence in a variety of difficult circumstances—rescuing stranded cattle, searching out lost animals, and maintaining control of the herd during harsh conditions. There are obvious short-term incentives and opportunities for the herder to cheat the employer—e.g. allowing stranded animals to perish, giving up on searches for lost animals, or even selling animals during times of distress. The patron-client relation is one possible solution to this principal-agent problem. An embedded patron-client relation gives the herder a long-term incentive to provide high-quality labor, for the quality of work can be assessed at the end of the season by assessment of the health and size of the herd. The patron has an incentive to cheat the client—e.g. by refusing to pay the herder’s bridewealth after years of service. But here the patron’s interest in reputation comes into play: a cattle owner with a reputation for cheating his clients will find it difficult to recruit high-quality herders.

This account serves to explain the evolution and persistence of the patron-client relation in cattle-camps on the basis of transaction costs (costs of supervision). Arrangements will be selected that serve to minimize transaction costs. In the circumstances of traditional cattle-rearing among the Orma the transaction costs of a straight wage-labor system are substantially greater than those associated with a patron-client system. Therefore the patron-client system is selected.

This analysis identifies mechanisms at two levels. First, the patron-client relation is the mechanism through which the endemic principal-agent problem facing cattle owners is solved. The normal workings of this relation give both patron and client a set of incentives that leads to a stable labor relation. The higher-level mechanism is somewhat less explicit, but is needed for the explanation to fully satisfy us. This is the mechanism through which the new social relationship (patron-client interdependency) is introduced and sustained. It may be the result of conscious institutional design or it may be a random variation in social space that is emulated when owners and herders notice the advantages it brings. Towards the end of the account we are led to inquire about another higher-level mechanism, the processes through which the traditional arrangement is eroded and replaced by short-term labor contracts.

This framework also illustrates the seventh heuristic above, the use of counterfactual reasoning. This account would suggest that if transaction costs change substantially (through improved transportation, for example, or through the creation of fixed grazing areas), that the terms of employment would change as well (in the direction of less costly pure wage-labor contracts). And in fact this is what Ensminger finds among the Orma. When villages begin to establish “restricted grazing areas” in the environs of the village, it is feasible for cattle owners to directly supervise the management of their herds; and in these circumstances Ensminger finds an increase in pure wage labor contracts.

What are the scientific achievements of this account? There are several. First, it takes a complicated and detailed case of collective behavior and it makes sense of the case. It illuminates the factors that influence choices by the various participants. Second, it provides insight into how these social transactions work (the mechanisms that are embodied in the story). Third, it begins to answer -- or at least to pose in a compelling way -- the question of the driving forces in institutional change. This too is a causal mechanism question; it is a question that focuses our attention on the concrete social processes that push one set of social behaviors and norms in the direction of another set of behaviors and norms. Finally, it is an empirically grounded account that gives us a basis for a degree of rational confidence in the findings. The case has the features that we should expect it to have if the mechanisms and processes in fact worked as they are described to do.

A final achievement of this account is very helpful in the context of our efforts to arrive at explanations of features of the social world. This is the fact that the account is logically independent of an effort to arrive at strong generalizations about behavior everywhere. The account that Ensminger provides is contextualized and specific, and it does not depend on the assumption that similar social problems will be solved in the same way in other contexts. There is no underlying assumption that this interesting set of institutional facts should be derivable from a general theory of behavior and institutions. Instead, the explanation is carefully crafted to identify the specific (and perhaps unique) features of the historical setting in which the phenomenon is observed.

(Here is a nice short article by David Collier on the logic of process-tracing; link. And here is an interesting piece by Aussems, Boomsma, and Snijders on the use of quasi-experimental methods in the social sciences; link.)


Monday, August 11, 2014

Realism and methodology


Methodology has to do with the strategies and heuristics through which we attempt to understand a complicated empirical reality (link). Our methodological assumptions guide us in the ways in which we attempt to collect data, the kinds of data we collect, the explanatory hypotheses we bring forward for that range of empirical findings, and the ways we seek to validate our findings. Methodology is to the philosophy of social science as historiography is to the philosophy of history.

Realism is also a set of assumptions that we bring to empirical investigation. But in this case the assumptions are about ontology -- how the world works, in the most general ways. Realism asserts that there are real underlying causes, structures, processes, and entities that give rise to the observations we make of the world, natural and social. And it postulates that it is scientifically appropriate to form theories and hypotheses about these underlying causes in order to arrive at explanations of what we observe.

This description of realism is couched in terms of a distinction between what is observable and what is unobservable but nonetheless real -- the "observation-theoretic" distinction. But of course the dividing line between the two categories shifts over time. What was once hypothetical becomes observable. Extra-solar planetary bodies, bosons, and viruses were once unobservable; they are now observable using various forms of scientific instrumentation and measurement. So the distinction is not fundamental; this was an essential part of the argument against positivist philosophy of science. And we might say the same about many social entities and structures as well. We understand "ideology" much better today than when Marx theorized about this idea in the mid-19th century, and using a variety of social research methods (public opinion surveys, World Values Survey, ethnographic observation, structured interviews) we can identify and track shifts in the ideology of a group over time. We can observe and track ideologies in a population. (We may now use a different vocabulary -- mentality, belief framework, political values.)

There are several realist methodologies that are possible in the social sciences. The methodology of paired comparisons is a common part of research strategies in the historical social sciences. This is often referred to as "small-N research." (Here is a description of the method as practiced by Sid Tarrow; linklink.) The method of paired comparisons is also based on realism and derives from causal ideas; but it is not specifically derived from the idea of causal mechanisms.  Rather, it derives from the simpler notion that causal factors function as something like necessary and/or sufficient conditions for outcomes. So if we can find cases that differ in outcome and embody only a small number of potential contributing causal factors, we can use Mill's methods (or more general truth-table methods) to sort out the causal roles played by the factors. (Here is a discussion of some of these concepts; link.) These ideas contribute to methodology at two levels: they give the investigator a specific idea about how to lay out his/her research ("seek out relevantly similar cases with different outcomes"), and they embody a method of inference from findings to conclusions about causal relations (the truth-table method). These methods allow the researcher to arrive at statements about which factors play a role in the production of other factors. (This is a logically similar role to the use of multiple regression in quantitative studies.)

Another possible realist approach to methodology is causal mechanisms theory (CM). It rests on the idea that events and outcomes are caused by specific happenings and powers, and it proposes that a good approach to a scientific explanation of an outcome or pattern is to discover the real mechanisms that typically bring it about. It also brings forward an old idea about causation -- no action at a distance. So if we want to maintain that class privilege causes ideological commitment, we need to be able to tell an empirically grounded story about how the first kind of thing conveys its influence to changes in the second kind of thing. (This is essentially the call for microfoundations; link.) Causal mechanisms theory is more basic than either paired comparisons or statistical causal modeling, in that it provides a further explanation for findings produced by either of these other methods. Once we have a conception of the mechanisms involved in a given social process, we are in a position to interpret a statistical finding as well as a finding about the necessary and/or sufficient conditions provided by a list of antecedent conditions for an outcome.

It is an interesting question to consider whether realism in ontology leads to important differences in methodology. In particular, does the idea that things happen as the result of an ensemble of real causal mechanisms that can be separately understood lead to important new ideas about methodology and inquiry?

Craver and Darden argue in In Search of Mechanisms: Discoveries across the Life Sciences that mechanisms theory does in fact contribute substantially to contemporary research in biology, at a full range of levels (link). They maintain that the key goal for much research in contemporary biology is to discover the mechanisms that produce an outcome, and that a central component of this methodology is the effort to explain a given phenomenon by trying to fit one or more known mechanisms to the observed process. So working with a toolbox of known mechanisms and "problem-solving" to account for the new phenomenon is an important heuristic in biology. This approach is both ontological and methodological; it presupposes that there are real underlying mechanisms, and it recommends to the researcher that he/she be well acquainted with the current inventory of known mechanisms that may be applied to new settings.

I think there is a strong counterpart to this idea in a lot of sociological research as well. There are well understood social mechanisms that sociologists, political scientists, and other researchers have documented -- easy riders, prisoners dilemmas, conditional altruism -- and the researcher often can systematically explore whether one or more of the known mechanisms is contributing to the complex social outcomes he or she is concerned with. A good example is found in Howard Kimeldorf's Reds or Rackets?: The Making of Radical and Conservative Unions on the Waterfront. Kimeldorf compares two detailed case histories and strives to identify the concrete social mechanisms that led to different outcomes in the two cases. The mechanisms are familiar from other sociological research; Kimeldorf's work serves to show how specific mechanisms were in play in the cases he considers.

This kind of work can be described as problem-solving heuristics based on application of a known inventory of mechanisms. It could also be described as a "normal science" process where small theories of known processes are redeployed to explain novel outcomes. As Kuhn maintains, normal science is incremental but creative and necessary in the progress of science.

A somewhat more open-ended kind of inquiry is aimed at discovery of novel mechanisms. McAdam, Tarrow and Tilly sometimes engage in this second kind of discovery in Dynamics of Contention -- for example, the mechanism of social disintegration (kl 3050). Another good example of discovery of mechanisms is Akerlof's exposition of the "market for lemons" (link), where he lays out the behavioral consequences of market behavior with asymmetric knowledge between buyer and seller.

So we might say that mechanisms theory gives rise to two different kinds of research methodology -- application of the known inventory to novel cases and search for novel mechanisms (based on theory or empirical research).

Causal-mechanisms theory also suggests a different approach to data gathering and a different mode of reasoning from both quantitative and comparative methods. The approach is the case-studies method: identify a small set of cases and gain enough knowledge about how they played out to be in a position to form hypotheses about the specific causal linkages that occurred (mechanisms).

This approach is less interested in finding high-level generalizations and more concerned about the discovery of the real inner workings of various phenomena. Causal mechanisms methodology can be applied to single cases (the Russian Revolution, the occurrence of the Great Leap Forward famine), without the claim to offering a general causal account of famines or revolutions. So causal mechanisms method (and ontology) pushes downward the focus of research, from the macro level to the more granular level.

The inference and validation component associated with CM looks like a combination of piecemeal verification (link) and formal modeling (link). The case-studies approach permits the researcher to probe the available evidence to validate specific hypotheses about the mechanisms that were present in the historical case. The researcher is also able to try to create a simulation of the social situation under study, confirm as much of the causal internal connectedness as possible from study of the case, and examine whether the model conforms in important respects to the observed outcomes. Agent-based models represent one such set of modeling techniques; but there are others.

So the methodological ideas associated with CM theory differ from both small-N and large-N research. The search for causal mechanisms is largely agnostic about high-level regularities -- either of things like revolutions or things like metals. It is an approach that encourages a more specific focus on this case or that small handful of cases, rather than a focus on finding general causal properties of high-level entities. And it is more open to and tolerant of the possibility of a degree of contingency and variation within a domain of phenomena. To postulate that civil disorders are affected by a group of well-understood social mechanisms does not imply that there are strong regularities across all civil disorders, or that these mechanisms work in exactly the same way in all circumstances. So the features of contingency and context dependence play an organic role within CM methodology and fit badly in paired-comparisons research and statistical modeling approaches.

So it seems that the ontology of causal-mechanisms theory does in fact provide a set of heuristics and procedures for undertaking social research. CM does have implications for social-science methodology.

Wednesday, August 6, 2014

What is methodology?



As social science researchers, we would all like to have an excellent methodology for carrying out the tasks we confront in our scientific work. But what precisely are we looking for when we aspire to this goal? What is a methodology, and what is it intended to allow us to do?

A methodology is a set of ideas or guidelines about how to proceed in gathering and validating knowledge of a subject matter. Different areas of science have developed very different bodies of methodology on the basis of which to conduct their research. We might say that a methodology provides a guide for carrying out some or all of the following activities:
  • probing the empirical details of a domain of phenomena
  • discovering explanations of surprising outcomes or patterns
  • identifying entities or forces 
  • establishing patterns
  • providing predictions
  • separating noise from signal
  • using empirical reasoning to assess hypotheses and assertions
Here is what Andrew Abbott has to say about methods in Methods of Discovery: Heuristics for the Social Sciences:
Social scientists have a number of methods, stylized ways of conducting their research that comprise routine and accepted procedures for doing the rigorous side of science. Each method is loosely attached to a community of social scientists  for whom it is the right way to do things. But no method is the exclusive property of any one of the social sciences, nor is any social science, with the possible exception of anthropology, principally organized around the use of one particular method. (13)
So a method or a methodology is a set of recommendations for how to proceed in doing scientific research within a certain domain. Sometimes in the history of philosophy there has been a hope that science could proceed on the basis of a pure inductive logic: collect the data, analyze the data, sift through the findings, report the strongest regularities found in the data set. But scientific inquiry requires more than this; it requires discovery and imagination.

What form might a methodology take? The simplest idea is that a methodology is a recipe for arriving at justified scientific statements with respect to a domain of empirical phenomena. A recipe is a set of instructions for treating a number of ingredients in a sequential way and producing a specific kind of output -- a soufflé or a bowl of pad thai. If you follow the recipe, you are almost certain to arrive at the soufflé. But it is clear that scientific methodology cannot be as prescriptive as a recipe. There is no set of rules that are certain or likely to lead to the discovery of compelling hypotheses and explanations.

So if a scientific methodology isn't a set of recipes, then what is it? Here is another possibility: a methodology consists of a set of heuristics that serve to guide the activities, data collection, and hypothesis formation of the scientist. A heuristic is also a set of rules; but it is weaker than a recipe in that there is no guarantee of success. Here is a heuristic for consumers: "If you are selecting a used car to purchase, pay attention to rust spots." This is a good guide to action, not because rust spots are the most important part of a car's quality, but because they may serve as a proxy for the attentiveness to maintenance of the previous owner -- and therefore be an indication of hidden defects.

Andrew Abbott mentions several key topics for specification through methodology -- "how to propose a question, how to design a study, how to draw inferences, how to acquire and analyze data" (13), and he shows that we can classify methods by placing them into the types of question they answer.

types of data gathering

data analysis
posing a question
History
Direct interpretation

Case study analysis
Ethnography
Quantitative analysis

Small-N comparison
Surveys

Formal modeling
Large-N analysis
Record-based analysis





Abbott suggests that these varieties can be combined into five basic approaches:
  • ethnography
  • historical narration
  • standard causal analysis
  • small-N comparison
  • formalization
And he arranges them in a three-dimensional space, with each dimension increasing from very particular knowledge at the origin to more abstract knowledge further out the axis. (Commonsense understanding of the facts lies at the origin of the mapping.) The three axes are formal modeling (syntactic program), pattern finding (semantic program), and cause finding (pragmatic program) (28). 


Abbott is a sociologist whose empirical and theoretical work is genuinely original and important, and we can learn a lot from his practice as a working researcher. His meta-analysis of methodology, on the other hand, seems fairly distant from his own practice. And I'm not sure that the analysis of methodology represented here provides a lot of insight into the research strategies of other talented social scientists (e.g. Tilly, Steinmetz, Perrow, Fligstein). This perhaps illustrates a common occurrence in the history of science: researchers are not always the best interpreters of their own practice. 

It is also interesting to observe that the discovery of causal mechanisms has no explicit mention in this scheme. Abbott never refers to causal mechanisms in the book, and none of the methods he highlights allow us to see what he might think about the mechanisms approach. It would appear that mechanisms theory would reflect the pragmatic program (searching for causal relationships) and the semantic program (discovering patterns in the observable data).

My own map of the varieties of the methods of the social sciences suggests a different scheme altogether. This is represented in the figure at the top of the post.



Thursday, June 12, 2014

Ontology and methodology

Part of the dispute between analytical sociology and critical realists comes down to a complicated interplay between ontology and methodology. Both groups have strong (and conflicting) ideas about social ontology, and both think that these ideas are important to the conduct of social-science research. Analytical sociologists tend towards an enlightened version of methodological individualism: social entities derive from the actions and nature of the individuals who constitute them. Critical realists tend toward some version or another of emergentism: social entities possess properties that are emergent with respect to the individual activities that constitute them.

Both groups tend to design social science methodologies to correspond to the ontological theories that they advance. So they tacitly agree about what I regard as a questionable premise -- that ontology dictates methodology.

I want to argue for a greater degree of independence between ontology and methodology than either group would probably be willing to countenance. With the analytical sociologists I believe that social facts depend on the availability of microfoundations at the level of ensembles of individuals. This is an ontological fact. But with the critical realists I believe that it is entirely appropriate for social scientists to examine the causal and structural properties of social entities without being forced to attempt to provide the microfoundations of these properties. This is an observation about the locus and nature of explanation. There are stable structural and causal properties at the social level, and it is entirely legitimate to investigate these properties in full empirical detail. Sociologists, organizational theorists, and institutional researchers should be encouraged to investigate in detail the workings, arrangements, and causal properties of the regimes that they study. And this is precisely the kind of investigation that holds together researchers as diverse as Michael Mann, Kathleen Thelen, Charles Perrow, Howard Kimmeldorf, and Frank Dobbin. (Use the search box to find discussions of their work in earlier posts.)

What this implies is that sociologists can legitimately pursue meso- and macro-level inquiries into the nature of the social entities that most interest them. Organizational theory is an especially good example. We can approach the study of organizations from a number of points of view. But one perfectly legitimate approach is to attempt to discover some of the dynamic and causal properties of organizations with specified features. This takes the form of trying to discover what propensities a given organizational form has when embedded into a given institutional or social context. And this is a form of causal inquiry that is analogous to metallurgy or materials science: what are the properties of conductivity, thermal expansion, ductility, etc., of metals or ceramics of a given structural composition?

This means in turn that the ontology of individualism does not imply very much about methodology and research strategies. Ontology is not irrelevant to methodology; but it provides only weak constraints on the nature of the methodologies social scientists may choose in their pursuit of better understanding of the social world.

Can we say more about how ontological confidence about the nature of social entities is consistent with methodological pluralism? One part of the answer derives from the idea of the relative autonomy of various levels of the natural and social world. This is the argument that Jerry Fodor put forward with respect to the "special sciences" like psychology. Fodor argued persuasively that psychologists are entitled to investigate psychological properties without being obliged to reduce these properties to facts about the central nervous system. The rationality of science does not force us to be reductionist. Instead, it is legitimate to examine the properties of the system-level structures of a domain without attempting to say how these properties derive from more fundamental features of the stuff. And this has equally compelling implications for sociology as it does for other special sciences.

The upshot of this set of considerations is important for the conduct of social science. The ontological truism that social phenomena are constituted by individual-level activities does not imply that social science methodology must proceed along the lines of reductionism or aggregative explanation (vertical explanations, reproducing the struts of Coleman's boat). We can be individualist in ontology and macro-ist in our methodology.

The constraint of the ontological truism of microfoundationalism has really only two significant implications:

  1. We need to be confident in general terms that there are microfoundations for a social property or power, even though we do not need to reproduce those micro foundations.
  2. In special cases we may find that a reductionist or aggregativist strategy leads to a particularly straightforward explanation of a social-level fact (along the lines of Thomas Schelling's many examples).

But generally speaking, all of this suggests that we should be methodological pluralists in the social sciences -- make use of the research strategies that seem most promising for understanding a specific range of phenomena without a lot of concern for how the method aligns with our most refined ontological thinking.






Tuesday, February 11, 2014

Skocpol on the 1979 revolution in Iran


An earlier post reviewed Theda Skocpol's effort in States and Social Revolutions: A Comparative Analysis of France, Russia and China to provide a comparative, structural account of the occurrence of social revolutions. There I suggested that the account is too deterministic and too abstract. It gives the impression, perhaps undeserved, that there are only a small number of pathways through which social revolutions can take place, and only a small number of causal factors that serve to bring them about. The impression emerges that Skocpol has offered a set of templates into which we should expect other social revolutions to fit.

One of the benefits of re-reading a book that is now 35 years old, however, is that history presents new cases that are appropriately considered by the theory. One such case is the Iranian Revolution, which unfolded in 1979. And, as Skocpol indicates forthrightly, the Iranian Revolution does not fit the model that she puts forward in States and Social Revolutions very closely. Skocpol considered the complexities and challenges which the Iranian Revolution posed to her theory in an article which appeared in 1981, before the dust had fully settled in Tehran. The article is included in her collection, Social Revolutions in the Modern World. Here is the challenge that the Iranian Revolution created for Skocpol's causal theory of social revolutions:
A few of us have also been inspired to probe the Iranian sociopolitical realities behind these events. For me, such probing was irresistible – above all because the Iranian revolution struck me in some ways is quite anomalous. This revolution surely qualifies as a sort of "social revolution." Yet its unfolding – especially in the events leading to the Shah's overthrow – challenged expectations about revolutionary causation that I developed through comparative-historical research on the French, Russian, and Chinese Revolutions. (240)
Skocpol finds that the large features of the Iranian Revolution did indeed fit the terms of her definition of a social revolution, but that the causal background and components of this historical event did not fit her expectations.
The initial stages of the Iranian revolution obviously challenged my previously worked-out notions about the causes of social revolutions. Three apparent difficulties come immediately to mind. First, the Iranian Revolution does seem as if it might have been simply a product of excessively rapid modernization.... Second, in a striking departure from the regularities of revolutionary history, the Shah's army and police – modern coercive organizations over 300,000 men strong – were rendered ineffective in the revolutionary process between 1977 and early 1979 without the occurrence of a military defeat in foreign war and without pressures from abroad.... Third, if ever there has been a revolution deliberately "made" by a mass–based social movement aiming to overthrow the old order, the Iranian revolution against the Shah surely is it. (241-242)
So the Iranian Revolution does not fit the mold. Does this imply that the interpretation of social revolution offered in States and Social Revolutions is refuted? Or does it imply instead that there are more narrow limits on the strength of the generalizations offered in that book than appear on first reading? In fact, it seems that the latter is the case:
Fortunately, in States and Social Revolutions I explicitly denied the possibility of fruitfulness of a general causal theory of revolutions that would apply across all times and places.... The Iranian Revolution can be interpreted in terms analytically consistent with the explanatory principles I used in States and Social Revolutions – this is what I shall briefly try to show. However, this remarkable revolution also forces me to deepen my understanding of the possible role of idea systems and cultural understandings in the shaping of political action – in ways that I show indicate recurrently at appropriate points in this article. (243)
One important difference between the revolutions studied by Skocpol's earlier work and the Iranian revolution is the urban base of the latter revolution. "Opposition to the Shah was centered in urban communal enclaves where autonomous and solitary collective resistance was possible" (245). "In the mass movements against the Shah during 1977 and 1978, the traditional urban communities of Iran were to play an indispensable role in mobilizing in sustaining the core of popular resistance" (246). This is a difference in the social composition of the social revolution; peasant unrest and uprisings were crucial in the cases of France, Russia, and China; but not in the case of Iran.

Another key difference in the circumstances of the Iranian Revolution was the role played by Shi'a Islam. This is what Skocpol was referring to when she indicated the important role of idea systems and cultural understandings.  "In sum, Shi'a Islam was both organizationally and culturally crucial to the making of the Iranian revolution against the Shah" (249). So ideas and values played a role in mobilizing and sustaining revolutionary actions by the population that does not have a valid counterpart in China, France, or Russia. This is a more serious divergence from the reasoning of SSR, because it introduces an entirely new causal factor -- "idea systems". In SSR the motivations that are ascribed to activists and followers are interest-based; whereas her treatment of Shi'a Islam and the Iranian Revolution forces a broadening of the theory of the actor to incorporate the workings of non-material values and commitments.

How does Skocpol think that ideas and culture function in the context of social unrest? "In and of themselves, the culture and networks of communication do not dictate mass revolutionary action. But if a historical conjuncture arises in which a vulnerable state faces oppositionally inclined social groups possessing solidarity, autonomy, and independent economic resources, then the sorts of moral symbols and forms of social communication offered by Shi'a Islam in Iran can sustain the self-conscious making of a revolution" (250). So the value system of Shi'a Islam, and the passions and commitments that it engendered, played a key causal role in the success of the revolutionary actors in Tehran, in the view that Skocpol offers in the current article.

So the social actors can be different and the causal factors involved can be different. What about the outcomes of the processes of social revolution? Can we at least keep the idea that a social revolution, once underway, has a certain logic of development that leads to certain kinds of outcomes? Here again, Skocpol is clear in saying that we cannot.

On the contrary, Skocpol brings the fact of contingency into her account here in a way that is not apparent in the earlier book. In her treatment of the Iranian Revolution she is brought to acknowledge and recognize the deep contingency that exists within a social revolution.
Of course, events in Iran may outrun that Shi'a revolutionary leadership. The clerics may lose their political unity and the army or a secular political party may step in. Or regional revolts and foreign subversion may lead to the dismemberment of the country. (254)
Or in other words: there is no necessary sequence of events in this social revolution, or any other.

So what remains? How does comparative study of social revolutions contribute to explanation? Rather than hoping for a causal diagram that identifies factors, forces, and outcomes, it seems unavoidable that we need to look for more limited findings. And this pushes us in the direction of the disaggregated approach that McAdam, Tarrow, and Tilly take in their own subsequent treatments of social contention in Dynamics of Contention.

According to that approach, there are some common causal processes -- we would now call them "mechanisms of contention" -- that give some insight into the critical events that transpire within a given historical sequence. But these common mechanisms do not have primacy over the myriad other factors in play -- the behavior of the military, the emergence of a secular political party, the sudden appearance of a charismatic movie actor turned political leader, the eruption of international conflict (like the war that Iran was forced to wage with Iraq), and countless other possible causal branches. And this means something very deep for the project of comparative theorizing about social revolution, or any other large-scale social change: we should regard these processes as importantly sui generis rather than general, and we should look for the sub-processes and mechanisms rather than high-level macro-causal relationships.

Saturday, February 8, 2014

Skocpol on the Chinese Revolution









(Sources: States and Social Revolutions, pp. 155, 282)

In States and Social Revolutions: A Comparative Analysis of France, Russia and China (1979) Theda Skocpol set out to discover a causal analysis of the occurrence of social revolution, and she offered case-study narratives of the major revolutions in France, Russia, and China. She provides a 54-page narrative of the Chinese Revolution which can serve as a thumbnail account of the major events and causal factors that made it up. Her narrative is deliberately framed in comparative terms; she wants to locate features of the Chinese situation in relation to relevantly similar characteristics of the French and Russian cases.

Here is Skocpol's definition of a social revolution:

Social revolutions are rapid, basic transformations of a society's state and class structures; and they are accompanied and in part carried through by class-based revolts from below. Social revolutions are set apart from other sorts of conflicts and transformative processes above all by the combination of two coincidences: the coincidence of societal structural change with class upheaval; and the coincidence of political with social transformation. (Introduction)

The summary tables above both mirror the definition Skocpol has crafted and reveal the essence of her comparative causal analysis of the three primary cases. Tables 1A and 1B provide a coding of the states of affairs in France, Russia, and China in what she identifies as the relevant initial structural conditions -- conditions relevant to political crisis and peasant uprisings. Table 1C represents her view of the proximate outcomes of these conjunctions in the three cases -- breakdown of effective state power and emergence of widespread rural unrest. And Table 2 reflects her effort to code the more distant outcomes in the three cases, when the dust had settled -- the nature of the political configurations and state systems that emerged from the revolutions that took place. 

This is historical sociology, not social-science history. The goal is not to be a full historical account of these revolutions in detail, but instead to identify relatively limited number of structural and agentic causes that may be relevant to the occurrence of revolution in the individual cases.

It is worth noting what this account does not provide. It does not attempt to disaggregate revolutionary processes into underlying causal social mechanisms. Rather, it presupposes a fairly macro-level conception of causal conditions and factors. This is what allows Skocpol to make use of a Millian method for discovering what she takes to be necessary and sufficient causes for social revolution. And second, it gives no attention to the possibilities of contingency and path dependency. Rather, she is looking for causal conditions that co-occur in some historical circumstances and then lead to social revolution as an outcome. This is the conjunctural part of her story.

This is a very specific conception of comparativist social explanation. It is anti-positivist, in an important sense, in that it expressly rejects the idea that there might be fundamental laws from which the occurrence of revolution might be derived. But it is also anti-reductionist, in that it is not interested in explaining the large outcomes, or similarities of oarge outcomes, based on underlying mechanisms or processes. I find it hard to think of an example of causal explanation in biology, geology, or physics that has a similar structure. Explanations of the transition of a group of tree species within a forest might look similar -- the ecologist looks for macro-level circumstances that favor one species over another. But there is always the underlying mechanism of natural selection and differential rates of reproduction that provides a microfoundation for the explanation.

In Skocpol’s analysis of China several events and structures were most fundamental in the unfolding of China’s social revolution.
  1. The devolution of power to the regional level that had occurred in the final years of the old regime (pre-1911). This reflects the great weakening of the central imperial state and military and the emergence of warlords and local elites with their own militias.
  2. The poverty and oppression of the peasantry. The deprivation of farmers at the hands of landlords and local elites left peasants in a state of misery and deprivation that left them ready for radicalization and mobilization. 
  3. The fact of European imperialist military and economic pressure from mid-nineteenth century forward, which both weakened the imperial state and delegitimized it. 
The account of the Chinese Revolution provided by Bianco and described in the previous post gives attention to another key factor: the organizational capacity and revolutionary strategies of the CCP. To some extent this runs contrary to Skocpol's vigorous opposition to the idea of revolution as an intentional process. But Bianco is clearly right, that the strategies and coordination of the CCP provided a vital component of the eventual success of the Chinese Revolution.

Moreover, the more disaggregated studies of the Chinese Revolution that have emerged since Skocpol's book make it clear to me that there were deep contingencies in the process as it unfolded, and that multiple outcomes were possible. So the antecedent structural conditions that she identifies did not suffice to bring about the eventual revolution.

Skocpol's comparativist methodology was an exciting innovation when it appeared in 1979. With the hindsight of thirty-five years, however, I am inclined to think that it is a failed experiment. It remains too close to the methodology that asks the researcher to find a set of conditions that vary appropriately with the outcome, and in the end it is methodologically committed to the idea that we can discover an answer to the question, what conditions do all social revolutions share? The critique that McAdam, Tarrow, and Tilly offer of theories of contentious politics that simply look for large generalizations across groups of large scale contentious events seems to apply here as well. The focus in Skocpol's analysis remains too macro, with social revolutions constituting the units of analysis. But as MTT argue, it is more useful to drop down a level or two and look to the mechanisms and processes that make up social revolutions, rather than trying to identify high-level generalizations across groups of cases, whether large-N or small-N.


Thursday, January 23, 2014

Mechanisms and methodology


In its origin the causal mechanisms approach (link) is chiefly an answer to the question, “what is a good social explanation?”. So it turns out that much of the mechanisms discussion has taken place within the philosophy of science, especially the philosophy of social science and the philosophy of biology. The question I’d like to formulate here is whether mechanisms theory has any relevance to methodology as well? Can sociologists make better progress on concrete research problems by organizing some of their thinking around the construct of a social mechanism?

This kind of question comes up with respect to a number of the topics and innovations that have occurred in the philosophy of social science in recent years — critical realism, causal powers, and strategic fields, for example. It is certainly worthwhile developing theories and refinements of each of these concepts within the philosophy of social science. But it is an additional question to ask whether these concepts have a valuable role to play in discussions of research methodology and design as well.

So what is the problem of methodology, from the point of view of the working sociologist? The researcher has a number of preliminary tasks: What is the domain of social phenomena that are of interest? How can those phenomena be studied using available empirical tools? How can we theorize what is going on in this domain? How can we think about the nature of the entities, processes, causes, and meanings that make up this domain? And how can we probe the properties and dynamics of those sociological entities and processes?

Take a phenomenon like corruption. China is said to face a social and political problem deriving from widespread corrupt practices. How would we investigate the phenomenon of corruption in China (or India, the United States, or Finland)? Corruption is an umbrella concept that describes patterns of behavior across a wide range of domains: interactions between police and the public, practices through which business contracts are secured, enforcement of environmental and safety regulations, enforcement of trade regulations, practices through which individuals secure services from hospitals and licensing authorities, and there are indefinitely many other examples. Moreover, we can identify similar patterns of behavior in many countries, so there is an element of international comparison in play as well.

And yet not all instances of rule breaking are instances of corruption. So there is a preliminary task for the researcher, to engage in conceptual work and to define, for the purpose of the research enterprise, what kinds of behavior by agents and citizens will be counted as “corrupt”. Here we would like the researcher to work like a philosopher of language in some ways: “What do we mean by ‘X’ in ordinary or technical parlance?” In the current example, we would like the researcher to arrive at a working specification of corruption that is both reasonably practicable in application but also reasonably conformant to our prior assumptions about the category. (A definition of “corruption” that identifies corruption as “income-enhancing strategies by an economic actor” may be easy to apply but entirely inadequate as a specification of what we mean by corruption.) Robert Klitgaard does this kind of conceptual work in his 1988 and 1989 books, Controlling Corruption and Corrupt Cities: A Practical Guide to Cure and Prevention.

So let’s say we’ve offered a specification of corruption along these lines:
“[One species of] corruption involves situations in which individuals with decision-making power with respect to rules, fines, approvals, or contracts expects and receives covert payments from the consumer in exchange for the desired decision.”
This definition would capture many of the examples provided above: police officers giving speeding tickets, customs inspectors closing their eyes to valuable undeclared items, hospital staff making decisions about admissions and treatment of patients, safety inspectors approving a given location or activity — in exchange for a gift from the affected individual. Essentially the corrupt agent is “selling” a service or benefit which he or she controls to an individual who needs that service, contrary to the rules of the organization.

Now the researcher needs to specify a research question. It might be descriptive:
  • "How frequent are instances of corrupt behavior by this description in setting X?"
It might be comparative:
  • “How does institution X compare with institution Y with respect to the frequency of corrupt behavior by its agents?”
It might be explanatory:
  • "Why do some institutions have higher rates of corrupt behavior than others?”
Or it might be policy-oriented:
  • “What features of institutions can be introduced to reduce rates of corrupt behavior by the agents of the institution?”
The mechanisms theory is particularly relevant to methodology for at least the final three tasks. The background assumptions the researcher brings to his or her work about what a good explanation, a good policy design, or a good comparison ought to look like will strongly affect the ways in which he or she proceeds from this point further.

If the researcher adopts the simple empiricist model of explanation — find characteristics that appropriately co-vary with the dependent variable — then the research path is fairly clear:
Or he or she might pursue the necessary-and-sufficient-condition version of the approach:
  • Identify a set of cases (again with provisos about selection of cases) and see whether we can identify necessary and/or sufficient conditions using Mill’s methods or other analytical tools. (Gary Goertz describes strategies like these in Necessary Conditions: Theory, Methodology, and Applications.)
On the other hand, if the researcher adopts the causal-mechanisms approach — identify causal mechanisms and processes that affect the occurrence or frequency of the outcome of interest — then he or she will proceed differently. The researcher will examine the individual cases carefully, looking to identify the factors and mechanisms that appear to be involved in the outcomes of interest; he or she will then look to see whether there are common processes involved in multiple cases; and he or she will consider whether available theories of social processes are relevant to the explanation of the outcomes observed. (This is essentially the method pursued by McAdam, Tarrow, and Tilly in Dynamics of Contention.)

For example, the extensive theorizing and discussions of principal-agent problems in political science may shed light on concrete mechanisms through which corrupt behaviors are controlled in a variety of existing circumstances. The Principal wants the Agent to act according to the rules of the organization; the Agent is to some extent outside his observation and control. So what mechanisms of self-enforcement are available to lead the Agent to comply with the expectations of the Principal?

One mechanism of compliance that the Principal may consider is a Corrupt Practices Tipline, whereby consumers can anonymously report corruption by specific officers. This extends the Principal’s ability to gather information about the Agent’s behavior. The Agent, knowing that the Tipline exists, constrains his otherwise corrupt inclinations, and the incidence of corrupt practices declines.

Another possible approach for the Principal is to link the Agent's longterm rewards to his/her longterm success in assigned tasks. Jean Ensminger describes the practice of gifts of "bridewealth" in these terms, as a way in which cattle owners maintain the loyalty of their herders during the long periods of time that they are out of sight in the foraging areas (Making a Market: The Institutional Transformation of an African Society) Deferred compensation and stock options may play a similar role in the modern business organization.

Another mechanism that might be considered is selective investigation and enforcement. The Principal may know that many customs agents are accepting small gifts of money when evaluating customs declarations, and that a small number of these transactions involve high-value items and correspondingly high-value gifts. It might be sensible to focus investigation and enforcement on this smaller incidence of high-value transactions. Choosing this strategy may have the effect of significantly reducing “big corrupt transactions” while leaving “small corrupt transactions” essential unchanged.

A final mechanism that might be considered here (out of many possible avenues of investigation) is a cultural factor -- training, education, and inculturation. We might consider whether one cultural setting does a better job of preparing individuals to play honest roles in organizations than another based on the educational and formative experiences that are offered to them. This can provide the basis for a hypothesis about a causal mechanism leading to a high (or low) rate of corrupt behavior; and it might provide a basis for a possible policy intervention (workplace training to shift basic values).

This is one example of the way a concrete research strategy might evolve. The important point of the example is that the philosophical orientations described here — “simple empiricism”, “mechanisms theory” — lead researchers to structure their investigations in very different ways. The researcher who is attuned to causal mechanisms will focus his or her efforts on uncovering the concrete social pathways or processes through which a given pattern of behavior is either encouraged or discouraged; and the researcher will be led to consider comparative cases to see whether similar arrangements lead to similar patterns of behavior in the other cases. This suggests that the discussion of the ins and outs of causal mechanisms theory in philosophy of social science may in fact be an important contribution to social science methodology as well.

Wednesday, January 16, 2013

Methodological localism and actor-centered sociology


I've advocated in earlier posts for two related ideas: the idea of actor-centered sociology and the idea of methodological localism. The first idea recommends that sociologists couch their research and theories in terms of more specific and nuanced theories of the actors whose thoughts and actions make up the social processes of interest. The second idea is an alternative to the equally unappealing doctrines of methodological individualism and holism. According to methodological localism, the "molecule" of the social world is the socially constituted, socially situated actor in ongoing relationships with other social actors. This is a conception of social reality that is social all the way down; it conceives of the individual actor within a set of social relationships as the basic unit of social phenomena.

Examination of some important work in sociology and neighboring fields in the past several decades shows that the actor-centered approach corresponds pretty well to the research approach taken by a number of innovative investigators. Here are a few examples: C. K. Lee, Against the Law: Labor Protests in China's Rustbelt and Sunbelt; Michael Mann, The Dark Side of Democracy: Explaining Ethnic Cleansing; George Steinmetz, The Devil's Handwriting: Precoloniality and the German Colonial State in Qingdao, Samoa, and Southwest Africa; Al Young, The Minds of Marginalized Black Men: Making Sense of Mobility, Opportunity, and Future Life Chances; Elinor Ostrom, Governing the Commons: The Evolution of Institutions for Collective Action. Each of these research projects makes significant use of more nuanced theories of the actor as an important part of the analysis and explanations offered.

These examples validate the usefulness of several of the key imperatives of the doctrine of methodological localism: in particular, emphasis on the centrality of the socially situated and socially constructed actor within more complex social processes. Methodological localism implies that we need to be cautious about over-simplifying the mentality of the actor—not simply a utility maximizing egoist, not simply a norm-driven robot, not simply an adherent of a religious worldview.

Instead, it is often useful to pay attention to the details and the differences that we find in the historical setting of important social processes and outcomes and the forms of mentality these create: the specific forms of education received by scientists, the specific social environment in which prospective administrators were socialized, the specific mental frameworks associated with this or that historically situated community. These details help us to do a much better job of understanding how the actors perceived social situations and how they chose to act within them.

And likewise, it is often useful to pay attention to the regulative and incentive-generating context within which actors constructed their actions. This is the role that the intellectual and policy field plays in Steinmetz’s account; it is also the role that specific property and contract arrangements play in the new institutionalism and Elinor Ostrom. And both Bourdieu and the new institutionalists are right that small differences in the institutional setting can result in large differences in outcome, as actors respond to institutions and incentives to pursue their ends. So paying close and detailed attention to the particulars of the institutions of career, economic opportunity, family, power, and prestige allows us to perceive the causes of important differences in outcomes.

In short, it seems that sociology has a lot to gain by paying more attention to the specifics of the actors whose thinking and actions constitute the social processes of interest to them. This advice does not imply reductionism; it is entirely legitimate for sociologists to make use of causal claims at a variety of levels. But it does imply that there is substantive and valuable work to be done in almost every field of sociology at the level of the actor. Sociology gains when researchers attempt to gain a more nuanced understanding of the constitutions and situations of the actors with whom they are concerned.

To be sure, not all research in sociology takes this approach. And in fact there is very good recent work in sociology that doesn't pay much attention to the actor. A good example of this category is Robert Sampson's Great American City: Chicago and the Enduring Neighborhood Effect.  Sampson's approach has everything to do with the behavior of particular actors in particular circumstances. He wants to show that we can identify certain patterns of causation that exist in urban street-scapes that are amenable to quantitative investigation.  But his research is not particularly socio-ethnographic; no interviews, no attempt to capture the states of mentality of the urban young people who make up the neighborhoods he studies.  The level of analysis that he has chosen is largely higher than the individual actors -- the meso-level environmental and organizational features that appear to have an effect on collective behavior. And one of his main methodological contributions is to oppose the idea that urban phenomena can be derived from facts about the individuals who make up a neighborhood or city. So Sampson's research and explanations are evidently not "actor-centered." But I think that Sampson's work is compatible nonetheless with the thesis of methodological localism, though this is less clear. Sampson insists that the neighborhood-level characteristics have causal consequences that do not disaggregate into individual-level patterns. But this can be understood in the "relative explanatory autonomy" interpretation offered elsewhere (link): microfoundations exist for these effects, but it isn't necessary to trace them through in order to validate the causal linkage at the neighborhood level.

These observations suggest that the status of these two big ideas is rather different. The idea of "actor-centered" sociology shouldn't be understood as a general prescription for all sociological research, but rather as simply a promising line of investigation as we try to shed light on various social processes and outcomes.  The idea of methodological localism, on the other hand, is a fairly general ontological claim about what the social world is made up of, and it is intended as a general premise for how we think about all social phenomena.  It doesn't entail a particular theory of explanation, but it does provide a general account of the constitution of social phenomena. And it has implications for how we should think about the micro-composition of social causation.