Monday, August 30, 2010

Criteria for assessing economic models


How can we assess the epistemic warrant of an economic model that purports to represent some aspects of economic reality?  The general problem of assessing the credibility of an economic model can be broken down into more specific questions concerning the validity, comprehensiveness, robustness, reliability, and autonomy of the model. Here are initial definitions of these concepts.
  • Validity is a measure of the degree to which the assumptions employed in the construction of the model are thought to correspond to the real processes underlying the phenomena represented by the model. 
  • Comprehensiveness is the degree to which the model is thought to succeed in capturing the major causal factors that influence the features of the behavior of the system in which we are interested. 
  • Robustness is a measure of the degree to which the results of the model persist under small perturbations in the settings of parameters, formulation of equations, etc. 
  • Autonomy refers to the stability of the model's results in face of variation of contextual factors. 
  • Reliability is a measure of the degree of confidence we can have in the data employed in setting the values of the parameters. 
These are features of models that can be investigated more or less independently and prior to examination of the empirical success or failure of the predictions of the model.

Let us look more closely at these standards of adequacy. The discussion of realism elsewhere suggests that we may attempt to validate the model deductively, by examining each of the assumptions underlying construction of the model for its plausibility or realism (link). (This resembles Mill's "deductive method" of theory evaluation.) Economists are highly confident in the underlying general equilibrium theory. The theory is incomplete (or, in Daniel Hausman's language, inexact; link), in that economic outcomes are not wholly determined by purely economic forces. But within its scope economists are confident that the theory identifies the main causal processes: an equilibration of supply and demand through market-determined prices.

Validity can be assessed through direct inspection of the substantive economic assumptions of the model: the formulation of consumer and firm behavior, the representation of production and consumption functions, the closure rules, and the like. To the extent that the particular formulation embodied in the model is supported by accepted economic theory, the validity of the model is enhanced. On the other hand, if particular formulations appear to be ad hoc (introduced, perhaps, to make the problem more tractable), the validity of the model is reduced. If, for example, the model assumes linear demand functions and we judge that this is a highly unrealistic assumption about the real underlying demand functions, then we will have less confidence in the predictive results of the model.

Unfortunately, there can be no fixed standard of evaluation concerning the validity of a model. All models make simplifying and idealizing assumptions; so to that extent they deviate from literal realism. And the question of whether a given idealization is felicitous or not cannot always be resolved on antecedent theoretical grounds; instead, it is necessary to look at the overall empirical adequacy of the model. The adequacy of the assumption of fixed coefficients of production cannot be assessed a priori; in some contexts and for some purposes it is a reasonable approximation of the economic reality, while in other cases it introduces unacceptable distortion of the actual economic processes (when input substitution is extensive). What can be said concerning the validity of a model's assumptions is rather minimal but not entirely vacuous. The assumptions should be consistent with existing economic theory; they should be reasonable and motivated formulations of background economic principles; and they should be implemented in a mathematically acceptable fashion.

Comprehensiveness too is a weak constraint on economic models. It is plain that all economic theories and models disregard some causal factors in order to isolate the workings of specific economic mechanisms; moreover, there will always be economic forces that have not been represented within the model. So judgment of the comprehensiveness of a model depends on a qualitative assessment of the relative importance of various economic and non-economic factors in the particular system under analysis. If a given factor seems to be economically important (e.g. input substitution) but unrepresented within the model, then the model loses points on comprehensiveness.

Robustness can be directly assessed through a technique widely used by economists, sensitivity analysis. The model is run a large number of times, varying the values assigned to parameters (reflecting the range of uncertainty in estimates or observations). If the model continues to have qualitatively similar findings, it is said to be robust. If solutions vary wildly under small perturbations of the parameter settings, the model is rightly thought to be a poor indicator of the underlying economic mechanisms.

Autonomy is the theoretical equivalent of robustness. It is a measure of the stability of the model under changes of assumptions about the causal background of the system. If the model's results are highly sensitive to changes in the environment within which the modeled processes take place, then we should be suspicious of the results of the model.

Assessment of reliability is also somewhat more straightforward than comprehensiveness and validity. The empirical data used to set parameters and exogenous variables have been gathered through specific well-understood procedures, and it is mandatory that we give some account of the precision of the resulting data.

Note that reliability and robustness interact; if we find that the model is highly robust with respect to a particular set of parameters, then the unreliability of estimates of those parameters will not have much effect on the reliability of the model itself. In this case it is enough to have "stylized facts" governing the parameters that are used: roughly 60% of workers' income is spent on food, 0% is saved, etc.

Failures along each of these lines can be illustrated easily.
  1. The model assumes that prices are determined on the basis of markup pricing (costs plus a fixed exogenous markup rate and wage). In fact, however, we might believe (along neoclassical lines) that prices, wages, and the profit rate are all endogenous, so that markup pricing misrepresents the underlying price mechanism. This would be a failure of validity; the model is premised on assumptions that may not hold. 
  2. The model is premised on a two-sector analysis of the economy. However, energy production and consumption turn out to be economically crucial factors in the performance of the economy, and these effects are overlooked unless we represent the energy sector separately. This would be a failure of comprehensiveness; there is an economically significant factor that is not represented in the model. 
  3. We rerun the model assuming a slightly altered set of production coefficients, and we find that the predictions are substantially different: the increase in income is only 33% of what it was, and deficits are only half what they were. This is a failure of robustness; once we know that the model is extremely sensitive to variations in the parameters, we have strong reason to doubt its predictions. The accuracy of measurement of parameters is limited, so we can be confident that remeasurement would produce different values. So we can in turn expect that the simulation will arrive at different values for the endogenous variables. 
  4. Suppose that our model of income distribution in a developing economy is premised on the international trading arrangements embodied in GATT. The model is designed to represent the domestic causal relations between food subsidies and the pattern of income distribution across classes. If the results of the model change substantially upon dropping the GATT assumption, then the model is not autonomous with respect to international trading arrangements. 
  5. Finally, we examine the data underlying the consumption functions and we find that these derive from one household study in one Mexican state, involving 300 households. Moreover, we determine that the model is sensitive to the parameters defining consumption functions. On this scenario we have little reason to expect that the estimates derived from the household study are reliable estimates of consumption in all social classes all across Mexico; and therefore we have little reason to depend on the predictions of the model. This is a failure of reliability. 
These factors--validity, comprehensiveness, robustness, autonomy, and reliability--figure into our assessment of the antecedent credibility of a given model. If the model is judged to be reasonably valid and comprehensive; if it appears to be fairly robust and autonomous; and if the empirical data on which it rests appears to be reliable; then we have reason to believe that the model is a reasonable representation of the underlying economic reality. But this deductive validation of the model does not take us far enough. These are reasons to have a priori confidence in the model. But we need as well to have a basis for a posteriori confidence in the particular results of this specific model. And since there are many well-known ways in which a generally well-constructed model can nonetheless miss the mark--incompleteness of the causal field, failure of ceteris paribus clauses, poor data or poor estimates of the exogenous variables and parameters, proliferation of error to the point where the solution has no value, and path-dependence of the equilibrium solution--we need to have some way of empirically evaluating the results of the model.

(Here is an application of these ideas to computable general equilibrium (CGE) models in an article published in On the Reliability of Economic Models: Essays in the Philosophy of Economics; link.  See also Lance Taylor's reply and discussion in the same volume.)

Criteria for assessing economic models


How can we assess the epistemic warrant of an economic model that purports to represent some aspects of economic reality?  The general problem of assessing the credibility of an economic model can be broken down into more specific questions concerning the validity, comprehensiveness, robustness, reliability, and autonomy of the model. Here are initial definitions of these concepts.
  • Validity is a measure of the degree to which the assumptions employed in the construction of the model are thought to correspond to the real processes underlying the phenomena represented by the model. 
  • Comprehensiveness is the degree to which the model is thought to succeed in capturing the major causal factors that influence the features of the behavior of the system in which we are interested. 
  • Robustness is a measure of the degree to which the results of the model persist under small perturbations in the settings of parameters, formulation of equations, etc. 
  • Autonomy refers to the stability of the model's results in face of variation of contextual factors. 
  • Reliability is a measure of the degree of confidence we can have in the data employed in setting the values of the parameters. 
These are features of models that can be investigated more or less independently and prior to examination of the empirical success or failure of the predictions of the model.

Let us look more closely at these standards of adequacy. The discussion of realism elsewhere suggests that we may attempt to validate the model deductively, by examining each of the assumptions underlying construction of the model for its plausibility or realism (link). (This resembles Mill's "deductive method" of theory evaluation.) Economists are highly confident in the underlying general equilibrium theory. The theory is incomplete (or, in Daniel Hausman's language, inexact; link), in that economic outcomes are not wholly determined by purely economic forces. But within its scope economists are confident that the theory identifies the main causal processes: an equilibration of supply and demand through market-determined prices.

Validity can be assessed through direct inspection of the substantive economic assumptions of the model: the formulation of consumer and firm behavior, the representation of production and consumption functions, the closure rules, and the like. To the extent that the particular formulation embodied in the model is supported by accepted economic theory, the validity of the model is enhanced. On the other hand, if particular formulations appear to be ad hoc (introduced, perhaps, to make the problem more tractable), the validity of the model is reduced. If, for example, the model assumes linear demand functions and we judge that this is a highly unrealistic assumption about the real underlying demand functions, then we will have less confidence in the predictive results of the model.

Unfortunately, there can be no fixed standard of evaluation concerning the validity of a model. All models make simplifying and idealizing assumptions; so to that extent they deviate from literal realism. And the question of whether a given idealization is felicitous or not cannot always be resolved on antecedent theoretical grounds; instead, it is necessary to look at the overall empirical adequacy of the model. The adequacy of the assumption of fixed coefficients of production cannot be assessed a priori; in some contexts and for some purposes it is a reasonable approximation of the economic reality, while in other cases it introduces unacceptable distortion of the actual economic processes (when input substitution is extensive). What can be said concerning the validity of a model's assumptions is rather minimal but not entirely vacuous. The assumptions should be consistent with existing economic theory; they should be reasonable and motivated formulations of background economic principles; and they should be implemented in a mathematically acceptable fashion.

Comprehensiveness too is a weak constraint on economic models. It is plain that all economic theories and models disregard some causal factors in order to isolate the workings of specific economic mechanisms; moreover, there will always be economic forces that have not been represented within the model. So judgment of the comprehensiveness of a model depends on a qualitative assessment of the relative importance of various economic and non-economic factors in the particular system under analysis. If a given factor seems to be economically important (e.g. input substitution) but unrepresented within the model, then the model loses points on comprehensiveness.

Robustness can be directly assessed through a technique widely used by economists, sensitivity analysis. The model is run a large number of times, varying the values assigned to parameters (reflecting the range of uncertainty in estimates or observations). If the model continues to have qualitatively similar findings, it is said to be robust. If solutions vary wildly under small perturbations of the parameter settings, the model is rightly thought to be a poor indicator of the underlying economic mechanisms.

Autonomy is the theoretical equivalent of robustness. It is a measure of the stability of the model under changes of assumptions about the causal background of the system. If the model's results are highly sensitive to changes in the environment within which the modeled processes take place, then we should be suspicious of the results of the model.

Assessment of reliability is also somewhat more straightforward than comprehensiveness and validity. The empirical data used to set parameters and exogenous variables have been gathered through specific well-understood procedures, and it is mandatory that we give some account of the precision of the resulting data.

Note that reliability and robustness interact; if we find that the model is highly robust with respect to a particular set of parameters, then the unreliability of estimates of those parameters will not have much effect on the reliability of the model itself. In this case it is enough to have "stylized facts" governing the parameters that are used: roughly 60% of workers' income is spent on food, 0% is saved, etc.

Failures along each of these lines can be illustrated easily.
  1. The model assumes that prices are determined on the basis of markup pricing (costs plus a fixed exogenous markup rate and wage). In fact, however, we might believe (along neoclassical lines) that prices, wages, and the profit rate are all endogenous, so that markup pricing misrepresents the underlying price mechanism. This would be a failure of validity; the model is premised on assumptions that may not hold. 
  2. The model is premised on a two-sector analysis of the economy. However, energy production and consumption turn out to be economically crucial factors in the performance of the economy, and these effects are overlooked unless we represent the energy sector separately. This would be a failure of comprehensiveness; there is an economically significant factor that is not represented in the model. 
  3. We rerun the model assuming a slightly altered set of production coefficients, and we find that the predictions are substantially different: the increase in income is only 33% of what it was, and deficits are only half what they were. This is a failure of robustness; once we know that the model is extremely sensitive to variations in the parameters, we have strong reason to doubt its predictions. The accuracy of measurement of parameters is limited, so we can be confident that remeasurement would produce different values. So we can in turn expect that the simulation will arrive at different values for the endogenous variables. 
  4. Suppose that our model of income distribution in a developing economy is premised on the international trading arrangements embodied in GATT. The model is designed to represent the domestic causal relations between food subsidies and the pattern of income distribution across classes. If the results of the model change substantially upon dropping the GATT assumption, then the model is not autonomous with respect to international trading arrangements. 
  5. Finally, we examine the data underlying the consumption functions and we find that these derive from one household study in one Mexican state, involving 300 households. Moreover, we determine that the model is sensitive to the parameters defining consumption functions. On this scenario we have little reason to expect that the estimates derived from the household study are reliable estimates of consumption in all social classes all across Mexico; and therefore we have little reason to depend on the predictions of the model. This is a failure of reliability. 
These factors--validity, comprehensiveness, robustness, autonomy, and reliability--figure into our assessment of the antecedent credibility of a given model. If the model is judged to be reasonably valid and comprehensive; if it appears to be fairly robust and autonomous; and if the empirical data on which it rests appears to be reliable; then we have reason to believe that the model is a reasonable representation of the underlying economic reality. But this deductive validation of the model does not take us far enough. These are reasons to have a priori confidence in the model. But we need as well to have a basis for a posteriori confidence in the particular results of this specific model. And since there are many well-known ways in which a generally well-constructed model can nonetheless miss the mark--incompleteness of the causal field, failure of ceteris paribus clauses, poor data or poor estimates of the exogenous variables and parameters, proliferation of error to the point where the solution has no value, and path-dependence of the equilibrium solution--we need to have some way of empirically evaluating the results of the model.

(Here is an application of these ideas to computable general equilibrium (CGE) models in an article published in On the Reliability of Economic Models: Essays in the Philosophy of Economics; link.  See also Lance Taylor's reply and discussion in the same volume.)

Criteria for assessing economic models


How can we assess the epistemic warrant of an economic model that purports to represent some aspects of economic reality?  The general problem of assessing the credibility of an economic model can be broken down into more specific questions concerning the validity, comprehensiveness, robustness, reliability, and autonomy of the model. Here are initial definitions of these concepts.
  • Validity is a measure of the degree to which the assumptions employed in the construction of the model are thought to correspond to the real processes underlying the phenomena represented by the model. 
  • Comprehensiveness is the degree to which the model is thought to succeed in capturing the major causal factors that influence the features of the behavior of the system in which we are interested. 
  • Robustness is a measure of the degree to which the results of the model persist under small perturbations in the settings of parameters, formulation of equations, etc. 
  • Autonomy refers to the stability of the model's results in face of variation of contextual factors. 
  • Reliability is a measure of the degree of confidence we can have in the data employed in setting the values of the parameters. 
These are features of models that can be investigated more or less independently and prior to examination of the empirical success or failure of the predictions of the model.

Let us look more closely at these standards of adequacy. The discussion of realism elsewhere suggests that we may attempt to validate the model deductively, by examining each of the assumptions underlying construction of the model for its plausibility or realism (link). (This resembles Mill's "deductive method" of theory evaluation.) Economists are highly confident in the underlying general equilibrium theory. The theory is incomplete (or, in Daniel Hausman's language, inexact; link), in that economic outcomes are not wholly determined by purely economic forces. But within its scope economists are confident that the theory identifies the main causal processes: an equilibration of supply and demand through market-determined prices.

Validity can be assessed through direct inspection of the substantive economic assumptions of the model: the formulation of consumer and firm behavior, the representation of production and consumption functions, the closure rules, and the like. To the extent that the particular formulation embodied in the model is supported by accepted economic theory, the validity of the model is enhanced. On the other hand, if particular formulations appear to be ad hoc (introduced, perhaps, to make the problem more tractable), the validity of the model is reduced. If, for example, the model assumes linear demand functions and we judge that this is a highly unrealistic assumption about the real underlying demand functions, then we will have less confidence in the predictive results of the model.

Unfortunately, there can be no fixed standard of evaluation concerning the validity of a model. All models make simplifying and idealizing assumptions; so to that extent they deviate from literal realism. And the question of whether a given idealization is felicitous or not cannot always be resolved on antecedent theoretical grounds; instead, it is necessary to look at the overall empirical adequacy of the model. The adequacy of the assumption of fixed coefficients of production cannot be assessed a priori; in some contexts and for some purposes it is a reasonable approximation of the economic reality, while in other cases it introduces unacceptable distortion of the actual economic processes (when input substitution is extensive). What can be said concerning the validity of a model's assumptions is rather minimal but not entirely vacuous. The assumptions should be consistent with existing economic theory; they should be reasonable and motivated formulations of background economic principles; and they should be implemented in a mathematically acceptable fashion.

Comprehensiveness too is a weak constraint on economic models. It is plain that all economic theories and models disregard some causal factors in order to isolate the workings of specific economic mechanisms; moreover, there will always be economic forces that have not been represented within the model. So judgment of the comprehensiveness of a model depends on a qualitative assessment of the relative importance of various economic and non-economic factors in the particular system under analysis. If a given factor seems to be economically important (e.g. input substitution) but unrepresented within the model, then the model loses points on comprehensiveness.

Robustness can be directly assessed through a technique widely used by economists, sensitivity analysis. The model is run a large number of times, varying the values assigned to parameters (reflecting the range of uncertainty in estimates or observations). If the model continues to have qualitatively similar findings, it is said to be robust. If solutions vary wildly under small perturbations of the parameter settings, the model is rightly thought to be a poor indicator of the underlying economic mechanisms.

Autonomy is the theoretical equivalent of robustness. It is a measure of the stability of the model under changes of assumptions about the causal background of the system. If the model's results are highly sensitive to changes in the environment within which the modeled processes take place, then we should be suspicious of the results of the model.

Assessment of reliability is also somewhat more straightforward than comprehensiveness and validity. The empirical data used to set parameters and exogenous variables have been gathered through specific well-understood procedures, and it is mandatory that we give some account of the precision of the resulting data.

Note that reliability and robustness interact; if we find that the model is highly robust with respect to a particular set of parameters, then the unreliability of estimates of those parameters will not have much effect on the reliability of the model itself. In this case it is enough to have "stylized facts" governing the parameters that are used: roughly 60% of workers' income is spent on food, 0% is saved, etc.

Failures along each of these lines can be illustrated easily.
  1. The model assumes that prices are determined on the basis of markup pricing (costs plus a fixed exogenous markup rate and wage). In fact, however, we might believe (along neoclassical lines) that prices, wages, and the profit rate are all endogenous, so that markup pricing misrepresents the underlying price mechanism. This would be a failure of validity; the model is premised on assumptions that may not hold. 
  2. The model is premised on a two-sector analysis of the economy. However, energy production and consumption turn out to be economically crucial factors in the performance of the economy, and these effects are overlooked unless we represent the energy sector separately. This would be a failure of comprehensiveness; there is an economically significant factor that is not represented in the model. 
  3. We rerun the model assuming a slightly altered set of production coefficients, and we find that the predictions are substantially different: the increase in income is only 33% of what it was, and deficits are only half what they were. This is a failure of robustness; once we know that the model is extremely sensitive to variations in the parameters, we have strong reason to doubt its predictions. The accuracy of measurement of parameters is limited, so we can be confident that remeasurement would produce different values. So we can in turn expect that the simulation will arrive at different values for the endogenous variables. 
  4. Suppose that our model of income distribution in a developing economy is premised on the international trading arrangements embodied in GATT. The model is designed to represent the domestic causal relations between food subsidies and the pattern of income distribution across classes. If the results of the model change substantially upon dropping the GATT assumption, then the model is not autonomous with respect to international trading arrangements. 
  5. Finally, we examine the data underlying the consumption functions and we find that these derive from one household study in one Mexican state, involving 300 households. Moreover, we determine that the model is sensitive to the parameters defining consumption functions. On this scenario we have little reason to expect that the estimates derived from the household study are reliable estimates of consumption in all social classes all across Mexico; and therefore we have little reason to depend on the predictions of the model. This is a failure of reliability. 
These factors--validity, comprehensiveness, robustness, autonomy, and reliability--figure into our assessment of the antecedent credibility of a given model. If the model is judged to be reasonably valid and comprehensive; if it appears to be fairly robust and autonomous; and if the empirical data on which it rests appears to be reliable; then we have reason to believe that the model is a reasonable representation of the underlying economic reality. But this deductive validation of the model does not take us far enough. These are reasons to have a priori confidence in the model. But we need as well to have a basis for a posteriori confidence in the particular results of this specific model. And since there are many well-known ways in which a generally well-constructed model can nonetheless miss the mark--incompleteness of the causal field, failure of ceteris paribus clauses, poor data or poor estimates of the exogenous variables and parameters, proliferation of error to the point where the solution has no value, and path-dependence of the equilibrium solution--we need to have some way of empirically evaluating the results of the model.

(Here is an application of these ideas to computable general equilibrium (CGE) models in an article published in On the Reliability of Economic Models: Essays in the Philosophy of Economics; link.  See also Lance Taylor's reply and discussion in the same volume.)

Thursday, August 26, 2010

Mechanisms of contention reconsidered

Social contention theorists Doug McAdam, Sidney Tarrow, and Charles Tilly created a great deal of interest in the "mechanisms" approach to social explanation with the publication of their Dynamics of Contention in 2001.  The book advocated for several important new angles of approach to the problem of analyzing and explaining social contention: to disaggregate the object of analysis from macro-events like "civil war," "revolution," "rebellion," or "ethnic violence" into the component social processes that recur in various instances of social contention; and to analyze these components as "causal mechanisms."  Here is how they define contentious politics:
By contentious politics we mean: episodic, public, collective interaction among makers of claims and their objects when (a) at least one government is a claimant, an object of claims, or a party to the claims and (b) the claims would, if realized, affect the interests of at least one of the claimants.  Roughly translated, the definition refers to collective political struggle. (5)
Here is the way they characterize the distinctive nature of the analysis offered in their new work:
This book identifies similarities and differences, pathways and trajectories across a wide range of contentious politics -- not only revolutions, but also strike waves, wars, social movements, ethnic mobilizations, democratization, and nationalism. (9)
And here is how they want to make systematic, explanatory sense of the heterogeneous examples of social contention that the world presents: to identify and investigate some common social mechanisms that work in roughly similar ways across numerous different instances of social contention.
Social processes, in our view, consist of sequences and combinations of causal mechanisms.  To explain contentious politics is to identify its recurrent causal mechanisms, the ways they combine, in what sequences they recur, and why different combinations and sequences, starting from different initial conditions, produce varying effects on the large scale....  Instead of seeking to identify necessary and sufficient conditions for mobilization, action, or certain trajectories, we search out recurrent causal mechanisms and regularities in their concatenation. (13)
They offer these definitions of the key analytical terms:
Mechanisms are a delimited class of events that alter relations among specified sets of elements in identical or closely similar ways over a variety of situations.
Processes are regular sequences of such mechanisms that produce similar (generally more complex and contingent) transformations of those elements.
Episodes are continuous streams of contention including collective claims making that bears on other parties' interests. (24)
They distinguish among environmental mechanisms ("externally generated influences on conditions affecting social life"), cognitive mechanisms ("operate through alterations individual and collective perception"), and relational mechanisms ("alter connections among people, groups, and interpersonal networks") (25-26).  And they offer a few examples of mechanisms: mobilization mechanisms, political identity formation mechanisms, and aggregation mechanisms.

The approach can be summarized in these terms:
Seen as wholes, the French Revolution, the American civil rights movement, and Italian contention look quite different from each other. ... Yet when we take apart the three histories, we find a number of common mechanisms that moved the conflicts along and transformed them: creation of new actors and identities through the very process of contention; brokerage by activists who connected previously insulated local clumps of aggrieved people; competition among contenders that led to factional divisions and re-alignments, and much more.  These mechanisms concatenated into more complex processes such as radicalization and polarization of conflict; formation of new balances of power; and re-alignments of the polity along new lines. (32-33)
This is roughly the conception of social ontology and explanation that was put forward in 2001, and it was a powerful challenge to a more positivistic methodology that insisted on looking for general laws of contention and uniform regularities governing things like revolutions and civil wars.

By 2007, however, Tarrow and Tilly found it necessary to reformulate their views to some degree; and this re-thinking resulted in Contentious Politics.  So what changed between the theory offered in 2001 and that restated in 2007?  The answer is, surprisingly little at the level of concept and method.

Tilly and Tarrow refer to three main lines of criticism of Dynamics of Contention to which they felt a need to respond:
Although that book stirred up a lively scholarly discussion, even specialists who were sympathetic to our approach made three justified complaints about it.  First, it pointed to mechanisms and processes by the dozen without defining and documenting them carefully, much less showing exactly how they worked.  Second, it remained unclear about the methods and evidence students and scholars could use to check out its explanations.  Third, instead of making a straightforward presentation of its teachings, it reveled in complications, asides, and illustrations. (xi)
What did not change between the two formulations was the conceptual foundation.  The key concepts of contentious politics, mechanisms, processes, and episodes are essentially the same in the 2007 book as in 2001.
Contentious politics involves interactions in which actors make claims bearing on someone else's interests, leading to coordinated efforts on behalf of shared interests or programs, in which governments are involved as targets, initiators of claims, or third parties.  Contentious politics thus brings together three familiar features of social life: contention, collective action, and politics. (4)
Further, they analyze contention in the same basic terms in 2007 as in 2001:
For explanation, we need additional concepts.  This chapter supplies four of them: the events and episodes of streams of contention and the mechanisms and processes that constitute them.
And their definitions of mechanisms and processes are unchanged:
By mechanisms, we mean a delimited class of events that alter relations among specified sets of elements in identical or closely similar ways over a variety of situations.  Mechanisms compound into processes.  By processes, we mean regular combinations and sequences of mechanisms that produce similar (generally more complex and contingent) transformations of those elements. (29)
One goal of the 2007 book is to simplify the discussion of mechanisms.  The authors highlight three mechanisms as being particularly central to episodes of contention:
  • Brokerage: production of a new connection between previously unconnected sites
  • Diffusion: spread of a form of contention, an issue, or a way of framing it from one site to another
  • Coordinated action: two or more actors' engagement in mutual signaling and parallel making of claims on the same object (31)
Other mechanisms that are discussed include social appropriation, boundary activation, certification, and identity shift (34).  And their key examples of processes are mobilization and de-mobilization -- each of which consists of a series of component mechanisms.

One difference between the two versions of the theory is more substantive.  In 2007 Tarrow and Tilly give greater priority to the performative nature of contentious politics: contentious performances and repertoires have greater prominence in the story offered in 2007 than in the analysis of episodes provided in 2001.  This is not a new element, since Tilly himself made extensive use of the ideas of performance and repertoire in his earlier analyses of French contentious politics; but the theme is given more prominence in 2007 than it was in 2001.

Overall, it seems reasonable to say that Contentious Politics expresses the same conceptual framework for researching and understanding contention as that found in Dynamics of Contention.  There is no fundamental break between the two works.  What has changed is more a matter of pedagogy and presentation.  The authors have sought to provide a more coherent and orderly presentation of the conceptual framework that they are presenting; and they have sought to provide an orderly and systematic analysis of the cases, in order to identify the mechanisms that recur across episodes.

Where additional work is still needed is at the level of conceptualization of causal mechanisms.  There is now a large body of discussion and debate about how to think about social causal mechanisms, and many observers are persuaded that the move to mechanisms is a very good way of getting a better grip on social explanation and analysis.  But how to define a social mechanism is still obscure.  The definition that MTT offer does not really seem satisfactory -- "a delimited class of events that alter relations among specified sets of elements in identical or closely similar ways over a variety of situations."  A mechanism is not an event (or a class of events); rather, it is a nexus between a cause and an effect; it is the pathway through which the cause brings about the effect.  It is a materially embodied set of causal powers and their effects.  But the specific formulation provided by MTT doesn't succeed in capturing any of these root ideas.

Various philosophers have attempted to specify more clearly the notion of a causal mechanism (Jon Elster, Explaining Social Behavior: More Nuts and Bolts for the Social Sciences; Hedstrom and Swedberg, Social Mechanisms: An Analytical Approach to Social Theory, my own Varieties Of Social Explanation: An Introduction To The Philosophy Of Social Science). We can give good examples of what we mean by a causal mechanism.  But to date, it seems that we have not yet been able to come up with a fully satisfactory definition of a causal mechanism.  (Here is a short conference paper by Tilly in 2007 that takes a different approach by linking the concept to Robert Merton's work; link.)

So the disaggregative approach that MTT advocate is a crucially important breakthrough in the study of complex social phenomena, and it seems convincing that it is "mechanisms" that disaggregation should lay bare.  Moreover, the idea of mechanisms aggregating to processes and constituting episodes is an intuitively compelling notion of how complex social phenomena are constituted.  These are genuinely important new ways of conceptualizing the complex social reality of contention and the task of providing descriptions and explanations of complex social episodes.  Contentious Politics is a very good presentation of these fundamental ideas.  What we don't yet have, however, is a fully convincing and fertile conception of the root idea, the notion of a causal mechanism.

(See other postings under the thread of causal mechanism for other discussions of the topic.)

Mechanisms of contention reconsidered

Social contention theorists Doug McAdam, Sidney Tarrow, and Charles Tilly created a great deal of interest in the "mechanisms" approach to social explanation with the publication of their Dynamics of Contention in 2001.  The book advocated for several important new angles of approach to the problem of analyzing and explaining social contention: to disaggregate the object of analysis from macro-events like "civil war," "revolution," "rebellion," or "ethnic violence" into the component social processes that recur in various instances of social contention; and to analyze these components as "causal mechanisms."  Here is how they define contentious politics:
By contentious politics we mean: episodic, public, collective interaction among makers of claims and their objects when (a) at least one government is a claimant, an object of claims, or a party to the claims and (b) the claims would, if realized, affect the interests of at least one of the claimants.  Roughly translated, the definition refers to collective political struggle. (5)
Here is the way they characterize the distinctive nature of the analysis offered in their new work:
This book identifies similarities and differences, pathways and trajectories across a wide range of contentious politics -- not only revolutions, but also strike waves, wars, social movements, ethnic mobilizations, democratization, and nationalism. (9)
And here is how they want to make systematic, explanatory sense of the heterogeneous examples of social contention that the world presents: to identify and investigate some common social mechanisms that work in roughly similar ways across numerous different instances of social contention.
Social processes, in our view, consist of sequences and combinations of causal mechanisms.  To explain contentious politics is to identify its recurrent causal mechanisms, the ways they combine, in what sequences they recur, and why different combinations and sequences, starting from different initial conditions, produce varying effects on the large scale....  Instead of seeking to identify necessary and sufficient conditions for mobilization, action, or certain trajectories, we search out recurrent causal mechanisms and regularities in their concatenation. (13)
They offer these definitions of the key analytical terms:
Mechanisms are a delimited class of events that alter relations among specified sets of elements in identical or closely similar ways over a variety of situations.
Processes are regular sequences of such mechanisms that produce similar (generally more complex and contingent) transformations of those elements.
Episodes are continuous streams of contention including collective claims making that bears on other parties' interests. (24)
They distinguish among environmental mechanisms ("externally generated influences on conditions affecting social life"), cognitive mechanisms ("operate through alterations individual and collective perception"), and relational mechanisms ("alter connections among people, groups, and interpersonal networks") (25-26).  And they offer a few examples of mechanisms: mobilization mechanisms, political identity formation mechanisms, and aggregation mechanisms.

The approach can be summarized in these terms:
Seen as wholes, the French Revolution, the American civil rights movement, and Italian contention look quite different from each other. ... Yet when we take apart the three histories, we find a number of common mechanisms that moved the conflicts along and transformed them: creation of new actors and identities through the very process of contention; brokerage by activists who connected previously insulated local clumps of aggrieved people; competition among contenders that led to factional divisions and re-alignments, and much more.  These mechanisms concatenated into more complex processes such as radicalization and polarization of conflict; formation of new balances of power; and re-alignments of the polity along new lines. (32-33)
This is roughly the conception of social ontology and explanation that was put forward in 2001, and it was a powerful challenge to a more positivistic methodology that insisted on looking for general laws of contention and uniform regularities governing things like revolutions and civil wars.

By 2007, however, Tarrow and Tilly found it necessary to reformulate their views to some degree; and this re-thinking resulted in Contentious Politics.  So what changed between the theory offered in 2001 and that restated in 2007?  The answer is, surprisingly little at the level of concept and method.

Tilly and Tarrow refer to three main lines of criticism of Dynamics of Contention to which they felt a need to respond:
Although that book stirred up a lively scholarly discussion, even specialists who were sympathetic to our approach made three justified complaints about it.  First, it pointed to mechanisms and processes by the dozen without defining and documenting them carefully, much less showing exactly how they worked.  Second, it remained unclear about the methods and evidence students and scholars could use to check out its explanations.  Third, instead of making a straightforward presentation of its teachings, it reveled in complications, asides, and illustrations. (xi)
What did not change between the two formulations was the conceptual foundation.  The key concepts of contentious politics, mechanisms, processes, and episodes are essentially the same in the 2007 book as in 2001.
Contentious politics involves interactions in which actors make claims bearing on someone else's interests, leading to coordinated efforts on behalf of shared interests or programs, in which governments are involved as targets, initiators of claims, or third parties.  Contentious politics thus brings together three familiar features of social life: contention, collective action, and politics. (4)
Further, they analyze contention in the same basic terms in 2007 as in 2001:
For explanation, we need additional concepts.  This chapter supplies four of them: the events and episodes of streams of contention and the mechanisms and processes that constitute them.
And their definitions of mechanisms and processes are unchanged:
By mechanisms, we mean a delimited class of events that alter relations among specified sets of elements in identical or closely similar ways over a variety of situations.  Mechanisms compound into processes.  By processes, we mean regular combinations and sequences of mechanisms that produce similar (generally more complex and contingent) transformations of those elements. (29)
One goal of the 2007 book is to simplify the discussion of mechanisms.  The authors highlight three mechanisms as being particularly central to episodes of contention:
  • Brokerage: production of a new connection between previously unconnected sites
  • Diffusion: spread of a form of contention, an issue, or a way of framing it from one site to another
  • Coordinated action: two or more actors' engagement in mutual signaling and parallel making of claims on the same object (31)
Other mechanisms that are discussed include social appropriation, boundary activation, certification, and identity shift (34).  And their key examples of processes are mobilization and de-mobilization -- each of which consists of a series of component mechanisms.

One difference between the two versions of the theory is more substantive.  In 2007 Tarrow and Tilly give greater priority to the performative nature of contentious politics: contentious performances and repertoires have greater prominence in the story offered in 2007 than in the analysis of episodes provided in 2001.  This is not a new element, since Tilly himself made extensive use of the ideas of performance and repertoire in his earlier analyses of French contentious politics; but the theme is given more prominence in 2007 than it was in 2001.

Overall, it seems reasonable to say that Contentious Politics expresses the same conceptual framework for researching and understanding contention as that found in Dynamics of Contention.  There is no fundamental break between the two works.  What has changed is more a matter of pedagogy and presentation.  The authors have sought to provide a more coherent and orderly presentation of the conceptual framework that they are presenting; and they have sought to provide an orderly and systematic analysis of the cases, in order to identify the mechanisms that recur across episodes.

Where additional work is still needed is at the level of conceptualization of causal mechanisms.  There is now a large body of discussion and debate about how to think about social causal mechanisms, and many observers are persuaded that the move to mechanisms is a very good way of getting a better grip on social explanation and analysis.  But how to define a social mechanism is still obscure.  The definition that MTT offer does not really seem satisfactory -- "a delimited class of events that alter relations among specified sets of elements in identical or closely similar ways over a variety of situations."  A mechanism is not an event (or a class of events); rather, it is a nexus between a cause and an effect; it is the pathway through which the cause brings about the effect.  It is a materially embodied set of causal powers and their effects.  But the specific formulation provided by MTT doesn't succeed in capturing any of these root ideas.

Various philosophers have attempted to specify more clearly the notion of a causal mechanism (Jon Elster, Explaining Social Behavior: More Nuts and Bolts for the Social Sciences; Hedstrom and Swedberg, Social Mechanisms: An Analytical Approach to Social Theory, my own Varieties Of Social Explanation: An Introduction To The Philosophy Of Social Science). We can give good examples of what we mean by a causal mechanism.  But to date, it seems that we have not yet been able to come up with a fully satisfactory definition of a causal mechanism.  (Here is a short conference paper by Tilly in 2007 that takes a different approach by linking the concept to Robert Merton's work; link.)

So the disaggregative approach that MTT advocate is a crucially important breakthrough in the study of complex social phenomena, and it seems convincing that it is "mechanisms" that disaggregation should lay bare.  Moreover, the idea of mechanisms aggregating to processes and constituting episodes is an intuitively compelling notion of how complex social phenomena are constituted.  These are genuinely important new ways of conceptualizing the complex social reality of contention and the task of providing descriptions and explanations of complex social episodes.  Contentious Politics is a very good presentation of these fundamental ideas.  What we don't yet have, however, is a fully convincing and fertile conception of the root idea, the notion of a causal mechanism.

(See other postings under the thread of causal mechanism for other discussions of the topic.)

Mechanisms of contention reconsidered

Social contention theorists Doug McAdam, Sidney Tarrow, and Charles Tilly created a great deal of interest in the "mechanisms" approach to social explanation with the publication of their Dynamics of Contention in 2001.  The book advocated for several important new angles of approach to the problem of analyzing and explaining social contention: to disaggregate the object of analysis from macro-events like "civil war," "revolution," "rebellion," or "ethnic violence" into the component social processes that recur in various instances of social contention; and to analyze these components as "causal mechanisms."  Here is how they define contentious politics:
By contentious politics we mean: episodic, public, collective interaction among makers of claims and their objects when (a) at least one government is a claimant, an object of claims, or a party to the claims and (b) the claims would, if realized, affect the interests of at least one of the claimants.  Roughly translated, the definition refers to collective political struggle. (5)
Here is the way they characterize the distinctive nature of the analysis offered in their new work:
This book identifies similarities and differences, pathways and trajectories across a wide range of contentious politics -- not only revolutions, but also strike waves, wars, social movements, ethnic mobilizations, democratization, and nationalism. (9)
And here is how they want to make systematic, explanatory sense of the heterogeneous examples of social contention that the world presents: to identify and investigate some common social mechanisms that work in roughly similar ways across numerous different instances of social contention.
Social processes, in our view, consist of sequences and combinations of causal mechanisms.  To explain contentious politics is to identify its recurrent causal mechanisms, the ways they combine, in what sequences they recur, and why different combinations and sequences, starting from different initial conditions, produce varying effects on the large scale....  Instead of seeking to identify necessary and sufficient conditions for mobilization, action, or certain trajectories, we search out recurrent causal mechanisms and regularities in their concatenation. (13)
They offer these definitions of the key analytical terms:
Mechanisms are a delimited class of events that alter relations among specified sets of elements in identical or closely similar ways over a variety of situations.
Processes are regular sequences of such mechanisms that produce similar (generally more complex and contingent) transformations of those elements.
Episodes are continuous streams of contention including collective claims making that bears on other parties' interests. (24)
They distinguish among environmental mechanisms ("externally generated influences on conditions affecting social life"), cognitive mechanisms ("operate through alterations individual and collective perception"), and relational mechanisms ("alter connections among people, groups, and interpersonal networks") (25-26).  And they offer a few examples of mechanisms: mobilization mechanisms, political identity formation mechanisms, and aggregation mechanisms.

The approach can be summarized in these terms:
Seen as wholes, the French Revolution, the American civil rights movement, and Italian contention look quite different from each other. ... Yet when we take apart the three histories, we find a number of common mechanisms that moved the conflicts along and transformed them: creation of new actors and identities through the very process of contention; brokerage by activists who connected previously insulated local clumps of aggrieved people; competition among contenders that led to factional divisions and re-alignments, and much more.  These mechanisms concatenated into more complex processes such as radicalization and polarization of conflict; formation of new balances of power; and re-alignments of the polity along new lines. (32-33)
This is roughly the conception of social ontology and explanation that was put forward in 2001, and it was a powerful challenge to a more positivistic methodology that insisted on looking for general laws of contention and uniform regularities governing things like revolutions and civil wars.

By 2007, however, Tarrow and Tilly found it necessary to reformulate their views to some degree; and this re-thinking resulted in Contentious Politics.  So what changed between the theory offered in 2001 and that restated in 2007?  The answer is, surprisingly little at the level of concept and method.

Tilly and Tarrow refer to three main lines of criticism of Dynamics of Contention to which they felt a need to respond:
Although that book stirred up a lively scholarly discussion, even specialists who were sympathetic to our approach made three justified complaints about it.  First, it pointed to mechanisms and processes by the dozen without defining and documenting them carefully, much less showing exactly how they worked.  Second, it remained unclear about the methods and evidence students and scholars could use to check out its explanations.  Third, instead of making a straightforward presentation of its teachings, it reveled in complications, asides, and illustrations. (xi)
What did not change between the two formulations was the conceptual foundation.  The key concepts of contentious politics, mechanisms, processes, and episodes are essentially the same in the 2007 book as in 2001.
Contentious politics involves interactions in which actors make claims bearing on someone else's interests, leading to coordinated efforts on behalf of shared interests or programs, in which governments are involved as targets, initiators of claims, or third parties.  Contentious politics thus brings together three familiar features of social life: contention, collective action, and politics. (4)
Further, they analyze contention in the same basic terms in 2007 as in 2001:
For explanation, we need additional concepts.  This chapter supplies four of them: the events and episodes of streams of contention and the mechanisms and processes that constitute them.
And their definitions of mechanisms and processes are unchanged:
By mechanisms, we mean a delimited class of events that alter relations among specified sets of elements in identical or closely similar ways over a variety of situations.  Mechanisms compound into processes.  By processes, we mean regular combinations and sequences of mechanisms that produce similar (generally more complex and contingent) transformations of those elements. (29)
One goal of the 2007 book is to simplify the discussion of mechanisms.  The authors highlight three mechanisms as being particularly central to episodes of contention:
  • Brokerage: production of a new connection between previously unconnected sites
  • Diffusion: spread of a form of contention, an issue, or a way of framing it from one site to another
  • Coordinated action: two or more actors' engagement in mutual signaling and parallel making of claims on the same object (31)
Other mechanisms that are discussed include social appropriation, boundary activation, certification, and identity shift (34).  And their key examples of processes are mobilization and de-mobilization -- each of which consists of a series of component mechanisms.

One difference between the two versions of the theory is more substantive.  In 2007 Tarrow and Tilly give greater priority to the performative nature of contentious politics: contentious performances and repertoires have greater prominence in the story offered in 2007 than in the analysis of episodes provided in 2001.  This is not a new element, since Tilly himself made extensive use of the ideas of performance and repertoire in his earlier analyses of French contentious politics; but the theme is given more prominence in 2007 than it was in 2001.

Overall, it seems reasonable to say that Contentious Politics expresses the same conceptual framework for researching and understanding contention as that found in Dynamics of Contention.  There is no fundamental break between the two works.  What has changed is more a matter of pedagogy and presentation.  The authors have sought to provide a more coherent and orderly presentation of the conceptual framework that they are presenting; and they have sought to provide an orderly and systematic analysis of the cases, in order to identify the mechanisms that recur across episodes.

Where additional work is still needed is at the level of conceptualization of causal mechanisms.  There is now a large body of discussion and debate about how to think about social causal mechanisms, and many observers are persuaded that the move to mechanisms is a very good way of getting a better grip on social explanation and analysis.  But how to define a social mechanism is still obscure.  The definition that MTT offer does not really seem satisfactory -- "a delimited class of events that alter relations among specified sets of elements in identical or closely similar ways over a variety of situations."  A mechanism is not an event (or a class of events); rather, it is a nexus between a cause and an effect; it is the pathway through which the cause brings about the effect.  It is a materially embodied set of causal powers and their effects.  But the specific formulation provided by MTT doesn't succeed in capturing any of these root ideas.

Various philosophers have attempted to specify more clearly the notion of a causal mechanism (Jon Elster, Explaining Social Behavior: More Nuts and Bolts for the Social Sciences; Hedstrom and Swedberg, Social Mechanisms: An Analytical Approach to Social Theory, my own Varieties Of Social Explanation: An Introduction To The Philosophy Of Social Science). We can give good examples of what we mean by a causal mechanism.  But to date, it seems that we have not yet been able to come up with a fully satisfactory definition of a causal mechanism.  (Here is a short conference paper by Tilly in 2007 that takes a different approach by linking the concept to Robert Merton's work; link.)

So the disaggregative approach that MTT advocate is a crucially important breakthrough in the study of complex social phenomena, and it seems convincing that it is "mechanisms" that disaggregation should lay bare.  Moreover, the idea of mechanisms aggregating to processes and constituting episodes is an intuitively compelling notion of how complex social phenomena are constituted.  These are genuinely important new ways of conceptualizing the complex social reality of contention and the task of providing descriptions and explanations of complex social episodes.  Contentious Politics is a very good presentation of these fundamental ideas.  What we don't yet have, however, is a fully convincing and fertile conception of the root idea, the notion of a causal mechanism.

(See other postings under the thread of causal mechanism for other discussions of the topic.)

Tuesday, August 24, 2010

Village life in India


People sometimes describe India as undergoing an economic miracle in the past twenty years.  After decades of indolent economic growth following independence, a number of sectors of the economy have taken off with high rates of growth and increasing income.  Deepak Lal addresses this assumption in "An Indian Economic Miracle?" (link).  Here is the crucial graph from Lal's paper:


As the graph indicates, starting in roughly 1980, both GDP and GDP per capita increased at a rising rate, greatly exceeding the disparaging "Hindu rate of growth" of the 1950s and 1960s.  Lal's paper is worth reading.  But the overall impression is that India is finally moving forward -- an impression reinforced by some of Tom Friedman's comments in The World Is Flat: A Brief History of the Twenty-first Century.

However, this impression is very misleading with respect to India's rural population; or so V. K. Ramachandran at the Indian Statistical Institute argues.  (Here is an interview I conducted with Ramachandran in 2008.)  Ramachandran and his collaborator, Madhura Swaminathan, have pursued an important program of research on village India under the rubric of the Foundation for Agrarian Studies (link).  They and their research teams have conducted a series of village studies over the past ten years that shed detailed light on the economic, social, and caste circumstances of rural India; and the picture they find does not conform to the idea of an "economic miracle."  Instead, they find patterns of social inequality and social domination that are continuing and increasing; patterns of landlessness that have worsened in the past decade or so; and levels of poverty that continue to challenge the idea of a fully developed human life for many hundreds of millions of Indian rural people.

A recent publication summarizes their studies of several villages in Andhra Pradesh (Socio-Economic Surveys of Three Villages in Andhra Pradesh: A Study of Agrarian Relations), and it is worth reading in detail.  This book synthesizes the detailed surveys conducted in three villages in 2005-06.  The authors describe the goals of the Project on Agrarian Relations in India in these terms: to study and analyse ...
  • village-level production, production systems and livelihoods, and the socio-economic characteristics of different strata of the rural population;
  • sectional deprivation in rural India, particularly with regard to the Dalit and Scheduled Tribe populations, women, specific minorities and the income-poor; and
  • the state of basic village amenities and the access of rural people to the facilities of modern life. (1)
Here are the three villages included in the survey (Bukkacherla, Ananthavaram, Kothapalle):


View Andhra Pradesh in a larger map

The villages are small, ranging from 292 households (Bukacherla) to 667 households (Ananthavaram).  Here is a zoom view of Kothapalle village (372 households):



And here is Ananthavaram:


The surveys attempt to capture the important social and economic characteristics of the villages, including population, agricultural practices, social class composition, and caste composition.  Class and caste are particularly important characteristics in the analysis.  The researchers classify households as "landlord -- big capitalist farmer -- manual worker -- peasant -- other" (chapter 2). Here is how this classification works out for Kothapalle village:
  • landlord / big capitalist farmer 1%
  • capitalist farmer / rich peasant 9%
  • peasant: middle 13%
  • peasant: poor 5%
  • hired manual worker  44%
  • artisan and work at traditional caste calling 1%                   
  • business activity 8%
  • rents / moneylending 1%
  • salaried person 11%           
  • remittance/pension 5%
In other words, about 50% of households are in socially disadvantaged positions (poor peasants, landless workers, and artisans).

Here is a snapshot of the three villages extracted from the study with respect to several important socioeconomic characteristics: percent scheduled classes and tribes, percent landlord and capitalist farmer, percent poor peasant and hired laborer, land ownership Gini coefficient, household income Gini coefficient, medial household income as percent of poverty budget, and percent female literacy for persons seven years or older.


Several things are apparent from this summary.  First, the distributions of land and household income are very unequal in all three villages, with a Gini coefficient of .86 for land distribution in Ananthavaram.  The Gini coefficients for the distribution of income hover around .60 for all three villages -- a very high degree of income inequality by international standards (link, link)).  And it is interesting to notice that Ananthavaram village enjoys the highest median household income and highest female literacy, but simultaneously the highest degree of inequality of property and income and the highest percentage of scheduled castes and tribes.

Second, all three villages represent a high degree of poverty among households.  The income bar represents median household income as a percentage of a household poverty budget of 21,304 Rs.  The median household in Bukkacheria falls short of this budget -- as do the 50% of households below the median, implying a poverty rate of more than 50%.  The median household in Kothapalle is slightly higher than the poverty budget, and only Ananthavaram has a median income significantly higher than the poverty budget (120%).  So the poverty rate ranges between 40% and 55% in all three villages -- very high.

Third, female literacy is often regarded as an important measure of overall human development in a poor region or country; and the rates observed by these surveys are quite low (42-47%), with a substantial gap to the rates for male literacy.  Likewise, there are substantial variations in literacy across castes.  Female literacy in Bukkacherla village is 43% for all households but is 28% for Dalit households; 37% for "backward class" households; and 53% for "other caste" households (160).  In other words, the literacy rate for Dalit women is about half that of "other caste" women.

Put the point another way: these village surveys do not support the idea that social progress is occurring rapidly and broadly in India.  Rather, these particular villages support the idea that inequalities in rural India are extensive and possibly increasing; that poverty is widespread; that class and caste continue to determine life prospects; and that human development is impeded by these conditions of inequality and poverty.

It is interesting to consider the question of representativeness that this volume raises.  The studies provide data for only three out of thousands of villages in one Indian state.  So it is productive to ask whether the findings provided here are "typical" of rural Andhra Pradesh -- let alone other parts of India.  Ramachandran and Swaminathan have surveyed villages in a number of states, and will continue the project into the future.  Plainly, it is important to bring these micro-studies into relation with other larger-scope studies in order to assess the degree to which these developments are typical of rural India.  The authors do a good job of trying to make these connections using national and state social data sources; plainly, both methods are needed in order to arrive at justified conclusions about the state of Indian agrarian society.

Second, it is interesting to read this report as an exercise in empirical Marxist economics.  The studies are highly empirical and data-rich.  At the same time, the categories of analysis are drawn from Marxist economics: exploitation, class analysis, productive relations, and social relations of domination, extraction, and control.  The report provides a powerful illustration of the analytical value of a Marxian sociology and political economy in this context; relations of power, privilege, and property plainly have a determining role in the processes of social change in rural India today.

(For the interested reader, Ramachandran's Wage Labour and Unfreedom in Agriculture: An Indian Case Study is an important contribution to the political economy of India.)

(Thanks to Vikas Rawal for corrections on the locations of the villages and images of Kothapalle and Ananthavaram.)

Village life in India


People sometimes describe India as undergoing an economic miracle in the past twenty years.  After decades of indolent economic growth following independence, a number of sectors of the economy have taken off with high rates of growth and increasing income.  Deepak Lal addresses this assumption in "An Indian Economic Miracle?" (link).  Here is the crucial graph from Lal's paper:


As the graph indicates, starting in roughly 1980, both GDP and GDP per capita increased at a rising rate, greatly exceeding the disparaging "Hindu rate of growth" of the 1950s and 1960s.  Lal's paper is worth reading.  But the overall impression is that India is finally moving forward -- an impression reinforced by some of Tom Friedman's comments in The World Is Flat: A Brief History of the Twenty-first Century.

However, this impression is very misleading with respect to India's rural population; or so V. K. Ramachandran at the Indian Statistical Institute argues.  (Here is an interview I conducted with Ramachandran in 2008.)  Ramachandran and his collaborator, Madhura Swaminathan, have pursued an important program of research on village India under the rubric of the Foundation for Agrarian Studies (link).  They and their research teams have conducted a series of village studies over the past ten years that shed detailed light on the economic, social, and caste circumstances of rural India; and the picture they find does not conform to the idea of an "economic miracle."  Instead, they find patterns of social inequality and social domination that are continuing and increasing; patterns of landlessness that have worsened in the past decade or so; and levels of poverty that continue to challenge the idea of a fully developed human life for many hundreds of millions of Indian rural people.

A recent publication summarizes their studies of several villages in Andhra Pradesh (Socio-Economic Surveys of Three Villages in Andhra Pradesh: A Study of Agrarian Relations), and it is worth reading in detail.  This book synthesizes the detailed surveys conducted in three villages in 2005-06.  The authors describe the goals of the Project on Agrarian Relations in India in these terms: to study and analyse ...
  • village-level production, production systems and livelihoods, and the socio-economic characteristics of different strata of the rural population;
  • sectional deprivation in rural India, particularly with regard to the Dalit and Scheduled Tribe populations, women, specific minorities and the income-poor; and
  • the state of basic village amenities and the access of rural people to the facilities of modern life. (1)
Here are the three villages included in the survey (Bukkacherla, Ananthavaram, Kothapalle):


View Andhra Pradesh in a larger map

The villages are small, ranging from 292 households (Bukacherla) to 667 households (Ananthavaram).  Here is a zoom view of Kothapalle village (372 households):



And here is Ananthavaram:


The surveys attempt to capture the important social and economic characteristics of the villages, including population, agricultural practices, social class composition, and caste composition.  Class and caste are particularly important characteristics in the analysis.  The researchers classify households as "landlord -- big capitalist farmer -- manual worker -- peasant -- other" (chapter 2). Here is how this classification works out for Kothapalle village:
  • landlord / big capitalist farmer 1%
  • capitalist farmer / rich peasant 9%
  • peasant: middle 13%
  • peasant: poor 5%
  • hired manual worker  44%
  • artisan and work at traditional caste calling 1%                   
  • business activity 8%
  • rents / moneylending 1%
  • salaried person 11%           
  • remittance/pension 5%
In other words, about 50% of households are in socially disadvantaged positions (poor peasants, landless workers, and artisans).

Here is a snapshot of the three villages extracted from the study with respect to several important socioeconomic characteristics: percent scheduled classes and tribes, percent landlord and capitalist farmer, percent poor peasant and hired laborer, land ownership Gini coefficient, household income Gini coefficient, medial household income as percent of poverty budget, and percent female literacy for persons seven years or older.


Several things are apparent from this summary.  First, the distributions of land and household income are very unequal in all three villages, with a Gini coefficient of .86 for land distribution in Ananthavaram.  The Gini coefficients for the distribution of income hover around .60 for all three villages -- a very high degree of income inequality by international standards (link, link)).  And it is interesting to notice that Ananthavaram village enjoys the highest median household income and highest female literacy, but simultaneously the highest degree of inequality of property and income and the highest percentage of scheduled castes and tribes.

Second, all three villages represent a high degree of poverty among households.  The income bar represents median household income as a percentage of a household poverty budget of 21,304 Rs.  The median household in Bukkacheria falls short of this budget -- as do the 50% of households below the median, implying a poverty rate of more than 50%.  The median household in Kothapalle is slightly higher than the poverty budget, and only Ananthavaram has a median income significantly higher than the poverty budget (120%).  So the poverty rate ranges between 40% and 55% in all three villages -- very high.

Third, female literacy is often regarded as an important measure of overall human development in a poor region or country; and the rates observed by these surveys are quite low (42-47%), with a substantial gap to the rates for male literacy.  Likewise, there are substantial variations in literacy across castes.  Female literacy in Bukkacherla village is 43% for all households but is 28% for Dalit households; 37% for "backward class" households; and 53% for "other caste" households (160).  In other words, the literacy rate for Dalit women is about half that of "other caste" women.

Put the point another way: these village surveys do not support the idea that social progress is occurring rapidly and broadly in India.  Rather, these particular villages support the idea that inequalities in rural India are extensive and possibly increasing; that poverty is widespread; that class and caste continue to determine life prospects; and that human development is impeded by these conditions of inequality and poverty.

It is interesting to consider the question of representativeness that this volume raises.  The studies provide data for only three out of thousands of villages in one Indian state.  So it is productive to ask whether the findings provided here are "typical" of rural Andhra Pradesh -- let alone other parts of India.  Ramachandran and Swaminathan have surveyed villages in a number of states, and will continue the project into the future.  Plainly, it is important to bring these micro-studies into relation with other larger-scope studies in order to assess the degree to which these developments are typical of rural India.  The authors do a good job of trying to make these connections using national and state social data sources; plainly, both methods are needed in order to arrive at justified conclusions about the state of Indian agrarian society.

Second, it is interesting to read this report as an exercise in empirical Marxist economics.  The studies are highly empirical and data-rich.  At the same time, the categories of analysis are drawn from Marxist economics: exploitation, class analysis, productive relations, and social relations of domination, extraction, and control.  The report provides a powerful illustration of the analytical value of a Marxian sociology and political economy in this context; relations of power, privilege, and property plainly have a determining role in the processes of social change in rural India today.

(For the interested reader, Ramachandran's Wage Labour and Unfreedom in Agriculture: An Indian Case Study is an important contribution to the political economy of India.)

(Thanks to Vikas Rawal for corrections on the locations of the villages and images of Kothapalle and Ananthavaram.)