The Language of Thought Hypothesis is often taken to have the fatal flaw that it generates an explanatory regress. The language of thought is invoked to explain certain features of natural language (e.g., that it is learned, understood, and is meaningful), but, according to the regress argument, the language of thought itself has these same features and hence no explanatory progress has been made. We argue that such arguments rely on the tacit assumption that the entire (...) motivation for the language of thought consists in explaining the explanandum that allegedly generates the regress. But this tacit assumption is simply false. The Language of Thought Hypothesis is a cogent view and one with considerable explanatory advantages. (shrink)

Infinite regress arguments are used by philosophers as methods of refutation. A hypothesis is defective if it generates an infinite series when either such a series does not exist or its supposed existence would not serve the explanatory purpose for which it was postulated.

Many philosophers reject the Language of Thought Hypothesis (LOT) on the grounds that is leads to an explanatory regress problem. According to this line of argument, LOT is invoked to explain certain features of natural language, but the language of thought has the very same features and consequently no explanatory progress has been made. In an earlier paper (“Regress Arguments against the Language of Thought”, Analysis 57.1), we argued that this regress argument doesn’t work and (...) that even proponents of LOT have given the regress argument too much credit. In this paper, we extend our critique of the regress argument against LOT by responding to J. Knowles’s commentary of our earlier paper (in “The Language of Thought and Natural Language Understanding”, Analysis 58.4). (shrink)

On Malcolm Schofield’s highly influential reading of the Similarity Regress in Part I of the Parmenides, the problem that the Regress poses is explanatory. Socrates posited the Similarity Form in order to explain why similar things are similar: similar things are similar because they participate in the Form Similarity as copies of the same original. Yet, the Similarity Regress generates an infinite series of Similarity Forms such that explanation is deferred ad infinitum. Schofield provides a philosophical (...) incentive for adopting his reading. He argues that the treatment of similarity in Part II of the dialogue yields a complete explanation of similarity. If we adopt this account, we can avoid the Similarity Regress altogether since a Form of Similarity is not needed in order to explain why similar things are similar. Thus, his interpretation has a hugely important philosophical pay-off. However, there is a different way to read the argument. Socrates claims that each Form is only one. Yet, the Similarity Regress is an argument that generates an infinite series of Similarity Forms. This results in a violation of the principle of non-contradiction: there is both only one Similarity Form and infinitely many Similarity Forms. Yet, anything that is incompatible with the principle of non-contradiction is surely absurd. Nobody, as far as I am aware, has explored whether this reading also has philosophical pay-off if we look at it together with similarity in Part II. However, should this interpretation pay off, it would be a viable alternative to Schofield’s. In this paper, I explore both views in the context of the treatment of similarity in Part II of the Parmenides. I argue for an account of similarity that differs from Schofield’s. Although my account is not wholly dismissive of Schofield’s, it renders the pay-off of Schofield’s account less appealing than he suggests. Furthermore, I show that the account of similarity in Part II also yields important lessons for the proponent of the alternative reading of the Similarity Regress: similarity as treated in Part II simply leads to further infinite regresses, thereby pushing us to consider rejecting the account of similarity in Part II too and to look for some other account intead. (shrink)

It is often claimed that Realism about universals is problematic because it cannot account for the relation between particulars and universals without falling prey to ,,Bradley's regress". In this article, I consider four different versions of this regress argument (the semantic regress, the explanatory regress, the ,One over Many' regress, and the truthmaker regress), each based on a different ,regress-generating' assumption. I argue that none of these arguments succeeds in refuting Realism. Still, (...) I contend that two interesting conclusions can be drawn from the discussion. First, ,Bradleyan' regress problems show that some arguments for Realism have to be abolished because they involve ,regress-generating' assumptions. Second, these problems suggest that Realists about universals should opt for a nominalistic treatment of the ,exempflification relation'. As it turns out, this account of exemplification has the further advantage of being more in line with a science-oriented metaphysics than all the traditional alternatives. German Es wird oft behauptet, dass der Universalienrealismus problematisch ist, weil er die Beziehung zwischen Partikularen (Einzeldingen) und Universalien nicht erklären kann, ohne ,,Bradleys Regress zum Opfer zu fallen. In diesem Artikel betrachte ich vier verschiedene Versionen des Regresses (den semantischen Regress, den explanatorischen Regress, den ,,One over Many-Regress und den Wahrmacher-Regress), die alle von unterschiedlichen ,,regress-generie-renden Voraussetzungen ausgehen. Ich argumentiere dafür, dass keines dieser Regressargumente den Universalienrealismus widerlegt. Dennoch, so behaupte ich, können aus der Diskussion zwei interessante Schlussfolgerungen gezogen werden: Erstens zeigen ,Bradleysche' Regressproblem, dass einige Argumente für den Universalienrealismus aufgegeben werden müssen, weil sie sich auf ,,regress-generierende Voraussetzungen stützen; zweitens legen diese Probleme nahe, dass sich der Universalienrealist bei der Behandlung der ,,Exemplifikationsrelation für eine nominalistische Strategie entscheiden sollte. Wie sich herausstellt, hat diese Analyse von Exemplifikation zudem den Vorteil, besser zu einer wissenschaftsorientierten Metaphysik zu passen als die traditionellen Alternativen. (shrink)

Rondo Keele makes a foray into what he calls 'applied logic', investigating a complex argument strategy employed against Ockham by his greatest contemporary opponent, Walter Chatton. Chatton conceives a two-part strategy which attempts to force a kind of iteration of conceptual analysis, together with an infinite explanatory regress, in order to establish that one particular philosophical analysis is ultimately dependent on another. Chatton uses this strategy against Ockham in order to show that the latter's reductionist metaphysics depends ultimately (...) upon a deeper level of realist assumptions that he can neither evade nor explain away. Keele then shows how, earlier in his career, Chatton found himself on the receiving end of this same strategy, defending his own highly original solution to the problem of future contingents from the very iteration-regress attack he would subsequently use on Ockham. Keele concludes with an examination of Chatton's attempts to avoid the consequences of his own strategy, and draws some connections between this argument strategy and modal collapse in modern logics. (shrink)

This article illustrates instrumental variable (IV) estimation by examining an unexpected finding of the research on career adaptability and job satisfaction. Theoretical and empirical arguments suggest that in the general population, people’s abilities to adapt their careers are beneficial to their job satisfaction. However, a recent meta-analysis unexpectedly found no effect when personality traits are controlled for. We argue that a reverse effect of job satisfaction on career adaptability, originating from affective tendencies tied to personality, might explain this null effect. (...) Our argument implies that the estimates obtained with traditional ordinary least squares (OLS) regressions are biased by endogeneity, a correlation between an explanatory variable and the error term in a regression model. When experimental manipulations are impossible, IV estimations, such as two-stage least squares (2SLS) regressions, are one possible solution to the endogeneity problem. Analyzing three waves of data from a sample of 836 adults, the concurrent and time-lagged effect of job satisfaction on career adaptability was revealed to be more consistent than the reverse. Our results provide an explanation, rooted in affective dispositions, as to why recent meta-analytical estimates unexpectedly found that career adaptability does not predict job satisfaction at the interindividual level. We also discuss IV estimation in terms of its limits, weight the interpretation of its estimates against the temporality criterion for causal inference, and consider its possible extension to analyses of change. (shrink)

I show that in our theoretical representations of argument, vicious infinite regresses of self-reference may arise with respect to each of the three usual, informal criteria of argument cogency: the premises are to be relevant, sufficient, and acceptable. They arise needlessly, by confusing a cogency criterion with argument content. The three types of regress all are structurally similar to Lewis Carroll’s famous regress, which involves quantitative extravagance with no explanatory power. Most attention is devoted to the sufficiency (...) criterion, including its relation to the view au courant that inferring necessarily involves the thinker taking her premises to support her conclusion. I contend that this view is mistaken and likewise that arguments make no such assumption or inference claim as that the premises support the conclusion. The core of the positive alternative model I propose is that there is commitment to, but not claiming, the proposition that the premises support the conclusion. (shrink)

This compact booklet addresses informal logical aspects of infinite regress arguments. We know what infinite regress arguments are from such examples as Plato’s Third Man problem. It is presented here for tradition sake in its original formulation, where for convenience ‘man’ does duty for ‘human being’. Plato’s theory of abstract Ideas or Forms, in order to explain how it is that Phaedo and Meno are both men, posits their belonging to, participating in or falling under a higher ideal (...) abstract universal Man. The theory thereby takes the first irreversible step toward an infinite regress of ideal abstract universal men of increasingly higher order, beginning with the third MAN, for which there seems to be no legitimating explanatory rationale. A further example, to have several on hand, is the infinite regress that occurs on the assumption that every occurrent event has a temporally prior cause, or, simply, that every event has a cause that is also an event. The logical structure, class .. (shrink)

Phenomenal knowledge is knowledge of what it is like to be in conscious states, such as seeing red or being in pain. According to the knowledge argument (Jackson 1982, 1986), phenomenal knowledge is knowledge that, i.e., knowledge of phenomenal facts. According to the ability hypothesis (Nemirow 1979; Lewis 1983), phenomenal knowledge is mere practical knowledge how, i.e., the mere possession of abilities. However, some phenomenal knowledge also seems to be knowledge why, i.e., knowledge of explanatory facts. For example, someone (...) who has just experienced pain for the first time learns not only that this is what pain is like, but also why people tend to avoid it. Some philosophers have claimed that experiencing pain gives knowledge why in a normative sense: it tells us why pain is bad and why inflicting it is wrong (Kahane 2010). But phenomenal knowledge seems to explain not (only) why people should avoid pain, but why they in fact tend to do so. In this paper, I will explicate and defend a precise version of this claim and use it as a basis for a new version of the knowledge argument, which I call the explanatory knowledge argument. According to the argument, some phenomenal knowledge (1) explains regularities in a distinctive, ultimate or regress-ending way, and (2) predict them without induction. No physical knowledge explains and predicts regularities in the same way. This implies the existence of distinctive, phenomenal explanatory facts, which cannot be identified with physical facts. I will show that this argument can be defended against the main objections to the original knowledge argument, the ability hypothesis and the phenomenal concept strategy, even if it turns out that the original cannot. In this way, the explanatory knowledge argument further strengthens the case against physicalism. (shrink)

In his “Space, supervenience and substantivalism”, Le Poidevin proposes a substantivalism in which space is discrete, implying that there are unmediated spatial relations between neighboring primitive points. This proposition is motivated by his concern that relationism suffers from an explanatory lacuna and that substantivalism gives rise to a vicious regress. Le Poidevin implicitly requires that the relationist be committed to the “only x and y ” principle regarding spatial relations. It is not obvious that the relationist is committed (...) to this principle in such a context. An additional motivation for Le Poidevin's argument, that space should be considered to be discrete, is that he believes that substantivalists are committed to a vicious regress. I show that the regress is in fact not of the vicious variety. These two main arguments show that Le Poidevin's suggestion that we drop the density postulate for space is unnecessary. (shrink)

BackgroundA physician's duty to provide an adequate explanation to the patient is derived from the doctrine of informed consent and the physician's duty of disclosure. However, findings are extremely limited with respect to physicians' specific explanatory behaviours and what might be regarded as a breach of the physicians' duty to explain in an actual medical setting. This study sought to identify physicians' explanatory behaviours that may be related to the physicians' legal liability.MethodsWe analysed legal decisions of medical malpractice (...) cases between 1990 and 2009 in which the pivotal issue was the physician's duty to explain (366 cases). To identify factors related to the breach of the physician's duty to explain, an analysis was undertaken based on acknowledged breaches with regard to the physician's duty to explain to the patient according to court decisions. Additionally, to identify predictors of physicians' behaviours in breach of the duty to explain, logistic regression analysis was performed.ResultsWhen the physician's explanation was given before treatment or surgery (p = 0.006), when it was relevant or specific (p = 0.000), and when the patient's consent was obtained (p = 0.002), the explanation was less likely to be deemed inadequate or a breach of the physician's duty to explain. Patient factors related to physicians' legally problematic explanations were patient age and gender. One physician factor was related to legally problematic physician explanations, namely the number of physicians involved in the patient's treatment.ConclusionThese findings may be useful in improving physician-patient communication in the medical setting. (shrink)

According to Bird’s Naïve Dispositional Monism, all properties are powers, and are individuated by their manifestations. Lowe has famously challenged the position with an individuation regress or circularity argument. Bird has then offered a structuralist side-step in the form of Structuralist Dispositional Monism, according to which powers are individuated through the unique position they occupy in an asymmetric power-structure. However, Structuralist Dispositional Monism has been argued to be just as problematic as Naïve Dispositional Monism, if not more so.I argue (...) that the debate is severely flawed to the extent that it relies on Lowe’s standard characterization of metaphysical individuation as a binary relation between objects. I will argue against this characterization in favor of a different one, either as a standard or sui generis explanatory relation of individuality facts. In the former case, Naïve Dispositional Monism is clear of all charges previously raised against it; whereas in the latter case, Structuralist Dispositional Monism works just fine; Structuralist Dispositional Monism may ultimately be argued to the be the superior option. Either way, the status of Dispositional Monism, vis à vis individuation circularities, is not as compromised as some have claimed—and Lowe’s intended way out (viz., allow for some non-power to eventually break the circularity) loses much of its appeal. (shrink)

Consider an infinite series whose items are each explained by their immediate successor. Does such an infinite explanation explain the whole series or does it leave something to be explained? Hume arguably claimed that it does fully explain the whole series. Leibniz, however, designed a very telling objection against this claim, an objection involving an infinite series of book copies. In this paper, I argue that the Humean claim can, in certain cases, be saved from the Leibnizian “infinite book copies” (...) objection, and that this provides an interesting way to defuse some cosmological arguments for the existence of God and to give a non-theistic but complete explanation of the Universe. In the course of my argumentation, I also show that circular explanations can be “self-explanatory” as well: explaining two items by each other can explain the couple of items tout court. (shrink)

Although stakeholder theory is widely accepted in environmental disclosure research, empirical evidence about the role of stakeholders in firms’ disclosure is still scarce. The authors address this issue for a setting of carbon disclosure. Our international sample comprises the Carbon Disclosure Project Global 500, S&P 500, and FTSE 350 reports from 2008 to 2011, resulting in a total of 1,120 firms with 3,631 firm-year observations. The authors apply Tobit regressions to analyze the relationship between carbon disclosure and the relevance of (...) the following stakeholder groups: government, general public, media, employees, and customers. Our results confirm that in addition to carbon performance, all stakeholders are associated with carbon disclosure. Only one stakeholder group acts as a moderator for the relationship between carbon performance and carbon disclosure. Furthermore, the authors find that carbon performance but not the affiliation to a carbon-intensive industry acts as a moderator between stakeholder relevance and carbon disclosure. (shrink)

Does the export orientation of a firm affect the likelihood that it adopts an environmental management certification? We use meta-regression methods to analyze systematically the corpus of published research on export-led adoption of the largest and most prominent certification, ISO 14001. We show that the explanatory variables authors choose to include in their models reflect the tenets of stakeholder and institutional theories. We also find that the literature suffers from substantial publication bias but that, once this is accounted for (...) appropriately, a genuine effect remains. The evidence from 20 years of published studies taken as a whole is that export does incentivize the adoption of the standard as often hypothesized by proponents of voluntary approaches and self-regulation. (shrink)

What is the role of explanation in shaping and sustaining religious beliefs, if any? This chapter tackles this question from the perspective of the framework known as the Cognitive Science of Religion. CSR has been generally dismissive of ‘intellectualist’ approaches to religion emphasizing the explanatory role of religious beliefs. Here, I argue, first, that some of the arguments against intellectualism found in the CSR literature are overstated and that some ‘minimally intellectualist’ propositions concerning religion are not only compatible with (...) CSR but are indeed implicit in some of its core, ‘foundational’ theories. Secondly, I look at ultimate explanations of origins, arguing that, with respect to the latter, explanations appealing to the will and actions of minded agents have an intuitive advantage vs. other kinds of explanations, and that, again, this follows from core CSR theories. Gods, I argue, are better regress-blockers than, say, inanimate causes, and this follows from the deeply rooted intuitions about basic ontological kinds which CSR theorizes about. (shrink)

The authenticity of the company’s accounting information is an important guarantee for the effective operation of the capital market. Accounting fraud is the tampering and distortion of the company’s public disclosure information. The continuous outbreak of fraud cases has dealt a heavy blow to the confidence of investors, shaken the credit foundation of the capital market, and hindered the healthy and stable development of the capital market. Therefore, it is of great theoretical and practical significance to carry out the research (...) on the identification and governance of accounting fraud. Traditionally, accounting fraud identification is mostly based on linear thinking to build the fraud identification model. However, more and more studies show that fraud has typical nonlinear characteristics, and the multiobjective of fraud means also determines the limitations of using the linear model for identification. Considering that the traditional identification methods may have the defects of model setting error and insufficient information extraction, this paper constructs the support vector machine and logistic regression model to identify accounting fraud. The support vector machine is used to improve the learning ability and generalization ability of unknown phenomena, and the explanatory power of each variable to the whole model is identified by the logistic regression model. This paper breaks through the linear constraint hypothesis and explores the model setting form which is more suitable for the law of corporate fraud behaviour to extract the fraud identification information more fully and provide more powerful support for investors to effectively identify fraud. (shrink)

SummaryThe traditional account of micro‐reductive explanations, in terms of bridge‐law derivations and attribute‐identities, is subjected to critical analysis. Formal expositions of this approach especially those of R. L. Causey, are shown to have oversimplified certain relations between micro‐parts and wholes, and between identities and explanations, and to have neglected a key difference between homogeneous and heterogeneous micro‐explanatory contexts. An alternative treatment of part‐explanation adequacy is outlined and illustrated.

Based on a recently published essay by Jeremy Gwiazda, I argue that the possibility that the present state of the universe is the product of an actually infinite series of causally-ordered prior events is impossible in principle, and thus that a major criticism of the Secunda Via of St. Thomas is baseless after all.

This introduction presents selected proceedings of a two-day meeting on the regress problem, sponsored by the Netherlands Organization for Scientific Research (NWO) and hosted by Vanderbilt University in October 2013, along with other submitted essays. Three forms of research on the regress problem are distinguished: metatheoretical, developmental, and critical work.

This paper argues that there is something deeply wrong with the attempt to give rule-following explanations of broadly rational activities. It thus supports the view that rational norms are part of the ”bedrock’ and it challenges the widespread strategy of attempting to explain an individual’s rational or linguistic abilities by attributing to her knowledge of a theory of some kind. The theorist who would attempt to attribute knowledge of norms to an individual in order to explain her ability to act (...) rationally is presented with a dilemma: either she is committed to a explanatory regress or she destroys the normative nature of these rational practices or activities, thus making it pointless to attribute knowledge of the norms to an individual who participates in these practices. The appeal to tacit or implicit knowledge does not help in avoiding the basic dilemma. (shrink)

Glennan appeals to interventions to solve the ontological and explanatory regresses that threaten his mechanistic account of causality . I argue that Glennan’s manoeuvre fails. The appeal to interventions is not able to address the ontological regress, and it blocks the explanatory regress only at the cost of making the account inapplicable to non-modular mechanisms. I offer a solution to the explanatory regress that makes use of dynamic Bayesian networks. My argument is illustrated by (...) a case study from systems biology, namely, the mechanism for the irreversibility of apoptosis. I conclude by pointing out the implications of my argument for Glennan’s mechanistic account of causality and, more generally, for accounts of mechanistic explanation based on interventions. 1 Introduction2 Glennan’s Account of Causality3 Objections to Glennan’s Account4 Glennan’s Replies5 Ontological Symmetry?6 Explanatory Symmetry?7 A Solution to the Explanatory Regress8 The Prospects of Glennan’s Account. (shrink)

According to the growing block ontology of time, there (tenselessly and unrestrictedly) exist past and present objects and events, but no future objects or events. The growing block is made attractive not just because of the attractiveness of its ontological basis for past-tensed truths, the past’s fixity, and future’s openness, but by underlying principles about the right way to fill in this sort of ontology. I shall argue that given these underlying views about the connection between truth and ontology, growing (...) blockers incur an ontological commitment to an infinite number of temporal dimensions (“hypertime”). This commitment to hypertime generates a vicious explanatory regress. It also undermines the idea that the reality of the past is sufficient to explain why truths about the past are fixed. Both of these implications are highly unattractive; growing blockers would do well to clarify what other motivations they can offer for their view and how they can avoid these consequences. (shrink)

This article compares causal and constitutive explanation. While scientific inquiry usually addresses both causal and constitutive questions, making the distinction is crucial for a detailed understanding of scientific questions and their interrelations. These explanations have different kinds of explananda and they track different sorts of dependencies. Constitutive explanations do not address events or behaviors, but causal capacities. While there are some interesting relations between building and causal manipulation, causation and constitution are not to be confused. Constitution is a synchronous and (...) asymmetric relation between relata that cannot be conceived as independent existences. However, despite their metaphysical differences, the same key ideas about explanation largely apply to both. Causal and constitutive explanations face similar challenges (such as the problems of relevance and explanatory regress) and both are in the business of mapping networks of counterfactual dependence—i.e. mechanisms—although the relevant counterfactuals are of a different sort. In the final section the issue of developmental explanation is discussed. It is argued that developmental explanations deserve their own place in taxonomy of explanations, although ultimately developmental dependencies can be analyzed as combinations of causal and constitutive dependencies. Hence, causal and constitutive explanation are distinct, but not always completely separate forms of explanation. (shrink)

In this paper significant challenges are raised with respect to the view that explanation essentially involves unification. These objections are raised specifically with respect to the well-known versions of unificationism developed and defended by Michael Friedman and Philip Kitcher. The objections involve the explanatory regress argument and the concepts of reduction and scientific understanding. Essentially, the contention made here is that these versions of unificationism wrongly assume that reduction secures understanding.

Jacques Maritain asserted that Aquinas’s explanation of sin’s origin is “one of the most original of his philosophical discoveries.” In this explanation, Aquinas traces the origin of sin back to the will’s defect of failing to consider or use the rule of divine law. To succeed, Aquinas must show how this defect is both voluntarily caused by the agent and non-culpable despite its serving as the origin for sin. (If it were culpable, a non-explanatory regress would ensue.) Aquinas’s (...) “original” solution hinges on his claim that the will is not always morally obligated to consider or use the rule. When Aquinas’s texts are closely examined, it becomes apparent that his explanation admits of two different interpretations. In this paper, both interpretations are scrutinized and found to be problematic. Despite its originality and courage in addressing what many consider inexplicable (namely, sin), Aquinas’s attempt seems not to be a successful discovery. (shrink)

Some readers of Wittgenstein---I discuss Robert Brandom---think that his writings contain a regress argument showing that the notion of participating in a practice is more basic than the notion of following a rule, in explanations of linguistic correctness. But the regress argument bears equally on both these notions: if there is an explanatory regress of rules, then there is an explanatory regress of practices as well. Why then does Wittgenstein invoke the notion of a (...) practice, apparently by way of diagnosing the error on which the regress argument rests? I suggest that he invokes that notion to emphasize certain aspects of rule-following which we are apt to neglect, when we forget that rule-following is---not, rests upon---participating in a practice. When we appreciate those aspects of rule/practice-following we see the flaw in both regress arguments. (shrink)

In this paper I consider an understudied form of the design argument which focuses on the beauty of the natural world and which argues, on that basis, that the world requires a divine Artist in order to explain its beauty. Against this view, one might raise a question concerning the beauty of, and in, this divine Artist. What explains the divine beauty? This kind of explanatory regress objection is exactly like that used by Philo in Hume’s Dialogues to (...) undercut standard versions of the design argument focused on the orderliness of the world. Here I argue that Philo’s explanatory regress objection likewise significantly undercuts versions of the design argument focusing on the beauty of the world. (shrink)

Given the centrality of arguments from vicious infinite regress to our philosophical reasoning, it is little wonder that they should also appear on the catalogue of arguments offered in defense of theses that pertain to the fundamental structure of reality. In particular, the metaphysical foundationalist will argue that, on pain of vicious infinite regress, there must be something fundamental. But why think that infinite regresses of grounds are vicious? I explore existing proposed accounts of viciousness cast in terms (...) of contradictions, dependence, failed reductive theories and parsimony. I argue that no one of these accounts adequately captures the conditions under which an infinite regress—any infinite regress—is vicious as opposed to benign. In their place, I suggest an account of viciousness in terms of explanatory failure. If this account is correct, infinite grounding regresses are not necessarily vicious; and we must be much more careful employing such arguments to the conclusion that there has to be something fundamental. (shrink)

This paper investigates three morphosyntactic alternations in Estonian – those between the exterior locative cases allative, adessive and ablative and the corresponding postpositionspeale‘onto’,peal‘on’ andpealt‘off’. Based on the Complexity Principle (e.g., Rohdenburg, Günter. 2002. Processing complexity and the variable use of prepositions in English. In Hubert Cuyckens & Günter Radden (eds.),Perspectives on prepositions, 79–100. Tübingen: Niemeyer), we expect cognitively more complex constructions to use more explicit (i.e., morphologically more substantial) marking by means of a postposition. Further, we expect variation to be (...) conditioned similarly in all three semantic categories. For each of the three alternations, a random sample of the two outcomes (case vs. postposition) from the Estonian National Corpus is used, resulting in 3,000 data points. Using properties of the Landmark phrase as independent variables in Bayesian mixed-effects logistic regression models, we predict the choice of postpositions over case-marked realisations. Of the patterns found, only the frequency-related one supports our complexity-related hypothesis. We conclude that the Complexity Principle, in its general form, has little explanatory power for the Estonian constructions at hand and, in particular, that the derived principle of ‘analytic support’ is not generally applicable. We show, however, that the grammatical knowledge of Estonian exterior locative cases and the corresponding postpositions is regulated by our three factors in a relatively uniform way. (shrink)

Although research has demonstrated the benefit of psychological detachment for employee well-being, the explanatory mechanisms related to work behaviors underlying this effect remain underdeveloped. Addressing this research gap, we consider self-discrepant time allocation (preferred–actual allocation) as a mediating mechanism through which psychological detachment affects employee well-being. We hypothesize that psychological detachment is associated with self-discrepant time allocation at work. Specifically, we suggest that employees with low detachment tend to allocate more time than preferred to work activities that demand fewer (...) self-regulatory resources, and allocate less time than preferred to activities demanding greater self-regulatory resources. These self-discrepant time allocations at work are associated with employee well-being. Polynomial regression analysis and response surface methodology were used to test the hypotheses. The results, based on a sample of 390 faculty members from 19 universities, showed that, when psychological detachment during weekends is low and self-regulatory resources are insufficient, employees will allocate less time than preferred to work activities that require more self-regulatory resources (i.e., researching activities) during the subsequent work period. Instead, employees tend to allocate more time to activities that require less resources (i.e., teaching activities). These discrepancies between actual and preferred time allocation at work activities, in turn, negatively affect employee well-being and mediate the relationship between psychological detachment and employee well-being. (shrink)

Foundational theories of mental content seek to identify the conditions under which a mental representation expresses, in the mind of a particular thinker, a particular content. Normativists endorse the following general sort of foundational theory of mental content: A mental representation r expresses concept C for agent S just in case S ought to use r in conformity with some particular pattern of use associated with C. In response to Normativist theories of content, Kathrin Glüer-Pagin and Åsa Wikforss propose a (...) dilemma, alleging that Normativism either entails a vicious regress or falls prey to a charge of idleness. In this paper, I respond to this argument. I argue that Normativism can avoid the commitments that generate the regress and does not propose the sort of explanation required to charge that its explanation has been shown to be problematically idle. The regress-generating commitment to be avoided is, roughly, that tokened, contentful mental states are the product of rule-following. The explanatory task Normativists should disavow is that of explaining how it is that beliefs and other contentful mental states are produced. I argue that Normativism, properly understood as a theory of content, does not provide this kind of psychological explanation, and therefore does not entail that such explanations are to be given in terms of rule-following. If this is correct, Normativism is not the proper target of the dilemma offered by Glüer-Pagin and Wikforss. Understanding why one might construe Normativism in the way Glüer-Pagin and Wikforss must, and how, properly understood, it avoids their dilemma, can help us to appreciate the attractiveness of a genuinely normative theory of content and the importance of paying careful attention to the sort of normativity involved in norm-based theories of content. (shrink)

In their recent book Buchanan and Powell claim that there is moral progress. Their analysis focuses on increasing inclusiveness, yet they also suggest other dimensions as possible indicators-improvements in the concept of morality and refinements in moral motivation. In the following I present empirical data on changes in moral understanding that occurred during the second half of the 20th century in Germany. These changes concern an increasing delimitation of the moral realm, the rise of an ethics of responsibility, the displacement (...) of an orientation to super ego dictates by a more ego-syntonic type of moral motivation. This research largely follows the ‘cognitivist’ paradigm which I start off defending against Haidt’s counter proposal of moral intuitionism. Feasible explanatory factors for the changes documented are put forward-processes of secularization and changes in socialization styles-and their interpretation as indicators of moral progress is discussed. The paper ends with brief speculations concerning possible reasons for current moral regressions. (shrink)

The present PhD thesis is concerned with the question whether good reasoning requires that the subject has some cognitive grip on the relation between premises and conclusion. One consideration in favor of such a requirement goes as follows: In order for my belief-formation to be an instance of reasoning, and not merely a causally related sequence of beliefs, the process must be guided by my endorsement of a rule of reasoning. Therefore I must have justified beliefs about the relation between (...) my premises and my conclusion. -/- The rationality of a belief often depends on whether it is rightly connected to other beliefs, or more generally to other mental states —the states capable of providing a reason to holding the belief in question. For instance, some rational beliefs are connected to other beliefs by being inferred from them. It is often accepted that the connection implies that the subject in some sense ‘takes the mental states in question to be reason-providing’. But views on how exactly this is to be understood differ widely. They range from interpretations according to which ‘taking a mental state to be reason-providing’ imposes a mere causal sustaining relation between belief and reason-providing state to interpretations according to which one ‘takes a mental state to be reason-providing’ only if one believes that the state is reason-providing. The most common worry about the latter view is that it faces a vicious regress. In this thesis a different but in some respects similar interpretation of ‘taking something as reason-providing’ is given. It is argued to consist of a disposition to react in certain ways to information that challenges the reason-providing capacity of the allegedly reason-providing state. For instance, that one has inferred A from B partly consists in being disposed to suspend judgment about A if one obtains a reason to believe that B does not render A probable. The account is defended against regress-objections and the suspicion of explanatory circularity. (shrink)

Recent works in Explainable AI mostly address the transparency issue of black-box models or create explanations for any kind of models (i.e., they are model-agnostic), while leaving explanations of interpretable models largely underexplored. In this paper, we fill this gap by focusing on explanations for a specific interpretable model, namely pattern-based logistic regression (PLR) for binary text classification. We do so because, albeit interpretable, PLR is challenging when it comes to explanations. In particular, we found that a standard way to (...) extract explanations from this model does not consider relations among the features, making the explanations hardly plausible to humans. Hence, we propose AXPLR, a novel explanation method using (forms of) computational argumentation to generate explanations (for outputs computed by PLR) which unearth model agreements and disagreements among the features. Specifically, we use computational argumentation as follows: we see features (patterns) in PLR as arguments in a form of quantified bipolar argumentation frameworks (QBAFs) and extract attacks and supports between arguments based on specificity of the arguments; we understand logistic regression as a gradual semantics for these QBAFs, used to determine the arguments’ dialectic strength; and we study standard properties of gradual semantics for QBAFs in the context of our argumentative re-interpretation of PLR, sanctioning its suitability for explanatory purposes. We then show how to extract intuitive explanations (for outputs computed by PLR) from the constructed QBAFs. Finally, we conduct an empirical evaluation and two experiments in the context of human-AI collaboration to demonstrate the advantages of our resulting AXPLR method. (shrink)

In an incendiary 2010 Nature article, M. A. Nowak, C. E. Tarnita, and E. O. Wilson present a savage critique of the best-known and most widely used framework for the study of social evolution, W. D. Hamilton’s theory of kin selection. More than a hundred biologists have since rallied to the theory’s defence, but Nowak et al. maintain that their arguments ‘stand unrefuted’. Here I consider the most contentious claim Nowak et al. defend: that Hamilton’s rule, the core explanatory (...) principle of kin selection theory, ‘almost never holds’. I first distinguish two versions of Hamilton’s rule in contemporary theory: a special version (HRS) that requires restrictive assumptions, and a general version (HRG) that does not. I then show that Nowak et al. are most charitably construed as arguing that HRS almost never holds, while HRG buys its generality at the expense of explanatory power. While their arguments against HRS are fairly uncontroversial, their arguments against HRG are more contentious, yet these have been largely overlooked in the ensuing furore. I consider the arguments for and against the explanatory value of HRG, with a view to assessing what exactly is at stake in the debate. I suggest that the debate hinges on issues concerning the causal interpretability of regression coefficients, and concerning the explanatory function Hamilton’s rule is intended to serve. (shrink)

Robust technology infrastructure is needed to enable learning health care systems to improve quality, access, and cost. Such infrastructure relies on the trust and confidence of individuals to share their health data for healthcare and research. Few studies have addressed consumers’ views on electronic data sharing and fewer still have explored the dual purposes of healthcare and research together. The objective of the study is to explore factors that affect consumers’ willingness to share electronic health information for healthcare and research. (...) This study involved a random-digit dial telephone survey of 800 adult Californians conducted in English and Spanish. Logistic regression was performed using backward selection to test for significant associations of each explanatory variable with the outcome variable. The odds of consent for electronic data sharing for healthcare decreased as Likert scale ratings for EHR impact on privacy worsened, odds ratio = 0.74, 95% CI [0.60, 0.90]; security, OR = 0.80, 95% CI [0.66, 0.98]; and quality, OR = 0.59, 95% CI [0.46–0.75]. The odds of consent for sharing for research was greater for those who think EHR will improve research quality, OR = 11.26, 95% CI [4.13, 30.73]; those who value research benefit over privacy OR = 2.72, 95% CI [1.55, 4.78]; and those who value control over research benefit OR = 0.49, 95% CI [0.26, 0.94]. Consumers’ choices about electronically sharing health information are affected by their attitudes toward EHRs as well as beliefs about research benefit and individual control. Design of person-centered interventions utilizing electronically collected health information, and policies regarding data sharing should address these values of importance to people. Understanding of these perspectives is critical for leveraging health data to support learning health care systems. (shrink)

In absence of effective pharmaceutical treatments, the individual's compliance with a series of behavioral recommendations provided by the public health authorities play a critical role in the control and prevention of SARS-CoV2 infection. However, we still do not know much about the rate and determinants of adoption of the recommended health behaviors. This paper examines the compliance with the main behavioral recommendations, and compares sociocultural, psychosocial, and social cognitive explanations for its variation in the French population. Based on the current (...) literature, these 3 categories of factors were identified as potential determinants of individual differences in the health preventive behaviors. The data used for these analyses are drawn from 2 cross-sectional studies conducted after the lockdown and before the peak of the COVID-19 epidemic in France. The participants were drawn from a larger internet consumer panel where recruitment was stratified to generate a socio-demographically representative sample of the French adult population. Overall, the results show a very high rate of compliance with the behavioral recommendations among the participants. A hierarchical regression analysis was then performed to assess the potential explanatory power of these approaches in complying with these recommendations by successively entering sociocultural factors, psychosocial factors, social cognitive factors in the model. Only the inclusion of the cognitive variables substantially increased the explained variance of the self-reported adoption of preventive behaviors, providing better support for the social cognitive than the sociocultural and psychosocial explanations. (shrink)

Mathematical proofs aim to establish the truth of mathematical propositions by means of logical rules. Some recent literature in philosophy of mathematics alleges that some mathematical proofs also reveal why the proved mathematical propositions are true. These mathematical proofs are called explanatory mathematical proofs. In this paper, I present and discuss some salient problems around mathematical explanation: the existence problem, the normative problem, the explanandum problems of truth value and psychological value, the logical structure problem, the regress problem (...) and the modelling problem. At the end, I sum up two contemporary models for mathematical explanation – the deductive-nomological model and the model of Steiner. I analyse these models against the previous problems. (shrink)

Corruption Perceptions Index (CPI) scores for 47 countries reported by Transparency International were used to ascertain determinants of bribe taking in international business. Two sets of independent variables – economic and cultural – were used in a multiple regression analysis. Results indicate that bribe taking was more likely to be prevalent in countries with low per capita income and lower disparities in income distribution. Cultural factors such as high power distance and high masculinity in a country were also likely to (...) be associated with high level of bribe taking. Both economic and cultural factors were important explanatory factors of bribery. Implications of the findings for combating bribery are discussed. (shrink)

Purpose: The main aim of this study was to examine the influence of organizational culture on strategy implementation in Kenya Government Tourism Agencies. Materials and Methods: The study used a positivist approach research philosophy. The research designs employed in this study were explanatory and descriptive research designs. The study population comprised of the tourism industry. The study included the ministry of tourism itself since it is the parent ministry that regulates and oversees the operations of the tourism agencies to (...) give a total of 10 areas of study. A sample of 327 was achieved based on the following formula. This study used primary data. The study used questionnaires and interview guides to collect both qualitative and quantitative data. Quantitative data was analyzed through scientific methods using the statistical package for social sciences (SPSS version 22) while qualitative data was analyzed thematically. The descriptive statistics was first used to analyze the demographic factors of the respondents using frequencies and charts. Inferential statistics such as correlation and multiple linear regression analysis were used to test the relationship among the variables as per the study hypothesis. Findings: The culture of an organization was found to play a critical role in implementation of strategies and consequently realizations of set objectives and profits in organizations. Organizational norms, ethics, employee training and organizational climate are very key in achieving success while implementing strategies. Implications to Theory, Practice and Policy: It is recommended that organizations (tourism industry) create strategy implementation promoting culture, culture of timeliness, innovative culture, ethics and one which promotes team spirit. These aspects of culture need to be reinforced and strengthened to ensure implementation of strategies is smooth and quick enough. This study thus bridges the gap between theory and practice, offering a nuanced understanding of the interplay between organizational culture and strategy implementation in a critical sector for Kenya's economy. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Reasons, Responsibility, and FictionBenedict Smith (bio)Keywordsresponsibility, reflection, reasons, fictionCartwright's article considers two candidate theories of responsibility and examines their relative adequacy by assessing them in light of our reactions to a dramatic and horrifying set of circumstances. Cartwright initiates the dialectic by noting how our intuitions are in conflict. For instance, although we are instantly horrified by the murders Harris perpetrated, we might naturally experience quite different emotions and (...) reach different judgments when we reflect on the miserable and pathetic nature of Harris's upbringing and his experiences in adult life. Although we might think that Harris is responsible in a very clear sense for murdering his victims, we might feel also that his actions were the outcome of factors beyond his control, and for which he cannot be held responsible. In short, we think that Harris is and is not responsible.Overall, Cartwright's aim is to: "illuminate both the theory and practice of holding people responsible" (2006, 144). In the end, what is illuminated is that "the practice of responsibility unavoidably depends on one sort of pretence or another" (2006, 155). Although the two theories that Cartwright has chosen to consider differ in various ways, they share a common feature of being, in some sense, "fictitious." The article examines in some detail the two theories of responsibility and succeeds in providing insight to some potentially intricate material. In this brief commentary, I cannot address adequately the variety of interesting aspects and implications of Cartwright's paper. I do, however, offer some critical interpretation of Cartwright's construal of the theories under consideration, and also say a little about the status and role of fiction in Cartwright's analysis.Responsibility and the "Reflective Self"According to Cartwright, a central commitment of the "reflective self" view of responsibility is that a rational part of the self is responsible for deliberating about and reflecting on desires, and that the reflective self is the author of action (or at least authorizes the origins of action). The critical capacity of this part of the self endorses or rejects desires, and thus determines whether or not desires manifest in action and display constitutive elements of personality. The reflective self is autonomous with respect to the desiring part of the self; the former can arbitrate over desires precisely because it enjoys this sort of rational autonomy. This internalist conception of reflection and rationality has a long tradition, one that has exerted influence in a number of domains including [End Page 161] moral psychology and psychotherapy. It is well known that Anthony Kenny claimed that the very idea of "mental health" was Plato's invention (Kenny 1969, 229).1 The Platonic picture rests on understanding the soul as capable of proper functioning and in a state of health only when the relevant constitutive elements are brought into a form of cooperative harmony.2 Pivotal in reaching this harmony, is the extent to which desires are supervised by the capacity for rational self-governance. For the present context, the important claim is that there exists an autonomous and internal-to-subject faculty that specializes in rational reflection on desires, and that can be brought to bear on desires in such a way so as to motivate and justify subsequent action.This is close to the central commitment of the reflective self view that considers responsibility as primarily an internal matter of the relation between desires and rationality. Responsibility is connected to the ability of an agent to exercise some cognitive faculty that passes critical judgment on the desires that the agent possesses; such a faculty endorses or rejects desires. The reflective self view has at its center the thought that responsibility is related to the appropriate functioning of some internal process. However, unless the rational faculty of humans is infallible, there needs to be some account of the correctness of each act of desire endorsement or rejection. There must be something that explains why any particular endorsement, say, is justified; some further ground the appeal to which provides guidance and justification for the rational self. But this just pushes the explanatory burden further back and generates, as Cartwright notes, a regress. Nonetheless... (shrink)

In line with much current literature, Bradley’s regress is here discussed as an argument that casts doubt on the existence of states of affairs or facts, understood as complex entities working as truthmakers for true sentences or propositions. One should distinguish two versions of Bradley’s regress, which stem from two different tentative explanations of the unity of states of affairs. The first version actually shows that the corresponding explanation is incoherent; the second one merely points to some prima (...) facie implausible consequences of the explanation it stems from, e.g., that there are infinite explanatory chains and that, for any given fact, there are infinitely many facts involving exemplification relations of increasing levels. But these consequences can be swal- lowed after all, thereby leading to the acceptance of a doctrine which may be called fact infinitism, a doctrine adumbrated in a well-known discussion of relations by Meinong. (shrink)

The development of genetic phenomenology marks a change in Husserl's thinking which occurred between 1917 and 1921. Much of the second half of his philosophical life was devoted to genetic phenomenology as a supplement to the static phenomenology of his earlier writings. I argue that the development of genetic phenomenology, which involves a regressive inquiry into the genesis of the ego and of meaning, coincided with and made possible a greater emphasis on ethical and intersubjective positions in Husserl's later writings. (...) ;I trace the development of three prominent themes in Husserl's thought: time-consciousness, intersubjectivity, and ethics. In each case it is possible to see that prior to 1917 Husserl's phenomenology was not equipped to address such topics with the complexity they require. Static phenomenology has a rigid structure focusing on complete constitution of meaning by an already fully active ego. This position lacks the framework for investigating the development of the ego itself and of the transformation of meaning through time. In moving his thought beyond that rigid structure and addressing questions of historicity, Husserl began to incorporate an understanding of intersubjectivity based on the sedimentation of meanings built up through successive generations. Such an approach provides a way to think plurality in community without either the elimination of ethical foundations or the elimination of the importance of inherited convictions. The same sensitivity to the historical development of meaning made possible the later Husserl's theory of renewal and critique of history and tradition. ;This study concludes that Husserl's static phenomenological investigation into essences in combination with his genetic inquiry into origins provides a model of philosophical thinking that offers a balanced account both of individual freedom and of historical and traditional context. The goal of this project is to demonstrate that Husserl's later understanding of the human being as inheritor of an ethical tradition, but as still responsible for the taking-up of that tradition, would not have been possible had he not developed genetic phenomenology as an explanatory supplement to static phenomenology. (shrink)

Relying on more expansive criteria for defining “mass shootings” than much existing research, we examine a subset of a unique dataset incorporating 7,048 news documents covering 2,170 shootings in the United States between 2013 and 2019. We analyze the descriptive language used to describe incidents and perpetrators and discover significant racial disparities in representation. This research enables a critical examination of the explanatory frames utilized by news media to tell the public who mass shooters are and journalistic attempts to (...) explain why they occur. Data were analyzed utilizing a mixed methods approach, relying on content analysis to inductively code emergent categories of descriptions of shooters and binary logistic regressions to analyze the preponderance of descriptive categories when comparing news articles reporting on shootings committed by differently racialized shooters. Our results confirm some recent research showing that mass shooters racialized as white are more likely to be described with kind and compassionate language. With our larger sample, however, we also find that mass shooters racialized as white are additionally more likely to be described with negative language as “bad” or “evil” in comparison to shooters of color. We discuss how these data demonstrate that media reports present a more complex picture of white mass shooters for the public than shooters of color. (shrink)

A common and driving assumption in agricultural research is that the introduction of research trials, new practices and innovative technologies will result in technology adoption, and will subsequently generate benefits for farmers and other stakeholders. In Lao PDR, the potential benefits of introduced technologies have not been fully realised by beneficiaries. We report on an analysis of a survey of 735 smallholder farmers in Southern Lao PDR who were questioned about factors that influenced their decisions to adopt new technologies. In (...) this study, we have constructed measures or states of adoption which identify key elements of an adoption decision-making nexus. Analysis was conducted to statistically group explanatory factors of adoption. The key explanatory factors represented attributes of the farmer, the factors considered when undertaking production decisions and elements of the agricultural value chain that present as opportunities or constraints. We describe the combination of farmer’s personal attributes, perceptions of the value chain, and the introduction of new technologies by external actors as an “agricultural research value chain”, where agricultural research activities intervene to derive greater benefits for local farmers. A generalised linear model, via Poisson regression analysis on the identified explanatory factors, was applied to explore how they influence adoption measures and we found several significant relationships. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:19. AN 'INCONVENIENCE' OF ANTHROPOMORPHISM In Part II of Hume's Dialogues Concerning Natural Religion Cleanthes maintains that the similarities between the works of nature and those of human contrivance, namely, the presence of means to ends relations and a coherence of parts, are sufficient to enable us to reason analogically to the conclusion that the cause of the design of the world resembles human intelligence. Cleanthes insists in Part (...) IV that the ideas which -we have of mind are 'just and adequate and correspondent' to God's nature. Philo, who throughout the discussion has insisted on 'the adorable mysteriousness ' of the divine nature, responds to Cleanthes by saying that he will endeavour to show the inconveniences of that anthropomorphism, which you have embraced; and shall prove, that there is no ground to suppose a plan of the world to be formed in the divine mind, consisting of distinct ideas, differently arranged; in the same manner as an architect forms in his head the plan of a house which he intends to execute. (D160) It is the aim of this paper to explicate this 'inconvenience of Cleanthes' anthropomorphism. Philo begins by claiming that nothing is gained by Cleanthes' position whether it is assessed by 'reason' or by 'experience'. The judgment of reason is that a mental world or universe of ideas requires a cause as much as does a material world or universe of objects ; and if similar in its arrangement must require a similar cause. For what is there in this subject, which should occasion a different conclusion or inference? In an ahi: L ra.-t view, they are entirely alike; and no difficulty attenda the one supposition, which is not common to both of them. (D160) Similarly, experience cannot perceive any material difference in this particular, between these two kinds of worlds, but finds them to be governed by similar principles, and to depend upon an equal variety of causes in their operations. (D16ÌÌ 20. Philo concludes that the type of argument employed by Cleanthes leads to an infinite regress: How therefore shall we satisfy ourselves concerning the cause of that Being, whom you suppose the Author of nature, or, according to your system of anthropomorphism, the ideal world, into which you trace the material? Have we not the same reason to trace that ideal world into another ideal world, or new intelligent principle. (D161) He then suggests, as though it will prove to be more satisfactory, that we should not go beyond the material world itself: But if we stop, and go no farther; why go so far? Why not stop at the material world? How can we satisfy ourselves without going on in infinitum? And after all, what satisfaction is there in that infinite progression?... If the material world rests upon a similar ideal world, this ideal world must rest upon some other; and so on, without end. It were better... never to look beyond the present material world. (D161-162) In suggesting that it is better never to look beyond the material world, what precisely is it that Philo is 2 advocating? George Nathan maintains that "Cleanthes is unaware that Philo is trying to eliminate only the externality of the cause. He is not trying to deny its intelligence ". (Chappell 410) Pike, on the other hand, interprets Philo' s position as eliminating the requirement for a causal account of the order present in the world: If we introduce an ordered mind in an effort to explain the existence of an ordered world, must we not provide a similar explanation of the ordered mind? But if we accept this demand, we shall have to introduce yet another intelligent being as the creator of the first. This explanatory chain can end only in an infinite regress. We would probably do better to assume that order in the material world is an ultimate fact that does not require explanation. Once we take the first step down the explanatory trail we are committed to go on forever. (Pike 157) 21. I will now examine critically the interpretations suggested by Nathan and Pike. Certain questions suggest themselves regarding Nathan's position. First, what does Nathan mean by the intelligence of... (shrink)

Based on the global urban economic competitiveness data in 2017, this study conducts coupling analyses of the competitiveness indicator system. The comprehensive study on the coupling coordination degree among explanatory indexes of urban economic competitiveness concludes that the city with higher economic competitiveness rankings has a higher degree of coupling coordination ; the city ranked lower in the economic competitiveness has a lower DCC. The cities with higher DCC are mainly those global cities or metropolis known for financial and (...) technological innovations, while cities with bare coupling coordination are mainly in underdeveloped countries in Asia, Africa, and Latin America. Based on the findings, the paper employs a model that combines linear regression and quantile regression to identify the specific driving factors that affect the cities’ competitiveness around the world. Therefore, every city should act according to local conditions, focus on the key drivers of urban development, and address the inadequacies to balance the economic development so as to enhance its competitiveness. (shrink)

This study compares the estimated grammar school effect in different regression models, and explains why previous evidence of the effetiveness of grammar school is mixed. Like most studies of school effectiveness evaluation, previous research on grammar school effect usually applies regression to control for confounding between-school factors and determines whether attending grammar schools is associated with an academic benefit. While this value-added approach is very feasible and widely adopted, there is usually substantial variation in the evidence produced when statistical choices (...) differ. Applying the national data with more than 149,000 pupils, the study presents the sensitivity of grammar school effectiveness when baseline variables, outcome variables, and regression techniques differ. The findings will help researchers understand the mixed evidence of the effectiveness of grammar schools so far, and the unsettled debate on grammar schools nationally. While inconsistent estimations due to passive design is a common trait in school effectiveness evaluation studies, grammar schools’ effectiveness might be even more sensitive to statistical choices due to their special student intakes. Interpreting the variation between different statistical models, the findings caution researchers in dealing with the evidence in grammar school effectiveness and call for stronger designs as well as more carefully selected explanatory variables. (shrink)