Markus, K. A., Hawes, S. W., & Thasites, R. J. (2008). Abductive inferences to psychological variables: Steiger's question and best explanations of psychopathy. Journal of Clinical Psychology, 64, 1069-1088.

  Abstract: Abductive inference often involves inference to the best explanation. A focus on the bestness of explanations facilitates a comparative analysis of how abductive inference would differ if approached with four contasting sets of assumptions about how scientific inference works: positivism, realism, and two kinds of pragmatism. As a thought experiment,  one can imagine a situation in which competing models of psychopathy differ in parsimony and fit to the data, but produce tie when considering both virtues in combination. The thought experiment demonstrates that Steiger's (1990) question about how best to combine competing virtues in scientific inference applies to abductive inference and that the answers depend upon other assumptions about how science works. The comparative analysis helps focus some of the issues that require clarification before abductive inference can enter the Pantheon of standard research methods in psychology. More constructively, the analysis also demonstrates that one need not accept scientific realism to accept the use of abductive inference. (Copyright 2008 Wiley Periodicals, Inc.)

  Abstract: The commentary has greatly enriched the discussion initiated by the three target articles. The distinction between constructs and concepts contributes to both the top-down and bottom-up aspects of the dialectic between measurement theory and practice. The distinction also illuminates the abstraction from observation to manifest variables. However, the semantic analysis of variables in terms of ordered pairs of individuals and values of variables does not seek to describe a procedure for defining constructs as part of the test development process. As such, uncertainty about population membership does not pose a pragmatic constraint on the application of the distinction between concepts and constructs. Finally, meaning and reference in the context of test development can best be understood as jointly determined by both how the world is and the nature of the vocabularies chosen to describe it. Thus, both of these factors bear on the definition of specific constructs and concepts measured by individual tests. Distinguishing constructs from concepts can help clarify and advance discourse on testing and measurement across a wide range of domains. (Copyright 2008 Taylor & Francis Group, LLC)

Markus, K. A. (2008). Constructs, concepts and the worlds of possibility: Connecting the measurement, manipulation, and meaning of variables. Measurement, 6, 54-77.

  Abstract: A theoretical variable such as integrity, conscientiousness, or academic honesty may correspond to either a construct or a concept, but the standard idiom does not distinguish the two. One can describe the difference between constructs and concepts in terms of set theory. Constructs extend over actual cases, whereas, concepts extend over both actual and possible cases. As such, theoretical claims made about, say, integrity as a construct differ from claims about integrity as a concept. The restrition of constructs to a specified population plays a central role in test validation and psychometric analyses aimed at distinguishing constructs from one another. The extension of concepts over possible populations plays a central role in the adoption of nonactual possibilities as goals in making efforts toward systemic change and also in the comparison of construts across populations. The failure of the standard idiom, which conflates constructs with concepts, to provide a vocabulary that captures both population-dependent and population-independent aspects of variables recommends the modifiction of that idiom to distinguish constructs from concepts. This distinction suggests various changes in practice such as including the intended population in the names of constructs but not concepts. (Copyright 2008 Taylor & Francis Group, LLC)

Markus, K. A. (2008). Hypothesis formulation, model interpretation, and model equivalence: Implications of a mereological causal interpretation of structural equation models. Multivariate Behavioral Research, 43, 177-209.

  One can distinguish statistical models used in causal modeling from the causal interpretations that align them with substantive hypotheses. Causal modeling typically assumes an efficient causal interpretation of the statistical model. Causal modeling can also make use of mereological causal interpretations in which the state of the parts determines the state of the whole. This interpretation shares several properties with efficient causal interpretations but also differs in terms of other important properties. The vailability of alternaive causal interpretations of the same statistical models has implications for hypothesis specification, research design, causal inerence, data analysis, and the interpretation of research results. (Copyright 2008 Taylor & Francis Group, LLC)

Markus, K. A. (2007). Philosophical foundations of quantitative research methodology [book review]. Structural Equation Modeling, 14, 527-533.

  Abstract: Yu has not written a book that offers significant contributions to cutting-edge work on the philosophical underpinnings of quantitative methods, nor has he written a systematic survey of philosophical foundations of quantitative methods. Yu has written an accessible and engaging book that provides and excellent introductory overview for nonspecialists. Even readers with a background in these issues can appreciate the book for these latter qualities. (Copyright 2008 Taylor & Francis Group, LLC)

Markus, K. A. (2007) Making Things Happen by James Woodward.  [book review] Structural Equation Modeling, 14, 170-178.

  Abstract: The scholarly community recently lost two luminary contributors to the causation literature, David Lewis andWesley Salmon, but the two remain very much present
in this book by James Woodward. Woodward aligns himself with Lewis in advocating a counterfactual account of causation (explained later), whereas Salmon
surfaces throughout the book as the representative of noncounterfactual accounts of causation and the prime target for criticism. As such, the book holds interest
both as a contribution to the primary literature, by offering a distinct theory of causal assertion and causal explanation, and also as a contribution to the secondary
literature, by illuminating the work of Lewis, Salmon, and others. (Copyright 2008 Taylor & Francis Group, LLC)

Davis, M. & Markus, K. A. (2006). Misleading cues, misplaced confidence: an analysis of deception detection patterns. American Journal of Dance Therapy, 28, 107-126.

  Abstract: First, a case is made that the processes and assumptions underlying judgments of whether someone is lying during a high stakes interview may be similar to movement interpretation processes in a clinical context, and that the former is easier to research than the latter. Graduate students judged the credibility of utterances from actual criminal confessions, explained their decisions, and rated how confident they felt in each decision. Four of the items contained a conventional but invalid nonverbal cue to deception and one contained two conventional, but incorrect, cues to truth-telling. Groups of 30 judged either content only transcripts, verbatim transcripts, audio, or audio/video. Comparison of rationales, confidence level, and accuracy across modality provided evidence of which cues misled judges, how nonverbal cues modified verbal content judgments, and detection patterns that warranted further research. The implications of the results for movement observation and interpretation in dance/movement therapy are discussed. (Copyright 2006 American Dance Therapy Association)

Davis, M., Markus, K. A. & Walters, S. B. (2006). Judging the Credibility of Criminal Suspect Statements: Does Mode of Presentation Matter? Journal of Nonverbal Behavior, 30, 181-198.

  Abstract: For a study of modality differences in deception detection accuracy, groups of graduate students judged segments selected from videotapes of criminal confessions. Twenty brief utterances were presented in four ways: content only transcript, verbatim transcript, audio only, and audio/videotape. No modality difference in unbiased truth hit rate was found, but unbiased lie hit rate varied by modality, with judges of transcripts stripped of pause indications, word repeats, and umms and uhhs less accurate than verbatim transcript judges, audio judges, and audio/video judges. The 62% overall accuracy and 61% lie detection accuracy of audio judges was highest and, in contrast to other judges, audio judgments did not display a response bias. The results remain consistent with the presence of valid visual cues but suggest that at least in some situations focus on valid vocal cues may offer more accuracy. (Copyright 2006 Springer Science+Business Media, Inc)

Markus, K. A. (2006) Structural Equation Modeling.  In S. G. Rogelberg (Ed.), The Encyclopedia of Industrial and Organizational Psychology, (pp 773 - 776).  Thousand Oaks, CA:  Sage Publications.

  Abstract: Introduces basic concepts of SEM. Statistical modeling concepts include model specification, parameter estimation, model fit, and model interpretation. Causal modeling with SEM, SEM resources, and alternatives to SEM are also discussed. (Abstract Copyright 2006 Keith A. Markus)

   Abstract:  Collins, Hall and Paul provide an outstanding resource for those interested in counterfactual theories of causation.  The introductory essay would be an ideal supplementary reading in a methodology course.  The book systematically develops current advances and problems in counterfactual theories of causation.  However, someone looking for a general overview of theories of causation would want to cast his or her net more widely.  (Copyright 2006 Ketih A. Markus)

Davis, M., Markus, K. A., Walters, S. B., Vorus, N., & Connors, B. (2005).  Behavioral cues to deception vs. topic incriminating potential in criminal confessions.  Law and Human Behavior, 29, 683-704.

  Abstract:  Coding statements of criminal suspects facilitated tests of four hypotheses about differences between behavioral cues to deception and the incriminating potential (IP) of the topic.  Information from criminal investigations corroborated the veracity of 337 brief utterances from 28 videotaped confessions.  A four-point rating of topic IP measured the degree of potential threat per utterance.  Cues discriminating true vs. false comprised word/phrase repeats, speech disfluency spikes, nonverbal overdone, and protracted headshaking.  Non-lexical sounds discriminated true vs. false in the reverse direction.  Cues that distinguished IP only comprised speech speed, gesticulation amount, nonverbal animation level, soft weak vocal and "I (or we) just" qualifier.  Adding "I don't know" to an answer discriminated both IP and true vs. false.  The results supported hypothesis about differentiating deception cues from incriminating potential cues in high-stakes interviews, and suggested that extensive research on distinctions between stress-related cues and cues to deception would improve deception detection.  (Copyright 2005 American Psychology-Law Society/Division 41 of the American Psychological Association)

Markus, K. A. (2005). The Facts of Causation by D.H. Mellor [book review].  Structural Equation Modeling: A Multidisciplinary Journal, 12, 506-512.

    Abstract:  Statistically equivalent models produce the same range of moment matrices over the domain of their parameter spaces.  Raykov and Marcoulides (2001) proposed a proof that leads to the conclusion that all structural equation (SE) models with certain minimal components have infinitely many statistically equivalent models.  A variation on their proof covers an even broader class of models.  This conclusion has important implications for the application of at least one notion of eliminative induction to structural equation modeling (SEM).  Normally, assertion of statistical equivalence imply that the models differ in meaning, giving statistical equivalence its interest.  Consequently, a particular complex causal structure provides a counterexample to the proposed proof.  This counterexample suggests that a successful proof may require more detailed attention to the concept of semantic equivalence as characterized y different substantive implications.  A formal account of semantic equivalence rests on translation between SE models and a model-neutral descriptive language.  (Copyright 2002 Lawrence Erlbaum Associates, Inc.)

Markus, K. A. (2002). Beyond objectivity and subjectivity. American Psychologist, 57, 68-69.

    Abstract:  In advocating Bayesian inference as applied to Null Hypothesis Significance Tests, Krueger (2001) took for granted conceptual framework that dichotomizes beliefs as either objective (invariant over observers) or subjective (relative to an observer).  Despite having claimed a pragmatic basis for his argument, Krueger overlooked the fact that a more thoroughgoing pragmatic approach would avoid this problematic framework altogether.  As a consequence, Krueger drew two unjustified conclusions.  He could have avoided these premature conclusions by considering beliefs as grounded in collectively accepted but continuously evolving norms for the justification of knowledge claims.  Such a view avoids the false choice between objectivity and subjectivity and thus undermines any inference from the an inability to attain the former to an inability to avoid of the latter.  (Copyright 2002 Keith A. Markus.)

Markus, K. A. (2001).  The converse inequality argument against tests of statistical significance.  Psychological Methods, 6, 147-160.

    Abstract:  Critics have put forth several arguments against the use of tests of statistical significance (TOSSes).  Among these, the converse inequality argument stands out but remains sketchy, as does criticism of it.  The argument states that we want P(H|D) (where H and D represent hypothesis and data, respectively), we get P(D|H), and the 2 do not equal one another.  Each of the terms in 'P(D|H) =/= P(H|D)' requires clarification.  Furthermore, the argument as a whole allows for multiple interpretations.  If the argument questions the logic of TOSSes, then defenses of TOSSes fall into 2 distinct types.  Clarification and analysis of the argument suggests more moderate conclusions than previously offered by friends and critics of TOSSes.  Furthermore, the general method of clarification through formalization may offer a way out of the current impasse.  (Copyright 2001 American Psychological Association.)

Fenster, A., Markus, K. A., Wiedemann, C. F., Brackett, M. A. & Fernandez, J. (2001).  Selecting tomorrow's forensic psychologists:  A fresh look at some familiar predictors. Educational and Psychological Measurement, 61, 336-348.

    Abstract:  The present study examined the use of the Graduate Record Examination (GRE-Verbal and GRE-Quantitative) and undergraduate grade point average (UGPA) to predict long-term performance in an MA program in forensic psychology.  The criterion measures were graduate grade point average (GGPA) and time to completion (TTC).  Data were available for 206 graduates.  Regression analysis indicated that a linear combination of GRE-V and GRE-Q, and UGPA correlated 0.63 with GGPA.  Predictive efficiency was reduced by only 2% of the variance when GRE subscores are combined into a total score.  The correlation with TTC was smaller (R = 0.31) but nonetheless translated into meaningful differences in student performance.  Most noteworthy, GRE scores and UGPA appear to predict better for forensic psychology than for social sciences in general.  (Copyright 2001 Sage Publications, Inc.)

Brandt, D. E & Markus, K. A. (2000).  Adolescent attitudes towards the police:  a new generation.  Journal of Police and Criminal Psychology, 15, 10-16.

    Abstract:  The attitudes toward the police (ATP) of a group of young inner city adolescents were investigated within the context of a program designed to teach dispute resolution skills and promote a dialogue with local police.  ATP were measured using a 23 item questionnaire.  The results indicated that while ATP were generally positive, girls held more positive ATP than boys and adolescents who reported negative experiences with the police had less favorable ATP.  A confirmatory factor analysis of the questionnaire yielded three factors:  attitudes toward police behavior, attitudes toward interaction with the police, and attitudes toward interaction with other adults.  The results are in general agreement with earlier studies with other populations and have implications for programs designed to improve adolescent relationships with the police.  (Copyright 2000 Society of Police and Criminal Psychology.)

Markus, K. A. (2000).  Twelve testable assertions about cultural dynamics and the reproduction of organizational culture.  In N. M. Ashkanasy, C. P. M. Wilderom & M. F. Peterson (Eds.),  Handbook of organizational culture and climate (pp. 297-308).  Thousand Oaks, CA:  Sage.

    Abstract:  The traditional static view of organizational culture (OC) takes the persistence of OC for granted and seeks to explain culture change.  Through this chapter I seek to engage the reader in a different kind of conversation about OC:  a dynamic view that takes change as primary and seeks to use dynamic processes to explain the persistence of OC over time.   Three types of processes occurring in organizations offer potential explanations of the day to day reproduction of OC.  Intentional processes involve meanings consciously projected from individual minds into their environment.  Unconscious processes involve meanings projected from individual minds, but done so without conscious awareness.  Discursive processes involve meanings that take shape in the communicative actions that connect individual minds and that may never have been conscious to any member of the organization practicing the culture.  Finally, to put discourse theory to good use we must remain mindful that discursive processes are material processes.  (Copyright 2000 Keith A. Markus.)

Markus, K. A. (2000).  Conceptual shell games in the four-step debate.  Structural Equation Modeling, 7, 163-173.

    Abstract:  The exchange between Hayduk and Glaser (2000) and Mulaik and Millsap (2000) sheds new light on the use of multistep procedures for testing structural equation models.  Nonetheless, the fundamental concepts of the discussion remain murky.  The notion of a correct number of constructs (interpreted latent variables) rests on a conflation of the model with the reality it models.  The articulation of what is tested in terms of model constraints encounters as analogous difficulty.  Finally, the appeal to analysis into clear and distinct ideas holds the potential to clarify some of these issues, but still awaits the necessary exposition and application to structural equation modeling.  A common thread shows itself in an over-reliance on single languages of description.  This calls for greater attention to the active engagement of multiple languages of description.  (Copyright 2000 Lawrence Erlbaum Associates, Inc.)
 

Markus, K. A. (1998). Science, measurement, and validity: Is completion of Samuel Messick's synthesis possible? Social Indicators Research, 45, 7-34.

    Abstract:  Messick's (1989) theory of test validity is profoundly influential (Hubley and Zumbo, 1996; Angoff, 1988) in part because it brings together disparate contributions into a unified framework for building validity arguments.  At the heart of Messick's theory lies a synthesis of realism and constructivism with respect to both scientific facts and measurement.  Within this synthesis there remains a tension between the evidential basis and the consequential basis for test interpretation and use.  This cannot be sidestepped simply by limiting the evidential basis to test interpretation and the consequential basis to test use:  Interpretation and use are not so easily held separate.  The roles of constructivism and context in Messick's theory underline the inherent link between facts and values, but the assumption that facts are objective and values are subjective goes unquestioned in Messick's theory.  The inherent link between facts and values combines with this assumption to produce the unresolved tension in Messick's theory.  This suggests that a unified theory of test validity requires a theory of value justification.  (Copyright 1998 Kluwer Academic Publishers.)
 

Markus, K. A. (1998).  Validity, facts, and values sans closure:  Reply to Messick, Reckase, Moss, and Zimmerman. Social Indicators Research, 45, 73-82.

    Abstract:  Three intertwined issues are woven through the comments on Markus (1998).  The  commentators disagree regarding the idea of a unitary validity for a given test interpretation.  A similar issue arises regarding a unified concept of test validity.  The third involves the possibility of a unified validity theory, a theory without internal tensions.  In suggesting that facts differ from values, but perhaps not in the way typically envisioned, I am also caught between commentators pulling me in opposing directions.  Additional arguments support the moderate position taken in the target article.  Among my concessions, however, I recognize that the target article misleadingly aligned a unified validity theory with closure in the discussion of test validity.  (Copyright 1998 Keith A. Markus.)
 

Markus, K. A. (1998). Psychological processes and mental states. American Psychologist, 53, 1077-1078.

    Abstract:  Kipnis (1997) offers two arguments against the use of psychological processes as a basis for the explanation of social behavior.  First, psychological processes cannot be directly measured.  Second, "scientific explanation of behavior should be anchored in societal events" (p. 208).  Kipnis's arguments conflate psychological processes with mental states.  Discursive Psychology provides a conceptualization of psychological processes and interpersonal processes rather than intrapersonal mental states.  Kipnis's arguments against mental states do not apply to this conceptualization of psychological processes.  (Copyright 1998 Keith A. Markus.)
 

Markus, K. A. (1998). Judging Rules. The Journal of Experimental Education, 66, 261-265.

    Abstract:  With the help of some familiar interlocutors, I have come to see that Marsh and Hau (1996) is open to more than one reading.  On my reading, the assertion that we have to use judgment in assessing model fit, as opposed to simply following rules, is an important theme of the article.  This theme is a familiar refrain.  Nevertheless, my several attempts to formulate the theme are open to criticism.  Judgment presupposes rules rather than being opposed to the following of rules.  Refining our rules in what the game is all about.  Anyone for croquet?  (Copyright 1998 Helen Dwight Reid Educational Foundation.)
 

Rice, R. W., Markus, K., Moyer, R. P., & McFarlin, D. B., (1991). Tests of Locke's range of affect hypothesis. Journal of Applied Social Psychology, 24, 1977-1987.

    Abstract:  Two 2 X 2 (Facet Importance X Facet Amount) factorial experiments tested Locke's (1969, 1976) hypothesis that facet importance moderates the range of affective reactions.  Written excerpts from letters, interview transcripts, and employee handbooks were used to create scenarios which manipulated the importance and current amount of two target job facets:  freedom to do things one's own way on the job, and amount of face-to-face contact with customers/clients.  As predicted, significant Facet Importance X Facet Amount interactions showed that facet satisfaction was influenced more strongly by differences in facet amount when the facet was high in importance than when it was low in importance.  Subjects in the high-importance condition, relative to subjects in the low-importance condition, were more satisfied with high facet amounts and more dissatisfied with low facet amounts.  Discussion focused on the convergence of results from research using different methods to test the range of affect hypothesis.  (Copyright 1991 V. H. Winston & Son, Inc.)

  Markus, K. A., Hawes, S. W. & Thasites, R. J. (2008, August 16). Abductive Inferences to Psychological Variables: Weighting Competing Criteria. Poster presented to the Convention of the American Psychological Association, Boston MA.

  Markus, K. A. (2008, July 30). Construct validity and causal modeling. Invited paper presented to the Psychology Department, University of Canterbury, Christchurch, NZ.

  Hawes, S. W. & Markus, K. A. (August, 2007). Evaluating the Construct Validity of the PCL-R. Poster accepted to the 115th Annual Conference of the American Psychological Association. San Francisco, CA.

  Chajewski, M. & Markus, K. A. (August, 2007). Biases in social influence reporting: Social desirability as deception. Poster accepted to the 115th Annual Conference of the American Psychological Association. San Francisco, CA.

  Chajewski, M., & Markus, K. A. (June, 2007). The psychometric evaluation of the Sexual Offender Need Assessment Rating-Self Report (SONAR-SR). Paper accepted to the 68th Canadian Psychological Association Annual Convention. Ottowa, CA.

  Chajewski, M. & Markus, Keith A. (March, 2007). Detecting effects of social desirability in the Sexual Offender Need Assessment Rating-Self Report (SONAR-SR). Poster presented to the Eastern Psychological Association Conference. Philadelphia, PA.

  Markus, K. A. & Perillo, A. D. (2007, March). Judges as Psycho-technocrats: Three Challenges Facing Fondacaro’s Ecological Jurisprudence. Paper presented as part of the symposium entitled Comments on Fondacaro’s Ecological Jurisprudence to the conference entitled Off The Witness Stand: Using Psychology in the Practice of Justice. New York, NY.

  Markus, K. A. (2007, August). Using Longitudinal Data to Distinguish Distinct Causal Explanations. Poster accepted for presentation to the Convention of the American Psychological Association. San Francisco, CA.

  Markus, K. A. (2007, July). A Thrice Parameterized Tale: Interpreting Quadratic Models. Paper presented to the 2007 International Meeting of the Psychometric Society. Tokyo, Japan.

  Markus, K. A. (2006, November 2). Cautions on casual causal analysis: The perspective of causal pluralism. (Inaugural lecture in the Fordham Council on Applied Psychometrics Brown Bag Lunch Lecture Series, New York, NY).

  Markus. K. A. (2006, July 9).  Causation, Generalization and Deductive Strength:  A Discussion of Stephen G. West’s "Rubin's and Campbell's perspectives on causality."  Invited symposium on Causality in Experiments and Quasi-Experiments.  Jena, Germany.

   Chajewski, M., & Markus, K. (November, 2006). A self-report version of the Sexual Offender Need Assessment Rating (SONAR). Paper presented to the 2006 American Society of Criminology Conference. Los Angeles, CA.

    Daftary, T., Kirschner, S., Markus, K. A., Broadwater, A. (2006).  Mock Juror Verdict Selections: Effect of Media and the Guilty but Mentally Ill Verdict Option. (Paper accepted for Presentation at American Society of Criminology Conference, Los Angles, CA).

     Markus, K. A. (2006, August 10).  Two Fallacies About Causation:  Atomism and Contraposition.  Poster presented at the 114 Annual Convention of the American Psychological Association.  New Orleans, LA.

     Markus, K. A. (2006, August 10).  Participant in Statistical Consulting Workshop at the 114 Annual Convention of the American Psychological Association.  New Orleans, LA.

     Markus. K. A. (2006, July 9).  Causation, Generalization and Deductive Strength:  A Discussion of Stephen G. West’s "Rubin's and Campbell's perspectives on causality."  Invited symposium on Causality in Experiments and Quasi-Experiments.  Jena, Germany.

     Markus, K. A. (2006, June 15).  Causation de novo versus causation in sequence:  Implications for potential-response theory applied to linear causal models.  Paper presented at the 2006 International Meeting of the Psychometric Society.  Montreal, CA.

     Markus, K. A., Sothmann, F. C., & Raghavan, C. (2006, March 3).  Kinds of Intimate Partner Violence:  Applying Latent Class Analysis to the Revised Conflict Tactics Scale.  Paper presented to the American Psychology and Law Society.

     Markus, K. A. (2005, July 13).  Distinguishing constructs from concepts:  A semantic approach.  University of Amsterdam, invited address.

     Markus, K. A. (2005, July 8).  Concepts, constructs and Psychological Measurement.  Paper presented at the 2005 International Meeting of the Psychometric Society.

     Markus, K. A. (2005, August 20).  Profile plots for clustered data:  multiple error bars.  Poster presented to the 113 Annual Convention of the American Psychological Association. 

     Markus, K. A. (2004, July 30).  The case for pluralism about causation.  Paper presented to the 112 Annual Convention of the American Psychological Association as part of a symposium entitled Understanding and modeling causation organized by Bruce Brown.

     Markus, K. A. & Davis, M. (2004, May 3).  Toward a typology of deception:  deception rates for response types.  John Jay College of Criminal Justice, CUNY.  New York, NY.

     Markus, K. A. (2003, August 7).  Varieties of causal modeling:  How explanatory strategy affects research design.  Poster presented to the 111th Annual Convention of the American Psychological Association, Toronto, CA.

    Markus, K. A. (2002, December 9).   Varieties of causal modeling:  How explanatory strategy affects research design.  Paper presented to the Doctoral Program in Psychology, Industrial and Organizational Subprogram, Baruch College, CUNY.  New York, NY.

    Markus, K. A, Davis, M. & Walters, S. B. (2002, August 23).  Toward a psychological typology of deception:  latent class cluster analysis.  Poster presented to the 110th Annual Convention of the American Psychological Association, Chicago, IL.

    Markus, K. A. (2002, June 23).  Semantically Equivalent Structural Equation Models:  Definition, Examples, and Theoretical Significance.  North American Meeting of the Psychometric Society, Chapel Hill, NC.

    Markus, K. A. (2002, April, 18).  A formal-causal interpretation of structural equation models.  Expanded paper presented to the Doctoral Program in Educational Psychology, CUNY Graduate Center.  New York, NY.

    Fenster, A., Markus, K. A., & Palmer, J. (2002, January 4).  Predicting diagnositc skills from measures of academic knowledge of psychopathology.  Poster presented to the 24th Annual Conference of the National Institute on the Teaching of Psychology, St. Petersburg Beach, FL.

    Markus, K. A. (2001, August 27).  Activity theories of causality and latent causes.  Poster presented to the 109th Annual Convention of the American Psychological Association, San Francisco, CA.

    Markus, K. A. (2001, July 16).  A formal-causal interpretation of structural equation models.  Paper presented to the International Meeting of the Psychometric Society, Osaka, Japan.

    Markus, K. A. (2001, June 22).  Eliminative Induction and The Raykov-Marcoulides Proof of Infinite Equivalence.  Paper presented to the North American Meeting of the Psychometric Society, Valley Forge, PA.

     Markus, K. A. (2000, August 4).  Defeasibility and degrees of support in tests of statistical significance.  Poster presented to the 108th Annual Convention of the American Psychological Association, Washington DC.

     Davis, M., Walters, S. B., Vorus, N., Meiland, P. A., & Markus, K. A. (2000, August 4).  Verbal and nonverbal cues to false testimony in criminal investigations.  Poster presented to the 108th Annual Convention of the American Psychological Association, Washington DC.

     Markus, K. A. (2000, July 6).  Making true assertions from false models:  Addressing a central paradox in structural equation modeling.  Paper presented at the 2000 Annual Meeting of the Psychometric Society.  Vancouver, British Columbia.

    Brandt, D. E. & Markus, K. A. (2000, March 25). An examination of adolescent attitudes towards the police:  A new generation.  Paper presented to the Annual Conference of the Eastern Psychological Association, Baltimore, MD.

     Markus, K. A. (1999, August 23).  Concepts versus constructs in theories of integrity.  Paper presented to the 107th Annual Convention of the American Psychological Association, Boston, MA.

    Markus, K. A. (1999, August 21).  Introduction to the NHST problem.  Paper presented to the 107th Annual Convention of the American Psychological Association, Boston, MA.

    Markus, K. A., Fenster, A., Wiedemann, C. F., Brackett, M. A., & Fernandez, J. (1999, August 20).  Selecting tomorrow's forensic psychologists:  GRE-V, GRE-Q, and undergraduate GPA.  Poster presented to the 107th Annual Convention of the American Psychological Association, Boston, MA.

    Markus, K. A. (1999, June 25).  Compare and contrast Pearl and Markus on the semantics of structural equation models.    Paper presented at the 1999 Annual Meeting of the Psychometric Society, Lawrence, Kansas.

    Markus, K. A. (1999, March 23).  The new Standards for Educational and Psychological Testing.  Presentation sponsored by Forensic Psychology MA program at John Jay College of Criminal Justice, New York, NY.

    Markus, K. A. (1998, August 14).  Science, measurement, and validity:  Is  completion of Messick's synthesis possible?  Poster presented to the 106th Annual Convention of the American Psychological Association, San Francisco, CA.

    Markus, K. A.  (1998, August 16). Discussant for Innovations in program and test evaluation.  Paper session during the 106th Annual Convention of the American Psychological Association, San Francisco, CA.

    Markus, K. A. (1998, June 19).  Fit functions as selection functions:  Toward a Possible-World Semantics of Structural Equation Modeling.  Paper presented at the 1998 Joint Annual Meeting of the Classification Society of North America and the Psychometric Society, Urbana, Illinois.

    Markus, K. A. (1997, August 18).  The converse inequality argument against tests of statistical significance.  Poster presented at 105th Annual Convention of the American Psychological Association, Chicago, IL.

    Markus, K. A. (1997, May 31).  Discursive processes in organizational membership.  Paper presented at The Fifth A. F. Jacobson Symposium in Communications.  Omaha, NA.

    Markus, K. A. (1996, May 23).  Is Measurement Invariance sufficient evidence of invariance in measurement?  Pace University, Department of Psychology, New York, NY.

    Markus, K. A. (1993, November 11). Comment:  Framing self and other in deconstructive versus dialogic reading.  New School for Social Research, Taiwan Study Group, New York, NY.

    Markus, K. A. (1993, March 24). Subject, culture, text.  New School for Social Research, Taiwan Study Group, New York, NY.

    Markus, K. A. (1992, October 16). The distinctiveness of the Facet Importance and Wanted Amount job satisfaction constructs.  Baruch College, Organization and Policy Studies/Industrial and Organizational Psychology Student Research Conference, New York, NY.

    Rice, R.W., Markus, K., Moyer, R.P. & McFarlin, D.B. (1990, April). Tests of Locke's range of affect hypothesis.  Poster presented at the annual meeting of the Society for Industrial and Organizational Psychology, Miami, FL.

    Markus, K. (1988, May 7). Concepts of causality and their implications for the theory and practice of psychological science. Sixteenth Annual Hunter College Psychology Convention, New York, NY.

    Markus, K., Rice, R.W., & McFarlin, D.B. (1988, April 22). Causal relations among the determinants of Facet Satisfaction.  Poster presented at the annual meeting of the Eastern Psychological Association, Buffalo, NY.

  Address reprint requests to either tha email or paper mail address.  Due to the American Psychology Association's position on electronic publication, I do not make papers downloadable through this web site.  If you copy an abstract, please retain the copyright information.

I am currently a member of the Psychology Department at John Jay College of Criminal Justice.  I also serve on the graduate faculty of the CUNY Graduate Center  in both the Industrial and Organizational Psychology and Forensic Psychology subprograms within the Psychology Doctoral Program, in the Quantitative Psychology subprogram of the Educational Psychology Doctoral Program, and also in the Criminal Justice Doctoral Program.  I teach or have taught research methods and quantitative methods courses at the undergraduate, masters and doctoral levels and my syllabi are available on this web page.  I completed my Ph.D. in Industrial and Organizational Psychology from The City University of New York in January 1996. I have previously taught Cognitive Psychology and Theories of Motivation at Baruch College.

My methodological interests include test validity, causation, structural equation modeling, latent class analysis, discourse analysis, psychometrics and test development, program evaluation, research design, and the logic of statistical significance testing.  My methodological interests center around the justification of inferences drawn from social science research.

My substantive research interests include intimate partner violence/domestic violence (IPV/DV), deception detection, and discourse processes in organizations as they relate to organizational socialization, organizational culture, organizational membership, organizational communication, and other aspects of organization.  I also have an interest in the logic of conditionals that informs my methodological work on causal inference, statistical inference, and test validation.

I belong to The American Psychological Association, The Academy of Management, The Society for Industrial and Organizational Psychology, The Society for Philosophy and Psychology, American Educational Research Association., Psychometric Society, and the Philosophy of Science Association.

  I have largely curtailed my consulting activities.  If you need a structural equation modeling consultant or a test construction consultant, please email me with a description of the project, you needs, and the estimated time frame.