A multilevel analysis of effort, practice, and performance: effects; of ability, conscientiousness, and goal orientation.

This article examines the relationship between motivation and performance during skill acquisition. The authors used multilevel analysis to investigate relationships at within- and between-person levels of analysis. Participants were given multiple trials of practice on an air traffic control task. Measures of effort intensity and performance were taken at repeated intervals. As expected, the relationship between effort and performance increased with practice. Furthermore, the rate at which this effect strengthened was faster for individuals with high-ability or low-performance orientation. There was also an interaction between learning and performance orientations that only emerged after practice. By the end of practice, the negative effects of performance orientation were stronger for individuals with high learning orientation. Results highlight the importance of adopting a multilevel framework to enhance understanding of the link between motivation and performance.

[1]  V. Vroom.  Work and motivation , 1964 .

[2]  C. H. Lawshe,et al.  Psychology in industry , 1952 .

[3]  Lyman W. Porter,et al.  Managerial attitudes and performance , 1968 .

[4]  Daniel G Bobrow,et al.  On data-limited and resource-limited processes , 1975, Cognitive Psychology.

[5]  A. Anastasi.  Psychological testing, 4th ed. , 1976 .

[6]  Walter Schneider,et al.  Controlled and automatic human information processing: II. Perceptual learning, automatic attending and a general theory. , 1977 .

[7]  J. Terborg.  Validation and extension of an individual differences model of work performance , 1977 .

[8]  H. Miller,et al.  Motivation, behavior, and performance: A closer examination of goal setting and monetary incentives. , 1978 .

[9]  Allen and Rosenbloom Paul S. Newell,et al.  Mechanisms of Skill Acquisition and the Law of Practice , 1993 .

[10]  K. Holyoak,et al.  Schema induction and analogical transfer , 1983, Cognitive Psychology.

[11]  John R. Anderson.  The Architecture of Cognition , 1983 .

[12]  J. Hunter,et al.  Validity and Utility of Alternative Predictors of Job Performance , 1984 .

[13]  Carol S. Dweck,et al.  Motivational processes affecting learning. , 1986 .

[14]  P. Ackerman.  Individual differences in information processing: An investigation of intellectual abilities and task performance during practice ☆ , 1986 .

[15]  C. Cooper,et al.  International review of industrial and organizational psychology , 1986 .

[16]  Norman G. Peterson,et al.  Development and Field Test of the Trial Battery for Project A , 1987 .

[17]  G. Logan.  Toward an instance theory of automatization. , 1988 .

[18]  P. Hancock.  Human Factors Psychology , 1987 .

[19]  Walter Schneider,et al.  Automatic and controlled processing theory and its applications to human factors problems , 1987 .

[20]  Barry H. Kantowitz,et al.  Mental Workload , 2020, Encyclopedia of Behavioral Medicine.

[21]  James W. Pellegrino,et al.  The ability to reason about movement in the visual field , 1988 .

[22]  S. Hart,et al.  Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical Research , 1988 .

[23]  C. Dweck,et al.  A social-cognitive approach to motivation and personality , 1988 .

[24]  P. Hancock,et al.  Human Mental Workload , 1988 .

[25]  Thomas E. Nygren,et al.  The Subjective Workload Assessment Technique: A Scaling Procedure for Measuring Mental Workload , 1988 .

[26]  A. Bandura,et al.  Impact of conceptions of ability on self-regulatory mechanisms and complex decision making. , 1989, Journal of personality and social psychology.

[27]  P. Ackerman,et al.  Motivation and cognitive abilities: an integrative/aptitude-treatment interaction approach to skill acquisition , 1989 .

[28]  Bernhard Wilpert,et al.  Applied psychology : an international review , 1989 .

[29]  P. Ackerman.  A correlational analysis of skill specificity: Learning, abilities, and individual differences. , 1990 .

[30]  Raymond A. Katzell,et al.  An Integrative Model of Work Attitudes, Motivation, and Performance , 1990 .

[31]  R. Kanfer.  Motivation theory and industrial and organizational psychology. , 1990 .

[32]  J. M. Digman.  PERSONALITY STRUCTURE: EMERGENCE OF THE FIVE-FACTOR MODEL , 1990 .

[33]  P. Costa,et al.  Facet Scales for Agreeableness and Conscientiousness: A Revision of the NEO Personality Inventory☆ , 1991 .

[34]  M. Maehr.  Advances in Motivation and Achievement , 1991 .

[35]  S. West,et al.  Multiple Regression: Testing and Interpreting Interactions. , 1994 .

[36]  Murray R. Barrick,et al.  THE BIG FIVE PERSONALITY DIMENSIONS AND JOB PERFORMANCE: A META-ANALYSIS , 1991 .

[37]  E. N. Corlett,et al.  Evaluation of human work : a practical ergonomics methodology , 1991 .

[38]  L. Weingart.  Impact of group goals, task component complexity, effort, and planning on group performance , 1992 .

[39]  David A. Hofmann,et al.  Mapping individual performance over time. , 1992 .

[40]  L. Hough.  The 'Big Five' Personality Variables--Construct Confusion: Description Versus Prediction , 1992 .

[41]  Ronald H. Rasch,et al.  Factors Affecting Software Developers' Performance: An Integrated Approach , 1992, MIS Q..

[42]  P. Ackerman.  Predicting individual differences in complex skill acquisition: dynamics of ability determinants. , 1992, The Journal of applied psychology.

[43]  P. Costa,et al.  Revised NEO Personality Inventory (NEO-PI-R) and NEO-Five-Factor Inventory (NEO-FFI) , 1992 .

[44]  Anthony S. Bryk,et al.  Hierarchical Linear Models: Applications and Data Analysis Methods , 1992 .

[45]  Joyce Hogan,et al.  Validation of a personality measure of managerial performance , 1992 .

[46]  D. Francis,et al.  A cross-level units-of-analysis approach to individual differences in skill acquisition. , 1993, The Journal of applied psychology.

[47]  W. Arthur,et al.  A Confirmatory Factor Analytic Study Examining the Dimensionality of the Raven'S Advanced Progressive Matrices , 1993 .

[48]  James W. Pellegrino,et al.  Comparing the Tortoise and the Hare: Gender Differences and Experience in Dynamic Spatial Reasoning Tasks , 1993 .

[49]  E. Salas,et al.  Application of cognitive, skill-based, and affective theories of learning outcomes to new methods of training evaluation. , 1993 .

[50]  R. Piedmont,et al.  A psychometric evaluation of the new NEO-PIR facet scales for agreeableness and conscientiousness. , 1993, Journal of personality assessment.

[51]  Douglas N. Jackson,et al.  Dynamic spatial performance and general intelligence , 1993 .

[52]  J. Pellegrino,et al.  Perceptual and cognitive factors governing performance in comparative arrival-time judgments. , 1993, Journal of experimental psychology. Human perception and performance.

[53]  C. Wickens,et al.  Workload transition: Implications for individual and team performance. , 1993 .

[54]  Ellen A. Skinner,et al.  Perceived control, effort, and academic performance: Interindividual, intraindividual, and multivariate time-series analyses. , 1993 .

[55]  Gary Blau,et al.  Operationalizing direction and level of effort and testing their relationships to individual job performance , 1993 .

[56]  J. Anderson,et al.  Acquisition of procedural skills from examples. , 1994, Journal of experimental psychology. Learning, memory, and cognition.

[57]  Joseph J. Martocchio,et al.  Effects of conceptions of ability on anxiety, self-efficacy, and learning in training. , 1994, The Journal of applied psychology.

[58]  Barton A. Weitz,et al.  Learning Orientation, Working Smart, and Effective Selling , 1994 .

[59]  Ruth Kanfer,et al.  Work motivation: New directions in theory and research. , 1994 .

[60]  Terence R. Mitchell,et al.  Predicting self-efficacy and performance during skill acquisition , 1994 .

[61]  Robert A. Peterson,et al.  The Effect of Effort on Sales Performance and Job Satisfaction , 1994 .

[62]  Mansour Rahimi,et al.  Techniques in mental workload assessment. , 1995 .

[63]  A. Neal,et al.  Instance-based categorization: Automatic versus intentional forms of retrieval , 1995, Memory & cognition.

[64]  Phillip L. Ackerman,et al.  Cognitive and noncognitive determinants and consequences of complex skill acquisition. , 1995 .

[65]  Ability and Role Clarity as Enhancers of the Expectancy Theory Model , 1995 .

[66]  Michael A. West,et al.  Self Perceptions and Perceptions of Group Climate as Predictors of Individual Innovation at Work , 1995 .

[67]  Mica R. Endsley,et al.  Measurement of Situation Awareness in Dynamic Systems , 1995, Hum. Factors.

[68]  A. Furnham.  The big five versus the big four: the relationship between the Myers-Briggs Type Indicator (MBTI) and NEO-PI five factor model of personality , 1996 .

[69]  J. Mathieu,et al.  Goal Orientation in Organizational Research: A Conceptual and Empirical Foundation , 1996 .

[70]  Steven P. Brown,et al.  A new look at psychological climate and its relationship to job involvement, effort, and performance. , 1996, The Journal of applied psychology.

[71]  Kevin R. Murphy,et al.  Individual differences and behavior in organizations , 1996 .

[72]  Eric D. Heggestad,et al.  Motivational skills & self-regulation for learning: A trait perspective , 1996 .

[73]  W. V. Eerde,et al.  Vroom's expectancy models and work-related criteria: A meta-analysis , 1996 .

[74]  C. Pinder,et al.  Work Motivation in Organizational Behavior , 1997 .

[75]  J. Salgado.  The Five Factor Model of personality and job performance in the European Community. , 1997, The Journal of applied psychology.

[76]  Craig J. Russell,et al.  Using Hierarchical Linear Modeling to Examine Dynamic Performance Criteria Over Time , 1997 .

[77]  Joseph J. Martocchio,et al.  Relationship between conscientiousness and learning in employee training: mediating influences of self-deception and self-efficacy. , 1997, The Journal of applied psychology.

[78]  L. Hardy.  The coleman roberts griffith address: Three myths about applied consultancy work , 1997 .

[79]  S. Gully,et al.  Role of goal orientation, ability, need for achievement, and locus of control in the self-efficacy and goal--setting process. , 1997 .

[80]  Christopher D. Wickens,et al.  An introduction to human factors engineering , 1997 .

[81]  M. Hakel,et al.  Effects of Objective and Subjective Task Complexity on Performance , 1997 .

[82]  Marcia J. Simmering,et al.  Conscientiousness, goal orientation, and motivation to learn during the learning process: A longitudinal study. , 1998 .

[83]  Carol A. Manning,et al.  ISSUES IN THE SELECTION OF AIR TRAFFIC CONTROLLERS. , 1998 .

[84]  Eleanor M. Smith,et al.  Relationships of goal orientation, metacognitive activity, and practice strategies with learning outcomes and transfer , 1998 .

[85]  Gregory J. Feist.  A Meta-Analysis of Personality in Scientific and Artistic Creativity , 1998, Personality and social psychology review : an official journal of the Society for Personality and Social Psychology, Inc.

[86]  Sandra L. Fisher,et al.  DIFFERENTIAL EFFECTS OF LEARNER EFFORT AND GOAL ORIENTATION ON TWO LEARNING OUTCOMES , 1998 .

[87]  Robert E. Ployhart,et al.  THE SUBSTANTIVE NATURE OF PERFORMANCE VARIABILITY: PREDICTING INTERINDIVIDUAL DIFFERENCES IN INTRAINDIVIDUAL PERFORMANCE , 1998 .

[88]  D. Bors,et al.  Raven's Advanced Progressive Matrices: Norms for First-Year University Students and the Development of a Short Form , 1998 .

[89]  Earl S. Stein,et al.  Human factors in air traffic control , 1998 .

[90]  J. Slaughter,et al.  Examining creative performance over time using hierarchical linear modeling: An illustration using film directors , 1999 .

[91]  Paul R. Pintrich,et al.  The differential impact of extrinsic and mastery goal orientations on males' and females' self-regulated learning. , 1999 .

[92]  Slow brain potentials in a visual monitoring task. , 1999, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[93]  A. Elliot,et al.  Test anxiety and the hierarchical model of approach and avoidance achievement motivation. , 1999, Journal of personality and social psychology.

[94]  Steven P. Brown,et al.  The Influence of Goal Orientation and Self-Regulation Tactics on Sales Performance: A Longitudinal Field Test , 1999 .

[95]  R. Wood,et al.  Implicit Theories versus the Social Construal of Ability in Self-Regulation and Performance on a Complex Task. , 1999, Organizational behavior and human decision processes.

[96]  Carol T. Kulik,et al.  Old Friends, New Faces: Motivation Research in the 1990s , 1999 .

[97]  D. Vandewalle,et al.  Goal orientation and goal content as predictors of performance in a training program , 1999 .

[98]  C. Wolters,et al.  The relation between high school students' motivational regulation and their use of learning strategies, effort, and classroom performance. , 1999 .

[99]  Roel Bosker,et al.  Multilevel analysis : an introduction to basic and advanced multilevel modeling , 1999 .

[100]  J. P. Sharpe,et al.  Hardiness and Major Personality Factors , 1999, Psychological reports.

[101]  D. Jackson,et al.  Meta-Analysis of Bidirectional Relations in Personality-Job Performance Research , 1999 .

[102]  Andrew Neal,et al.  Technology and performance , 1999 .

[103]  E. Ferguson,et al.  Predictive validity of personal statements and the role of the five‐factor model of personality in relation to medical training , 2000 .

[104]  S. Kozlowski,et al.  Multilevel Theory, Research, and Methods in Organizations: Foundations, Extensions, and New Directions , 2000 .

[105]  Gilad Chen,et al.  Examination of relationships among trait-like individual differences, state-like individual differences, and learning performance. , 2000 .

[106]  A. Erez,et al.  ADAPTABILITY TO CHANGING TASK CONTEXTS: EFFECTS OF GENERAL COGNITIVE ABILITY, CONSCIENTIOUSNESS, AND OPENNESS TO EXPERIENCE , 2000 .

[107]  P. Ackerman,et al.  Cognitive, perceptual-speed, and psychomotor determinants of individual differences during skill acquisition. , 2000, Journal of experimental psychology. Applied.

[108]  Mark A. Griffin,et al.  The Contribution of Task Performance and Contextual Performance to Effectiveness: Investigating the Role of Situational Constraints , 2000 .

[109]  Ronald J. Deluga,et al.  Relationship of Resident Assistant Conscientiousness, Extraversion, and Positive Affect with Rated Performance , 2000 .

[110]  D. Steele-Johnson,et al.  Goal orientation and task demand effects on motivation, affect, and performance. , 2000, The Journal of applied psychology.

[111]  J. Colquitt,et al.  Toward an integrative theory of training motivation: a meta-analytic path analysis of 20 years of research. , 2000, The Journal of applied psychology.

[112]  Ivan T. Robertson,et al.  Conscientiousness and managerial performance , 2000 .

[113]  Steven P. Brown,et al.  An integrated model of feedback-seeking behavior: disposition, context, and cognition. , 2000, The Journal of applied psychology.

[114]  D. Whaley,et al.  Team Cohesion, Effort, and Objective Individual Performance of High School Basketball Players , 2001 .

[115]  Roberto Colom,et al.  Dynamic spatial performance: sex and educational differences , 2001 .

[116]  Phillip M. Mangos,et al.  The Role of Subjective Task Complexity in Goal Orientation, Self-Efficacy, and Performance Relations , 2001 .

[117]  M. Griffin.  Dispositions and work reactions: a multilevel approach. , 2001, The Journal of applied psychology.

[118]  Eduardo Salas,et al.  Effects of Training Goals and Goal Orientation Traits on Multidimensional Training Outcomes and Performance Adaptability. , 2001, Organizational behavior and human decision processes.

[119]  G. Tenenbaum,et al.  Coping With Physical Exertion and Negative Feedback Under Competitive and Self‐Standard Conditions , 2001 .

[120]  Kenneth G. Brown,et al.  Using computers to deliver training: Which employees learn and why? , 2001 .

[121]  R. L. Dipboye,et al.  Effects of trainer expressiveness, organization, and trainee goal orientation on training outcomes. , 2001, The Journal of applied psychology.

[122]  W. L. Cron,et al.  The role of goal orientation following performance feedback. , 2001, The Journal of applied psychology.

[123]  Murray R. Barrick,et al.  Personality and job performance: test of the mediating effects of motivation among sales representatives. , 2002, The Journal of applied psychology.

[124]  Roberto Colom,et al.  Sex differences in fluid intelligence among high school graduates , 2002 .

[125]  Shayne Loft,et al.  ATC-lab: An air traffic control simulator for the laboratory , 2004, Behavior research methods, instruments, & computers : a journal of the Psychonomic Society, Inc.

[126]  M. D. Dunnette.  Handbook of Industrial and Organizational Psychology , 2005 .

[127]  Gavriel Salvendy,et al.  Handbook of Human Factors and Ergonomics , 2005 .

[128]  D. Jackson,et al.  PERSONALITY MEASURES AS PREDICTORS OF JOB PERFORMANCE: A META‐ANALYTIC REVIEW , 2006 .