An instrument designed to measure a 3-factor model of research motivation was developed and psychometrically examined in the present research. Participants were 437 graduate students in biology, chemistry/biochemistry, physics/astronomy, and psychology. A principal components analysis supported the retention of 20 items representing the 3-factor structure. Intrinsic Reward explained 32.19% of the variance in the data, followed by Failure Avoidance (15.84%), and Extrinsic Reward (7.49%). A follow-up confirmatory factor analysis indicated that the 3-factor model provided a better fit to the data than competing 1-, 2-, and 4-factor models. A nomological network of relations with academic achievement motivation, fear of failure, behavioral activation/inhibition sensitivity, and other constructs also revealed support for the measure’s convergent and discriminant validity. Implications for theory and research in the achievement motivation and career development domains are discussed.
Bandura, A. ( 1997). Self-efficacy: The exercise of control. New York: Freeman.
4.
Barkoukis, V., Tsorbatzoudis, H., Grouios, G., & Sideridis, G. ( 2008). The assessment of intrinsic and extrinsic motivation and amotivation: Validity and reliability of the Greek version of the Academic Motivation Scale. Assessment in Education: Principles, Policy, & Practice, 15, 39-55.
5.
Bentler, P.M. ( 1990). Comparative fit indexes in structural models. Psychological Bulletin, 107, 238-246.
6.
Betz, N. ( 1990). What stops women and minorities from choosing and completing majors in science and engineering?Washington, DC: Federation of Behavioral, Psychological, and Cognitive Sciences.
7.
Betz, N.E., & Schifano, R.S. (2000). Evaluation of an intervention to increase realistic self-efficacy and interests in college women. Journal of Vocational Behavior, 56, 35-52.
8.
Bipp, T., Steinmayr, R., & Spinath, B. ( 2008). Personality and achievement motivation: Relationship among Big Five domain and facet scales, achievement goals, and intelligence . Personality and Individual Differences, 44, 1454-1464.
9.
Birney, R.C., Burdick, H., & Teevan, R.C. ( 1969). Fear of failure. New York: Van Nostrand.
10.
Bishop, R.M., & Bieschke, K.J. (1998). Applying social cognitive theory to interest in research among counseling psychology doctoral students: A path analysis. Journal of Counseling Psychology, 45, 182-187.
11.
Bouckenooghe, D., Vanderheyden, K., Mestdagh, S., & Van Laethem, S. (2007). Cognitive motivation correlates of coping style in decisional conflict. The Journal of Psychology , 141, 605-625.
12.
Browne, M.W., & Cudeck, R. ( 1993). Alternative ways of assessing model fit. In K. A. Bollen & J. S. Long (Eds.), Testing structural equation models (pp. 136-162). Newbury Park, CA: SAGE.
13.
Carver, C.S., & White, T.L. ( 1994). Behavioral inhibition, behavioral activation, and affective responses to impending reward and punishment: The BIS/BAS scales. Journal of Personality and Social Psychology, 67, 319-333.
14.
Cokley, K.O., Bernard, N., Cunningham, D., & Motoike, J. ( 2001). A psychometric investigation of the Academic Motivation Scale using a United States sample. Measurement and Evaluation in Counseling and Development, 34, 109-119.
15.
Conroy, D.E. ( 2001). Progress in the development of a multidimensional measure of fear of failure: The Performance Failure Appraisal Inventory (PFAI). Anxiety, Stress, and Coping, 14, 431-452.
16.
Conroy, D.E. ( 2003). Representational models associated with fear of failure in adolescents and young adults. Journal of Personality, 71, 757-783.
17.
Cooper, M., & Turpin, G. ( 2007). Clinical psychology trainees’ research productivity and publications: An initial survey and contributing factors. Clinical Psychology and Psychotherapy, 14, 54-62.
18.
Covington, M.V. ( 1992). Making the grade: A self-worth perspective on motivation and school reform. Cambridge, UK: Cambridge University Press.
19.
Covington, M.V., & Müeller, K.J. (2001). Intrinsic versus extrinsic motivation: An approach/avoidance reformulation. Educational Psychology Review, 13, 157-176.
20.
deCharms, R. ( 1968). Personal causation: The internal affective determinants of behavior. New York: Academic Press.
21.
Deci, E.L. ( 1975). Intrinsic motivation. New York: Plenum Press.
22.
Deci, E.L., Koestner, R., & Ryan, R.M. ( 2001). Extrinsic rewards and intrinsic motivation in education: Reconsidered once again. Review of Educational Research, 71, 1-27.
23.
Deci, E.L., & Moller, A.C. ( 2005). The concept of competence: A starting place for understanding intrinsic motivation and self-determined extrinsic motivation. In A. J. Elliot & C. S. Dweck (Eds.), Handbook of competence and motivation (pp. 579-597). New York: Guilford.
24.
Deci, E.L., & Ryan, R.M. ( 1985). Intrinsic motivation and self-determination in human behavior. New York: Plenum Press .
25.
Deci, E.L., & Ryan, R.M. ( 2000). The ‘‘what’’ and ‘‘why’’ of goal pursuits: Human needs and the self-determination of behavior. Psychological Inquiry, 11, 227-268.
26.
Di Fabio, A. ( 2006). Decisional procrastination correlates: Personality traits, self-esteem, or perceptions of cognitive failure?International Journal for Educational and Vocational Guidance, 6, 109-122.
27.
Eccles, J.S. ( 2007). Where are all the women? Gender differences in participation in physical science and engineering. In W. M. Williams & S. J. Ceci (Eds.), Why aren’t more women in science: Top researchers debate the evidence (pp. 199-210). Washington, DC: American Psychological Association .
28.
Eisenberger, R., & Cameron, J. ( 1996). Detrimental effects of reward: Reality or myth? American Psychologist, 51, 1153-1166.
29.
Eisenberger, R., & Cameron, J. ( 1998). Reward, intrinsic interest, and creativity: New findings . American Psychologist, 53, 676-679.
30.
Elliot, A.J. ( 1997). Integrating the ‘‘classic’’ and ‘‘contemporary’’ approaches to achievement motivation: A hierarchical model of approach and avoidance achievement motivation. In M. L. Maehr, & P. R. Pintrich (Eds.), Advances in motivation and achievement (Vol. 10, pp. 143-179). Greenwich, CT: JAI.
31.
Elliot, A.J. ( 2005). A conceptual history of the achievement goal construct . In A. Elliot & C. Dweck (Eds.), Handbook of competence and motivation (pp. 52-72). New York: Guilford .
32.
Elliot, A.J., & Church, M.A. ( 1997). A hierarchical model of approach and avoidance achievement motivation. Journal of Personality and Social Psychology, 72, 218-232.
33.
Elliot, A.J., & Harackiewicz, J.M. (1996). Approach and avoidance achievement goals and intrinsic motivation: A mediational analysis. Journal of Personality and Social Psychology, 70, 461-475.
34.
Elliot, A.J., & McGregor, H.A. (2001). A 2 x 2 achievement goal framework. Journal of Personality and Social Psychology, 80, 501-519.
35.
Elliot, A.J., McGregor, H., & Gable, S. ( 1999). Achievement goals, study strategies, and exam performance: A mediational analysis. Journal of Educational Psychology , 91, 549-563.
36.
Elliot, A.J., & Sheldon, K.M. ( 1997). Avoidance achievement motivation: A personal goals analysis . Journal of Personality and Social Psychology, 73, 171-185.
37.
Elliot, A.J., & Thrash, T.M. ( 2002). Approach-avoidance motivation in personality: Approach and avoidance temperaments and goals. Journal of Personality and Social Psychology, 82, 804-818.
38.
Fairchild, A.J., Horst, S.J., Finney, S.J., & Barron, K.E. ( 2005). Evaluating existing and new validity evidence for Academic Motivation Scale. Contemporary Educational Psychology, 30, 331-358.
39.
Farmer, H.S. ( 1997). Gender differences in career development. In H. S. Farmer (Ed.), Diversity and women’s career development: From adolescence to adulthood (pp. 127-158). Thousand Oaks, CA: SAGE.
40.
Gelso, C.J. ( 1979). Research in counseling: Methodological and professional issues. The Counseling Psychologist, 8, 7-35.
41.
Guay, F., Vallerand, R.J., & Blanchard, C. ( 2000). On the assessment of situational intrinsic and extrinsic motivation: The Situational Motivation Scale (SIMS). Motivation and Emotion, 24, 175-213.
42.
Hagtvet, K.A., & Benson, J. ( 1997). The motive to avoid failure and test anxiety responses: Empirical support for integration of two research traditions. Anxiety, Stress, and Coping, 10, 35-57.
43.
Harackiewicz, J.M., Manderlink, G., & Sansone, C. ( 1984). Rewarding pinball wizardry: Effects of evaluation and cue value on intrinsic interest. Journal of Personality and Social Psychology, 47, 287-300.
44.
Harter, S. ( 1981). A new self-report scale of intrinsic versus extrinsic orientation in the classroom: Motivational and informational components. Developmental Psychology, 17, 300-312.
45.
Heym, N., Ferguson, E., & Lawrence, C. ( 2008). An evaluation of the relationship between Gray’s revised RST and Eysenck’s PEN: Distinguishing BIS and FFFS in Carver and White’s BIS/BAS scales. Personality and Individual Differences, 45, 709-715.
46.
Holland, J.L. ( 1997). Making vocational choices: A theory of vocational personalities and work environments (3rd ed.). Odessa, FL: Psychological Assessment Resources.
47.
Hu, L., & Bentler, P.M. ( 1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling, 6, 1-55.
48.
Janis, I., & Mann, L. ( 1977). Decision making: A psychological analysis of conflict, choice, and commitment. New York: The Free Press.
49.
Jones, E.E., & Berglas, S. ( 1978). Control of attributions about the self through self-handicapping strategies: The appeal of alcohol and the role of underachievement. Personality and Social Psychology Bulletin, 4, 200-206.
50.
Jones, E.E., & Rhodewalt, F. ( 1982). The Self-Handicapping Scale. Unpublished scale, University of Utah, Salt Lake City.
51.
Jorm, A.F., Christensen, H., Henderson, A.S., Jacomb, P.A., Korten, A.E., & Rodgers, B. ( 1999). Using the BIS/BAS scales to measure behavioural inhibition and behavioural activation: Factor structure, validity, and norms in a large community sample. Personality and Individual Differences, 26, 49-58.
52.
Kahn, J.H. ( 2001). Predicting the scholarly activity of counseling psychology students: A refinement and extension. Journal of Counseling Psychology, 48, 344-354.
53.
Kline, R.B. ( 2005). Principles and practice of structural equation modeling (2nd ed.). New York: Guilford.
54.
Kohn, A. ( 1993). Punished by rewards. Boston: Houghton Mifflin.
55.
Lang, J.W.B., & Fries, S. ( 2006). A revised 10-item version of the Achievement Motives Scale: Psychometric properties in German-speaking samples. European Journal of Psychological Assessment, 22, 216-224.
56.
Lee, C., Jamieson, L.F., & Earley, P.C. ( 1996). Beliefs and fears and Type A behavior: Implications for academic performance and psychiatric health disorder symptoms. Journal of Organizational Behavior, 17, 151-177.
57.
Lent, R.W., Brown, S.D., & Hackett, G. ( 1994). Toward a unifying social cognitive theory of career and academic interest, choice, and performance. Journal of Vocational Behavior, 45, 79-122.
58.
Lent, R.W., Brown, S.D., Sheu, H.-B., Schmidt, J., Brenner, B.R., Gloster, C.S., et al. (2005). Social cognitive predictors of academic interests and goals in engineering: Utility for women and students at historically black universities. Journal of Counseling Psychology, 52, 84-92.
59.
Lent, R.W., Lopez, F.G., & Bieschke, K.J. (1991). Mathematics self-efficacy: Sources and relation to science-based career choice. Journal of Counseling Psychology, 38, 424-430.
60.
Lent, R.W., Singley, D., Sheu, H.-B., Schmidt, J.A., & Schmidt, L.C. ( 2007). Relation of social-cognitive factors to academic satisfaction in engineering students. Journal of Career Assessment, 15, 87-97.
61.
Leong, F.T.L., & Zachar, P. ( 1993). Presenting two brief versions of the Scientist Practitioner Inventory. Journal of Career Assessment, 1, 162-170.
62.
Long, J.S. ( 1992). Measures of sex differences in scientific productivity . Social Forces, 71, 159-178.
63.
MacAndrew, C., & Steele, T. ( 1991). Gray’s behavioral inhibition system: A psychometric evaluation. Personality and Individual Differences, 12, 157-171.
64.
Malsch, I. ( 2008). Nano-education from aEuropean perspective. Journal of Physics: Conference Series, 100, 1-7.
65.
Mann, L., Burnett, P., Radford, M., & Ford, S. ( 1997). The Melbourne Decision Making Questionnaire: An instrument for measuring patterns for coping with decisional conflict. Journal of Behavioral Decision Making, 10, 1-19.
66.
Martin, A.J., & Marsh, H.W. ( 2003). Fear of failure: Friend or foe? Australian Psychologist, 38, 31-38.
67.
McClelland, D.C., Atkinson, J.W., Clark, R.A., & Lowell, E.L. ( 1953). The achievement motive. New York: Appleton-Century-Crofts.
68.
National Science Foundation. (2006, July). First-time S&E graduate enrollment of foreign students drops for the third straight year. Retrieved August 10, 2008, from http://www.nsf.gov/statistics/infbrief/nsf06321/nsf06321.pdf
69.
Ntoumanis, N. ( 2001). A self-determination approach to the understanding of motivation in physical education. British Journal of Educational Psychology, 71, 225-242.
70.
O’Connor, B.P. ( 2000). SPSS and SAS programs for determining the number of components using parallel analysis and Velicer’s MAP test. Behavior Research Methods, Instruments & Computers, 32, 396-402.
71.
Roe, A. ( 1953). The making of a scientist. New York : Dodd, Mead.
72.
Ryan, R.M., & Deci, E.L. ( 2000). Intrinsic and extrinsic motivations: Classic definitions and new directions. Contemporary Educational Psychology, 25, 54-67.
73.
Smillie, L.D., & Jackson, C.J. ( 2005). The appetitive motivation scale and other BAS measures in the prediction of approach and active avoidance. Personality and Individual Differences, 38, 981-994.
74.
Smillie, L.D., Jackson, C.J., & Dalgleish, L.I. (2006). Conceptual distinctions among Carver and White’s (1994) BAS scales: A reward-reactivity versus trait impulsivity perspective. Personality and Individual Differences, 40, 1039-1050.
75.
Strube, M.J. ( 1986). An analysis of the Self-Handicapping Scale. Basic and Applied Social Psychology, 7, 211-224.
76.
Sturman, T.S. ( 1999). Achievement motivation and Type A behavior as motivational orientations. Journal of Research in Personality, 33, 189-207.
77.
Thompson, E.P., Chaiken, S., & Hazlewood, J.D. (1993). Need for cognition and desire for control as moderators of extrinsic reward effects: A person x situation approach to the study of intrinsic motivation. Journal of Personality and Social Psychology, 64, 987-999.
78.
Thornton, K., & Asta, M. ( 2005). Current status and outlook of computation materials science education in the U.S. Modelling and Simulation in Materials Science and Engineering, 13, 53-69.
79.
Vallerand, R.J., & Bissonnette, R. (1992). Intrinsic, extrinsic, and amotivational styles as predictors of behavior: A prospective study. Journal of Personality, 60, 599-620.
80.
Vallerand, R.J., Pelletier, L.G., Blais, M.R., Brière, N.M., Senécal, C., & Vallières, E.F. (1992). The Academic Motivation Scale: A measure of intrinsic, extrinsic, and amotivation in education. Educational and Psychological Measurement, 52, 1003-1017.
81.
White, R.W. ( 1959). Motivation reconsidered: The concept of competence. Psychological Review, 66, 297-333.
82.
Windsor, T.D., Anstey, K.J., Butterworth, P., & Rodgers, B. ( 2008). Behavioral approach and behavioral inhibition as moderators of the association between negative life events and perceived control in midlife . Personality and Individual Differences, 44, 1080-1092.
