본문 바로가기
KERD
논문KCI 등재

베이지안 추정(Bayesian Estimation)을 활용한 정신력(Mental Toughness)의 개념구조 확인 및 한국어척도 개발

The Structural Validation of Korean Mental Toughness Inventory (K-MTI) using Bayesian Estimation

1

조회

0

다운로드

10

인용

0

참고문헌

키워드

초록

이 연구는 Gucciardi, Hanton, Gordon, Mallett & Temby(2015)가 개발한 다차원적 정신력 척도(Mental Toughness Inventory; MTI)가 국내 상황에 적합하게 사용될 수 있는지를 통계적으로 검증하였다. 다차원적 정신력 척도는 자기신념(self-belief), 주의조절(attention regulation), 정서조절(emotion regulation), 성공설정(success mind-set), 상황지식(context knowledge), 회복력(buoyancy), 낙관주의(optimism) 등 7가지 요인 21문항으로 구성되어 있다. 다차원적 정신력 요인 구조의 타당성을 확인하기 위해 국내 대학교에 소속된 156명의 학생선수들을 대상으로 설문조사를 진행하였다. 이 과정에서 7요인 21문항에 대한 요인구조에 대한 적합성은 확인적 요인분석과 베이지안 추정 방법을 통해 척도의 타당성을 검증하였다. 확인적 요인분석을 통해 정신력 척도의 요인구조에 대한 적합성을 검증한 결과, 적합한 요인부하량 및 타당성을 지닌 것으로 확인되었다. 또한 베이지안 추정 결과에서도 정신력 척도는 우수한 신뢰도와 타당도를 지닌 것으로 드러났다. 향후 한국형 다차원적 정신력 척도는 국내 운동선수들의 정신력을 진단하고 파악하는데 유용하게 활용될 수 있을 것으로 기대되며, 정신력에 영향을 미치는 선행 및 결과변인에 대한 연구와 중재 프로그램 연구를 위해 사용될 수 있을 것으로 판단된다.

Abstract

The present study was to test the validation of Korean version of mental toughness inventory (K-MTI). K-MTI consists of seven factors with 21 items—namely, self-belief (3 items), emotion regulation (3 items), attention regulation (3 items), success mind-set (3 items), context knowledge (3 items), buoyancy (3 items) and optimism (4 items). One hundred fifty-six students (university students) participated in this study and completed the questionnaire in order to validate 21-item seven-factor K-MTI in sport context. The K-MTI demonstrated good internal validity, and then confirmatory factor analysis and bayesian estimation was used to test factorial structure and its validity. As results, K-MTI showed good factorial validity by structuring seven dimensions of multiple mental toughness. Overall, the Korean version of MTI demonstrated good internal, factorial, and predictive validity, as well as internal consistency. The conceptualization of multiple MTI is discussed, and recommendations and suggestions for future study and directions are made concerning the usage of the K-MTI in the sport context.

참고문헌 (58)

  1. 김계수, "AMOS 16. 0 구조방정식 모형 분석" (2006), 한나래
  2. 김나라, "정신적 강인함 척도의 신뢰도 타당도 연구", 운동학 학술지, 13(1), pp.43~53 (2011), 대한운동사협회
  3. 김병현, "한국형 정신력 검사지 개발(1)", 체육과학연구, 9(4), pp.25~38 (1998)
  4. 김원배, "스포츠 정신력 개념 구조 탐색 및 측정도구 개발", 한국스포츠심리학회지, 13(3), pp.21~41 (2002), 한국스포츠심리학회
  5. 남진아, "훈련과 경기에서 태권도선수의 정신력 발화요인", 체육과학연구, 28(2), pp.474~486 (2017), 국민체육진흥공단 한국스포츠정책과학원[DOI]
  6. 문수백, "구조방정식모델링의 이해와 적용" (2009), 학지사
  7. 송용관, "스포츠 상황에서의 코칭방식이 선수들의 심리적 욕구만족, 정신력, 그리고 소진에 미치는 영향", 한국체육학회지, 56(1), pp.247~261 (2017), 한국체육학회
  8. 천승현, "자율성지지 방식의 당위성 제시가 신체활동 무동기 상태 학생들의 확인규제와 의도에 미치는 효과", 한국스포츠심리학회지, 21(3), pp.309~326 (2010), 한국스포츠심리학회
  9. 천승현, "한국형 유소년 스포츠 또래집단 동기분위기 척도 개발 및 타당화 검증", 한국스포츠심리학회지, 22(1), pp.243~260 (2011), 한국스포츠심리학회
  10. American Educational Research Association, "Standards for educational and psychological testing" (1999), American Educational Research Association
  11. Anthony, D. R., "Adapting a behavioural coaching framework for mental toughness development", Journal of Sport Psychology in Action, 8, pp.32~50 (2018)
  12. Asparouhov, T., "Exploratory structural equation modeling", Structural Equation Modeling, 16, pp.397~438 (2009)
  13. Bayesian analysis using Mplus: Technical implementation, "Asparouhov, T.", Mplus, ~ (2010)
  14. Asparouhov, T., "Bayesian structural equation modeling with cross-loadings and residual covariances : Comments on Stromeyer et al", Journal of Management, 41, pp.1561~1577 (2015)
  15. Bandura, A., "Social learning theory" (1997), Prentice Hall
  16. Barnett, L. M., "Construct validity of the pictorial scale of perceived movement skills competence", Psychology of Sport and Exercise, 22, pp.294~302 (2016)
  17. Bell, J. J., "Enhancing mental toughness and performance under pressure in elite young cricketers: A 2-year longitudinal intervention", Sport, Exercise, and Performance Psychology, 2, pp.281~297 (2013)
  18. Bujacz, A., "Measuring hedonia and eudaimonia as motives for activities : cross-national investigation through traditional and Bayesian structural equation modeling", Frontiers in Psychology, 5, pp.1~10 (2014)
  19. Cieciuch, J., "Comparing results of an exact vs. an approximate(Bayesian)measurement invariance test : A cross-country illustration with a scale to measure 19 human values", Frontiers in Psychology, 982, pp.1~10 (2014)
  20. Clough, P. J., "Solutions in Sport Psychology", pp.32~43 (2002), Thomson
  21. Connaughton, D., "Mental toughness research : Key issues in this area", International Journal of Sport Psychology, 39, pp.192~204 (2008)
  22. Connaughton, D., "The development and maintenance of mental toughness : Perceptions of elite performers", Journal of Sport Sciences, 26, pp.83~95 (2008)
  23. Davidov, E., "The comparability of measurements of attitudes toward immigration in the European Social Survey : exact versus approximate measurement equivalence", Public Opinion Quarterly, 79, pp.244~266 (2015)
  24. Elliot, A., "A 2 x 2 achievement goal framework", Journal of Personality and Social Psychology, 80, pp.501~519 (2001)
  25. Fawcett, T., "Mental toughness in sport: Developments in theory and research", pp.9~29 (2011), Routledge
  26. Gelman, A., "Bayesian data analysis" (2004), CRC
  27. Gerbing, D. W., "On the meaning of within-factor correlated measurement errors", The Journal of Consumer Research, 11, pp.572~580 (1984)
  28. Giles, B., "Mental toughness and behavioural perseverance : A conceptual replication and extension", Journal of Science and Medicine in Sport, 21, pp.640~645 (2018)
  29. Gordon, S., "A case study of strengths-based coaching of mental toughness in cricket", International Journal of Sport Psychology, 48, pp.223~245 (2017)
  30. Gucciardi, D. F., "Towards an understanding of mental toughness in Australian football", Journal of Applied Sport Psychology, 20, pp.261~281 (2008)
  31. Gucciardi, D. F., "Evaluation of a mental toughness training program for youth-aged Australian footballers : 1. A quantitative analysis", Journal of Applied Sport Psychology, 21, pp.307~323 (2009)
  32. Gucciardi, D. F., "The concept of mental toughness : Tests of dimensionality, nomological network and traitness", Journal of Personality, 83, pp.26~44 (2015)
  33. Gucciardi, D. F., "Controlling coaching and athlete thriving in elite adolescent netballers : The buffering effect of athletes’mental toughness", Journal of Science and Medicine in Sport, 20, pp.718~722 (2017)
  34. Gucciardi, D. F., "Cross-cultural invariance of the Mental Toughness Inventory among Australian, Chinese and Malaysian athletes : A Bayesian estimation approach", Journal of Sport & Exercise Psychology, 38, pp.187~202 (2016)
  35. Hardy, L., "A neuropsychological model of mentally tough behaviour", Journal of Personality, 82, pp.69~81 (2014)
  36. Healy, L. C., "Goal striving and well-being in sport : The role of contextual and personal motivation", Journal of Sport & Exercise Psychology, 36, pp.446~459 (2014)
  37. Howle, T. C., "Relations between self-efficacy beliefs, self-presentation motives, personal task goals, and performance on endurance-based physical activity tasks", Psychology of Sport and Exercise, 22, pp.149~159 (2016)
  38. Hu, L, T., "Structural equation modeling:Concepts, issues, and applications", pp.76~99 (1998), Sage
  39. Huber, J. J., "Applying educational psychology in coaching athletes" (2013), Human Kinetics. IL
  40. Jamison, C., "The outcome of cognitie bibiotherapy with depressed adults", Journal of Consulting and Clinical Psychology, 63, pp.644~650 (1995)
  41. Jang, H., "Why students become more engaged or more disengaged during the semester : A self-determination theory dual-process model", Learning and Instruction, 43, pp.27~38 (2016)
  42. Kline, R. B., "Principles and practice of structural equation modeling" (2011), Guilford Press
  43. Lai, Y. -L., "A systematic review(SR)of coaching psychology : Focusing on the attributes of effective coaching psychologists", International Coaching Psychology Review, 9, pp.118~134 (2014)
  44. MacCallum, R. C., "Model modifications in covariance structure analysis : The problem of capitalization on chance", Psychological Bulletin, 111, pp.490~504 (1992)
  45. Madigan, D. J., "Mental toughness and burnout in junior athletes : A longitudinal investigation", Psychology of Sport and Exercise, 32, pp.138~142 (2017)
  46. Mahoney, J. W., "Mental toughness in sport : Motivational antecedents and associations with performance and psychological health", Journal of Sport & Exercise Psychology, 36, pp.281~292 (2014)
  47. Mahoney, J. W., "Implementing an autonomy-supportive intervention to develop mental toughness in adolescent rowers", Journal of Applied Sport Psychology, 28, pp.199~215 (2016)
  48. Mahoney, J., "The motivational antecedents of the development of mental toughness : A Self-Determination Theory perspective", International Review of Sport and Exercise Psychology, 1, pp.184~197 (2014)
  49. Marsh, H. W., "Handbook of sport psychology", pp.774~798 (2007), John Wiley & Sons Inc
  50. Marsh, H. W., "Exploratory structural equation modeling, integrating CFA and EFA : Application to students’ evaluations of university teaching", Structural Equation Modeling, 16, pp.439~476 (2009)
  51. Muthén, B., "Bayesian structural equation modeling : A more flexible representation of substantive theory", Psychological Methods, 17, pp.313~335 (2012)
  52. Muthén, B., "BSEM measurement invariance analysis", Mplus Web Notes: No. 17, ~ (2013)
  53. Nicholls, A., "Mental toughness, optimism, pessimism, and coping among athletes", Personality and Individual Differences, 44, pp.1182~1192 (2008)
  54. Ntoumanis, N., "Peer motivational climate in youth sport : Measurement development and validation", Journal of Sport and Exercise Psychology, 27, pp.432~455 (2015)
  55. Puente-Díaz, R., "The effect of achievement goals on enjoyment, effort, satisfaction and performance", International Journal of Psychology, 47, pp.102~110 (2012)
  56. Stenling, A., "Bayesian Structural Equation Modeling in Sport and Exercise Psychology", Journal of Sport & Exercise Psychology, 37, pp.410~420 (2015)
  57. Theeboom, T., "Does coaching work? A meta-analysis on the effects of coaching on individual level outcomes in an organizational context", The Journal of Positive Psychology, 9, pp.1~18 (2014)
  58. Wakefield, T. S., "Mental toughness: Understanding the game of life" (2008), Author House

관련 논문AI추천

이 간행물의 다른 논문 (12건)