Retrospective analysis of accumulated structured practice: A Bayesian multilevel analysis of elite Brazilian volleyball players

Mendes, Felipe Goedert; Nascimento, Juarez Vieira do; Souza, Edison Roberto de; Collet, Carine; Milistetd, Michel; Côté, Jean; Carvalho, Humberto M.

doi:10.1080/13598139.2018.1507901

Cited by 20 publications

(17 citation statements)

References 45 publications

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“…In volleyball, our data concur with observations of the onset of deliberate practice during the pubertal years or even during late pubertal growth [ 53 – 55 ]. Also, the development of expertise in volleyball associated with a later onset of deliberate volleyball practice may benefit from previous multi-sports participation during childhood and early adolescence [ 53 , 54 ], as postulated in the Developmental Model of Sport Participation framework [ 56 ]. However, we did not retain information about players´ previous sports participation and experiences, limiting our interpretation.…”

Section: Discussionsupporting

confidence: 89%

“…Hence, early specialization in many youth sports contexts is the mainstream path for talent development and achievement of professional status in adult sports [ 14 , 15 , 51 ]. However, data in youth soccer [ 52 ] and volleyball [ 53 ] showed children and adolescents engaged in multi-sports developmental programs and/or with a later onset of deliberate practice attained expertise at adult levels. In volleyball, our data concur with observations of the onset of deliberate practice during the pubertal years or even during late pubertal growth [ 53 – 55 ].…”

Section: Discussionmentioning

confidence: 99%

“…However, data in youth soccer [ 52 ] and volleyball [ 53 ] showed children and adolescents engaged in multi-sports developmental programs and/or with a later onset of deliberate practice attained expertise at adult levels. In volleyball, our data concur with observations of the onset of deliberate practice during the pubertal years or even during late pubertal growth [ 53 – 55 ]. Also, the development of expertise in volleyball associated with a later onset of deliberate volleyball practice may benefit from previous multi-sports participation during childhood and early adolescence [ 53 , 54 ], as postulated in the Developmental Model of Sport Participation framework [ 56 ].…”

Section: Discussionmentioning

confidence: 99%

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Multidimensional characteristics of young Brazilian volleyball players: A Bayesian multilevel analysis

et al. 2021

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Brazil has been the benchmark for volleyball performance for at least two decades, providing a unique context to examine expertise development. This study examined the variation in body size, functional capacities, motivation for achievement, competitiveness, and deliberate practice of youth volleyball players associated with differences in biological maturity status, chronological age, and accumulated deliberate volleyball practice, adopting a Bayesian multilevel modeling approach. We considered 68 female and 94 male adolescent players (14.2 years, 90% confidence interval: 12.7 to 16.0). Players were grouped by the onset of deliberate volleyball practice as related to biologic maturation milestones [pre-puberty deliberate practice onset (12% of the sample), mid-puberty deliberate practice onset (51% of the sample), and late-puberty deliberate practice onset (37% of the sample). There was substantial variation in body dimensions and functional performance by gender. There was no variation by gender for motivation for deliberate practice and motivation for achievement and competitiveness. The young volleyball players appeared to be highly motivated and committed to deliberate practice, achievement, and competitiveness. Alignment of chronological age, biological maturation, and accumulated training experience allow more in-depth insights into young volleyball players’ development, providing sounder support for coaches´ decisions.

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Section: Discussionsupporting

confidence: 89%

Section: Discussionmentioning

confidence: 99%

Section: Discussionmentioning

confidence: 99%

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Multidimensional characteristics of young Brazilian volleyball players: A Bayesian multilevel analysis

et al. 2021

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“…In research studies, sport activities were therefore typically structured by the unambiguous criteria of sport-specificity and supervision. 17–56…”

Section: Introductionmentioning

confidence: 99%

Coach-assessed skill learning progress of youth soccer players correlates with earlier childhood practice in other sports

Güllich

Cronauer

Diehl

et al. 2020

International Journal of Sports Science & Coaching

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The hypothesis that sport-specific skill learning is correlated with earlier childhood multi-sport practice experiences was empirically studied among youth soccer players. Fourteen youth soccer coaches (38.1 ± 12.0 years) evaluated 100 youth players (11.8 ± 0.7 years) regarding their progress in soccer-specific skill learning through the course of a one-year season. The players completed a questionnaire recording their earlier and current participation in coach-led practice and youth-led play in soccer and in other sports. Reliability of the coach rating and of players’ reported sport activities ranged 0.83 ≤ rtt ≤ 1.00. Analyses revealed that the progress of the youth players in soccer-specific skill learning was not significantly correlated with their earlier or current amounts of coach-led soccer practice (–0.07 ≤ rs ≤ 0.07), youth-led soccer play (0.01 ≤ rs ≤ 0.08), or youth-led play in other sports (0.13 ≤ rs ≤ 0.22). Progress in soccer-specific skill learning was significantly correlated with the accumulated years and hours of earlier (but not current) coach-led practice in other sports (0.54 ≤ rs ≤ 0.57). A binary logistic regression accurately classified 83% of players with better and poorer learning progress based on earlier years and hours of practice in other sports. The observations suggest that earlier practice experiences in other sports had a lagged effect in interaction with later soccer practice and facilitated skill learning in soccer-specific practice.

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“…Finally, concerning research on player performance evaluation, Mendes et al . () used Bayesian multilevel models to analyse sports activities of élite adult Brazilian players whereas Hass and Craig () implemented a plus–minus approach to obtain volleyball players’ evaluation metrics.…”

Section: Introductionmentioning

confidence: 99%

A Bayesian Quest for Finding a Unified Model for Predicting Volleyball Games

Egidi

Ntzoufras

2020

Journal of the Royal Statistical Society Series C: Applied Statistics

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Volleyball is a team sport with unique and specific characteristics. We introduce a new two-level hierarchical Bayesian model which accounts for these volleyball-specific characteristics. In the first level, we model the set outcome with a simple logistic regression model. Conditionally on the winner of the set, in the second level, we use a truncated negative binomial distribution for the points earned by the losing team. An additional Poisson-distributed inflation component is introduced to model the extra points played in the case that the two teams have a point difference less than two points. The number of points of the winner within each set is deterministically specified by the winner of the set and the points of the inflation component. The team-specific abilities and the home effect are used as covariates on all layers of the model (set, point and extra inflated points). The implementation of the proposed model on the Italian SuperLega 2017-2018 data shows exceptional reproducibility of the final league table and satisfactory predictive ability.

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Retrospective analysis of accumulated structured practice: A Bayesian multilevel analysis of elite Brazilian volleyball players

Cited by 20 publications

References 45 publications

Multidimensional characteristics of young Brazilian volleyball players: A Bayesian multilevel analysis

Multidimensional characteristics of young Brazilian volleyball players: A Bayesian multilevel analysis

Coach-assessed skill learning progress of youth soccer players correlates with earlier childhood practice in other sports

A Bayesian Quest for Finding a Unified Model for Predicting Volleyball Games

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