John Warmenhoven

Data Science Fellow
ADFA Post-Doctoral Fellow

I'm a data science researcher interested in communication and knowledge transfer of different analytical concepts between theoretical and applied areas of work. From an applied perspective this includes human movement research, clinical orthopaedic research, talent identification and development, high performance sports coaching and business contexts. I enjoy the role that data-science plays in assisting the disciplinary practices of applied research fields, with a particular interest in applied statistics.

Journal articles
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Cushion EJ; Warmenhoven J; North JS; Cleather DJ, 2021, 'Task Demand Changes Motor Control Strategies in Vertical Jumping', Journal of Motor Behavior, vol. 53, pp. 471 - 482, http://dx.doi.org/10.1080/00222895.2020.1797621
2021
Thomas C; Dos'Santos T; Warmenhoven J; Jones PA, 2021, 'Between-Limb Differences During 180° Turns in Female Soccer Players: Application of Statistical Parametric Mapping.', J Strength Cond Res, http://dx.doi.org/10.1519/JSC.0000000000004022
2021
Hughes S; Warmenhoven J; Haff GG; Chapman DW; Nimphius S, 2021, 'Countermovement Jump and Squat Jump Force-Time Curve Analysis in Control and Fatigue Conditions', Journal of Strength and Conditioning Research, vol. Publish Ahead of Print, http://dx.doi.org/10.1519/jsc.0000000000003955
2021
Warmenhoven J; Bargary N; Liebl D; Harrison A; Robinson MA; Gunning E; Hooker G, 2021, 'PCA of waveforms and functional PCA: A primer for biomechanics.', J Biomech, vol. 116, pp. 110106, http://dx.doi.org/10.1016/j.jbiomech.2020.110106
2021
Warmenhoven J; Weissensteiner JR; MacMahon C, 2021, '"It takes a village": the sources and types of support in development of male cricket players.', J Sci Med Sport, vol. 24, pp. 164 - 170, http://dx.doi.org/10.1016/j.jsams.2020.07.010
2021
Sainani KL; Borg DN; Caldwell AR; Butson ML; Tenan MS; Vickers AJ; Vigotsky AD; Warmenhoven J; Nguyen R; Lohse KR; Knight EJ; Bargary N, 2021, 'Call to increase statistical collaboration in sports science, sport and exercise medicine and sports physiotherapy', British Journal of Sports Medicine, vol. 55, pp. 118 - 122, http://dx.doi.org/10.1136/bjsports-2020-102607
2021
Rogers SA; Hassmén P; Alcock A; Gilleard WL; Warmenhoven JS, 2020, 'Intervention strategies for enhancing movement competencies in youth athletes: A narrative systematic review', International Journal of Sports Science & Coaching, vol. 15, pp. 256 - 272, http://dx.doi.org/10.1177/1747954119900664
2020
Lynch JT; Perriman DM; Scarvell JM; Pickering MR; Warmenhoven J; Galvin CR; Neeman T; Besier TF; Smith PN, 2020, 'Shape is only a weak predictor of deep knee flexion kinematics in healthy and osteoarthritic knees', Journal of Orthopaedic Research, vol. 38, pp. 2250 - 2261, http://dx.doi.org/10.1002/jor.24622
2020
Rogers SA; Hassmén P; Roberts AH; Alcock A; Gilleard WL; Warmenhoven JS, 2020, 'Movement competency training delivery: At school or online? A pilot study of high-school athletes', Sports, vol. 8, http://dx.doi.org/10.3390/sports8040039
2020
Stephens JM; Chapman DW; Tate K; Warmenhoven J, 2020, 'A drop landing screening approach to monitor an individual using functional data analysis: An ACL injury case study', Journal of Science and Medicine in Sport, vol. 23, pp. 241 - 245, http://dx.doi.org/10.1016/j.jsams.2019.03.010
2020
Kipp K; Cunanan AJ; Warmenhoven J, 2020, 'Bivariate functional principal component analysis of barbell trajectories during the snatch.', Sports Biomech, pp. 1 - 11, http://dx.doi.org/10.1080/14763141.2020.1820074
2020
Warmenhoven J; Weissensteiner JR; MacMahon C, 2020, '"Dad! Let's go have a hit…": Sources and types of support in female cricket players.', J Sci Med Sport, vol. 23, pp. 991 - 998, http://dx.doi.org/10.1016/j.jsams.2020.03.012
2020
Verheul J; Warmenhoven J; Lisboa P; Gregson W; Vanrenterghem J; Robinson MA, 2019, 'Identifying generalised segmental acceleration patterns that contribute to ground reaction force features across different running tasks.', J Sci Med Sport, vol. 22, pp. 1355 - 1360, http://dx.doi.org/10.1016/j.jsams.2019.07.006
2019
Cushion EJ; Warmenhoven J; North JS; Cleather DJ, 2019, 'Principal Component Analysis Reveals the Proximal to Distal Pattern in Vertical Jumping Is Governed by Two Functional Degrees of Freedom.', Front Bioeng Biotechnol, vol. 7, pp. 193, http://dx.doi.org/10.3389/fbioe.2019.00193
2019
Trejo Ramírez MP; Wheat J; James D; Warmenhoven J; Hamilton N, 2019, 'Evaluation of the effects of traction on ankle kinematics during a side cut using bfPCA', Footwear Science, vol. 11, pp. S25 - S27, http://dx.doi.org/10.1080/19424280.2019.1606059
2019
Kenneally-Dabrowski C; Brown NAT; Warmenhoven J; Serpell BG; Perriman D; Lai AKM; Spratford W, 2019, 'Late swing running mechanics influence hamstring injury susceptibility in elite rugby athletes: A prospective exploratory analysis.', J Biomech, vol. 92, pp. 112 - 119, http://dx.doi.org/10.1016/j.jbiomech.2019.05.037
2019
Rogers SA; Hassmén P; Roberts AH; Alcock A; Gilleard WL; Warmenhoven JS, 2019, 'Development and Reliability of an Athlete Introductory Movement Screen for Use in Emerging Junior Athletes.', Pediatr Exerc Sci, vol. 31, pp. 448 - 457, http://dx.doi.org/10.1123/pes.2018-0244
2019
Warmenhoven J; Cobley S; Draper C; Harrison A; Bargary N; Smith R, 2019, 'Bivariate functional principal components analysis: considerations for use with multivariate movement signatures in sports biomechanics', Sports Biomechanics, vol. 18, pp. 10 - 27, http://dx.doi.org/10.1080/14763141.2017.1384050
2019
Warmenhoven J; Cobley S; Draper C; Harrison A; Bargary N; Smith R, 2019, 'Considerations for the use of functional principal components analysis in sports biomechanics: examples from on-water rowing', Sports Biomechanics, vol. 18, pp. 317 - 341, http://dx.doi.org/10.1080/14763141.2017.1392594
2019
Walker C; Warmenhoven J; Sinclair PJ; Cobley S, 2019, 'The application of inertial measurement units and functional principal component analysis to evaluate movement in the forward 3½ pike somersault springboard dive', Sports Biomechanics, vol. 18, pp. 146 - 162, http://dx.doi.org/10.1080/14763141.2019.1574887
2019
Warmenhoven J; Smith R; Draper C; Harrison AJ; Bargary N; Cobley S, 2018, 'Force coordination strategies in on-water single sculling: Are asymmetries related to better rowing performance?', Scandinavian Journal of Medicine and Science in Sports, vol. 28, pp. 1379 - 1388, http://dx.doi.org/10.1111/sms.13031
2018
Warmenhoven J; Harrison A; Robinson MA; Vanrenterghem J; Bargary N; Smith R; Cobley S; Draper C; Donnelly C; Pataky T, 2018, 'A force profile analysis comparison between functional data analysis, statistical parametric mapping and statistical non-parametric mapping in on-water single sculling', Journal of Science and Medicine in Sport, vol. 21, pp. 1100 - 1105, http://dx.doi.org/10.1016/j.jsams.2018.03.009
2018
Warmenhoven J; Cobley S; Draper C; Smith R, 2018, 'Over 50 Years of Researching Force Profiles in Rowing: What Do We Know?', Sports Medicine, vol. 48, pp. 2703 - 2714, http://dx.doi.org/10.1007/s40279-018-0992-3
2018
Warmenhoven J; Cobley S; Draper C; Harrison A; Bargary N; Smith R, 2018, 'How gender and boat-side affect shape characteristics of force–angle profiles in single sculling: Insights from functional data analysis', Journal of Science and Medicine in Sport, vol. 21, pp. 533 - 537, http://dx.doi.org/10.1016/j.jsams.2017.08.010
2018
Warmenhoven J; Cobley S; Draper C; Harrison AJ; Bargary N; Smith R, 2017, 'Assessment of propulsive pin force and oar angle time-series using functional data analysis in on-water rowing', Scandinavian Journal of Medicine and Science in Sports, vol. 27, pp. 1688 - 1696, http://dx.doi.org/10.1111/sms.12871
2017
Serpell BG; Scarvell JM; Pickering MR; Ball NB; Perriman D; Warmenhoven J; Smith PN, 2016, 'Vertical stiffness is not related to anterior cruciate ligament elongation in professional rugby union players', BMJ Open Sport and Exercise Medicine, vol. 2, pp. e000150, http://dx.doi.org/10.1136/bmjsem-2016-000150
2016
Serpell BG; Scarvell JM; Pickering MR; Ball NB; Newman P; Perriman D; Warmenhoven J; Smith PN, 2015, 'Medial and lateral hamstrings and quadriceps co-activation affects knee joint kinematics and ACL elongation: A pilot study Rehabilitation, physical therapy and occupational health', BMC Musculoskeletal Disorders, vol. 16, http://dx.doi.org/10.1186/s12891-015-0804-y
2015

2015 1st Prize ISBS New Investigator Award – International Society of Biomechanics in Sport
2013 Australian Postgraduate Award – Australian Research Council
2012 Future Scientist Award – International Society of Biomechanics in Sport
2011 Applied Research Award – Exercise and Sport Science Australia ACT Branch Award
2010 Australian Institute of Sport Prize – University of Canberra Sport Science Award