The method in detail

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In the coming months we will build MELA, dedicated to the mental side of performance. MELA will do two things: objectively measure the athlete’s mental state and train it with targeted exercises. Each session will combine what the athlete does (responses, times, errors) with how their heart and brain will react, thanks to a heart sensor and a headband worn on the head.

Measuring the mental state

With two short, non-invasive tests, the Stroop Test and the Reaction Test, MELA will take a snapshot of the athlete’s mental state at that precise moment: how sharp, ready, focused and in control they will be.

Stroop Test

Colour names will appear on screen written in a different colour from the word. The athlete will indicate the colour, not read the word. The test will measure the ability to ignore distractions, block the instinctive response and decide quickly without losing precision.1

Reaction Test

The athlete will have to respond as quickly as possible to the appearance of a stimulus. The test will measure readiness, consistency of responses, impulse control (anticipated responses) and the maintenance of attention until the end of the trial.2

What it will be for

Psychophysical state

The data will build a picture of the psychophysical state and show whether the athlete is in an optimal mental condition or shows signs of tiredness and fatigue.2,3

Injury prevention

A mentally fatigued athlete reacts more slowly and controls their movements less well. The mental state will enter the assessment of injury risk and will support prevention: the staff will be able to intervene before the problem becomes visible on the field.3,4

A personal reference

Every test will be compared with the athlete’s own history. The more tests are done, the easier it will be to recognise an off day straight away and the effects of workloads, travel and little sleep.2

Objective data for the staff

Coaches, trainers and medical staff will have a measurable indicator of the mental state, to be placed alongside physical and workload data.

Mental state

Sharp
82%
Ready
74%
Focused
66%
In control
78%

Illustrative diagram

Compared with the history

Athlete history

  1. Workload
  2. Travel
  3. Little sleep

Illustrative diagram

A test done once will photograph a moment. The same test repeated consistently will become a training tool.5

Training mental abilities

The mind trains like the body. MELA will offer guided exercises that will work on the mental abilities that make the difference in competition. The same sensors used in the tests will show the athlete, in real time, the effect of what they are doing. Periodic tests will make it possible to verify progress over time.

MELA by discipline

Every sport asks different things of the mind. Here is how MELA will adapt to the needs of each discipline.

Scientific references

  1. 1MacLeod C.M. (1991) — Half a century of research on the Stroop effect: an integrative review

    MacLeod C.M. (1991). Half a century of research on the Stroop effect: an integrative review. Psychological Bulletin.

    Cited in: Stroop Test — Back to the text

  2. 2Basner M. et al. (2011) — Maximizing sensitivity of the Psychomotor Vigilance Test (PVT) to sleep loss

    Basner M., Dinges D.F. (2011). Maximizing sensitivity of the Psychomotor Vigilance Test (PVT) to sleep loss. Sleep.

    Cited in: Reaction Test · What it will be for · Ice hockey · Athletics · Clay shooting · Beyond sport: fighter pilots — Back to the text

  3. 3Smith M.R. et al. (2016) — Mental fatigue impairs soccer-specific decision-making skill

    Smith M.R., Zeuwts L., Lenoir M., Hens N., De Jong L.M.S., Coutts A.J. (2016). Mental fatigue impairs soccer-specific decision-making skill. Journal of Sports Sciences.

    Cited in: What it will be for · Football · Rugby — Back to the text

  4. 4Swanik C.B. et al. (2007) — The relationship between neurocognitive function and noncontact anterior cruciate ligament injuries

    Swanik C.B., Covassin T., Stearne D.J., Schatz P. (2007). The relationship between neurocognitive function and noncontact anterior cruciate ligament injuries. American Journal of Sports Medicine.

    Cited in: What it will be for · Football — Back to the text

  5. 5Staiano W. et al. (2022) — Brain Endurance Training improves physical, cognitive, and multitasking performance in professional football players

    Staiano W., Merlini M., Romagnoli M., Kirk U., Ring C., Marcora S. (2022). Brain Endurance Training improves physical, cognitive, and multitasking performance in professional football players. International Journal of Sports Physiology and Performance.

    Cited in: Measuring the mental state · Resistance to mental fatigue · Football — Back to the text

  6. 6Jiménez Morgan S. et al. (2017) — Effect of heart rate variability biofeedback on sport performance, a systematic review

    Jiménez Morgan S., Molina Mora J.A. (2017). Effect of heart rate variability biofeedback on sport performance, a systematic review. Applied Psychophysiology and Biofeedback.

    Cited in: Cardiac biofeedback · Rugby · Ice hockey · Cycling · Archery · Clay shooting — Back to the text

  7. 7Yu et al. (2025) — The effect of EEG neurofeedback training on sport performance: a systematic review and meta-analysis

    Yu, Cheng, An, Chueh, Wu, Wang, Hung (2025). The effect of EEG neurofeedback training on sport performance: a systematic review and meta-analysis. Scandinavian Journal of Medicine & Science in Sports.

    Cited in: Neurofeedback — Back to the text

  8. 8Landers D.M. et al. (1991) — The influence of electrocortical biofeedback on performance in pre-elite archers

    Landers D.M., Petruzzello S.J., Salazar W., Crews D.J., Kubitz K.A., Gannon T.L., Han M. (1991). The influence of electrocortical biofeedback on performance in pre-elite archers. Medicine and Science in Sports and Exercise.

    Cited in: Neurofeedback · Archery — Back to the text

  9. 9Marcora S.M. et al. (2009) — Mental fatigue impairs physical performance in humans

    Marcora S.M., Staiano W., Manning V. (2009). Mental fatigue impairs physical performance in humans. Journal of Applied Physiology.

    Cited in: Resistance to mental fatigue · Rugby · Athletics — Back to the text

  10. 10Staiano W. et al. (2023) — Brain Endurance Training improves endurance and cognitive performance in road cyclists

    Staiano W. et al. (2023). Brain Endurance Training improves endurance and cognitive performance in road cyclists. Journal of Science and Medicine in Sport.

    Cited in: Resistance to mental fatigue · Cycling — Back to the text

  11. 11Saunders T. et al. (1996) — The effect of stress inoculation training on anxiety and performance

    Saunders T., Driskell J.E., Johnston J.H., Salas E. (1996). The effect of stress inoculation training on anxiety and performance. Journal of Occupational Health Psychology.

    Cited in: Pressure management · Beyond sport: fighter pilots — Back to the text

  12. 12Oudejans R.R.D. et al. (2009) — Training with anxiety has a positive effect on expert perceptual-motor performance under pressure

    Oudejans R.R.D., Pijpers J.R. (2009). Training with anxiety has a positive effect on expert perceptual-motor performance under pressure. Quarterly Journal of Experimental Psychology.

    Cited in: Pressure management · Basketball · Archery — Back to the text

  13. 13Verburgh L. et al. (2014) — Executive functioning in highly talented soccer players

    Verburgh L., Scherder E.J.A., van Lange P.A.M., Oosterlaan J. (2014). Executive functioning in highly talented soccer players. PLoS ONE.

    Cited in: Impulse control · Football · Ice hockey · Clay shooting — Back to the text

  14. 14Martin K. et al. (2016) — Superior inhibitory control and resistance to mental fatigue in professional road cyclists

    Martin K., Staiano W., Menaspà P., Hennessey T., Marcora S., Keegan R., Thompson K.G., Martin D., Halson S., Rattray B. (2016). Superior inhibitory control and resistance to mental fatigue in professional road cyclists. PLoS ONE.

    Cited in: Impulse control · Cycling — Back to the text

  15. 15Holmes P.S. et al. (2001) — The PETTLEP approach to motor imagery

    Holmes P.S., Collins D.J. (2001). The PETTLEP approach to motor imagery. Journal of Applied Sport Psychology.

    Cited in: Visualisation · Basketball · Athletics · Archery — Back to the text

  16. 16Toth A.J. et al. (2020) — Does mental practice still enhance performance? A 24 year follow-up and meta-analytic replication and extension

    Toth A.J., McNeill E., Hayes K., Moran A.P., Campbell M. (2020). Does mental practice still enhance performance? A 24 year follow-up and meta-analytic replication and extension. Psychology of Sport and Exercise.

    Cited in: Visualisation · Basketball · Beyond sport: fighter pilots — Back to the text

  17. 17Hatzigeorgiadis A. et al. (2011) — Self-talk and sports performance: a meta-analysis

    Hatzigeorgiadis A., Zourbanos N., Galanis E., Theodorakis Y. (2011). Self-talk and sports performance: a meta-analysis. Perspectives on Psychological Science.

    Cited in: Self-talk · Clay shooting — Back to the text

  18. 18Blanchfield A.W. et al. (2014) — Talking yourself out of exhaustion: the effects of self-talk on endurance performance

    Blanchfield A.W., Hardy J., De Morree H.M., Staiano W., Marcora S.M. (2014). Talking yourself out of exhaustion: the effects of self-talk on endurance performance. Medicine and Science in Sports and Exercise.

    Cited in: Self-talk · Athletics · Cycling — Back to the text

  19. 19Rupprecht A.G.O. et al. (2024) — The effectiveness of pre-performance routines in sports: a meta-analysis

    Rupprecht A.G.O., Tran U.S., Gröpel P. (2024). The effectiveness of pre-performance routines in sports: a meta-analysis. International Review of Sport and Exercise Psychology.

    Cited in: Pre-performance routine · Rugby · Basketball · Tennis · Athletics · Archery · Clay shooting — Back to the text

  1. 20Bühlmayer L. et al. (2017) — Effects of mindfulness practice on performance-relevant parameters and performance outcomes in sports: a meta-analytical review

    Bühlmayer L., Birrer D., Röthlin P., Faude O., Donath L. (2017). Effects of mindfulness practice on performance-relevant parameters and performance outcomes in sports: a meta-analytical review. Sports Medicine.

    Cited in: Mindfulness — Back to the text

  2. 21Naderi A. et al. (2020) — The effects of a mindfulness-based program on the incidence of injuries in young male soccer players

    Naderi A., Shaabani F., Zandi H.G., Calmeiro L., Brewer B.W. (2020). The effects of a mindfulness-based program on the incidence of injuries in young male soccer players. Journal of Sport and Exercise Psychology.

    Cited in: Mindfulness — Back to the text

  3. 22Ivarsson A. et al. (2015) — It pays to pay attention: a mindfulness-based program for injury prevention with soccer players

    Ivarsson A., Johnson U., Andersen M.B., Fallby J., Altemyr M. (2015). It pays to pay attention: a mindfulness-based program for injury prevention with soccer players. Journal of Applied Sport Psychology.

    Cited in: Mindfulness — Back to the text

  4. 23Mann D.T.Y. et al. (2007) — Perceptual-cognitive expertise in sport: a meta-analysis

    Mann D.T.Y., Williams A.M., Ward P., Janelle C.M. (2007). Perceptual-cognitive expertise in sport: a meta-analysis. Journal of Sport and Exercise Psychology.

    Cited in: Reading the game · Football · Basketball — Back to the text

  5. 24Broadbent D.P. et al. (2015) — Perceptual-cognitive skill training and its transfer to expert performance in the field: future research directions

    Broadbent D.P., Causer J., Williams A.M., Ford P.R. (2015). Perceptual-cognitive skill training and its transfer to expert performance in the field: future research directions. European Journal of Sport Science.

    Cited in: Reading the game · Basketball — Back to the text

  6. 25Vestberg T. et al. (2012) — Executive functions predict the success of top-soccer players

    Vestberg T., Gustafson R., Maurex L., Ingvar M., Petrovic P. (2012). Executive functions predict the success of top-soccer players. PLoS ONE.

    Cited in: Football — Back to the text

  7. 26Patricios J.S. et al. (2023) — Consensus statement on concussion in sport: the 6th International Conference on Concussion in Sport, Amsterdam, October 2022

    Patricios J.S. et al. (2023). Consensus statement on concussion in sport: the 6th International Conference on Concussion in Sport, Amsterdam, October 2022. British Journal of Sports Medicine.

    Cited in: Rugby · Ice hockey — Back to the text

  8. 27Williams A.M. et al. (2002) — Anticipation skill in a real-world task: measurement, training, and transfer in tennis

    Williams A.M., Ward P., Knowles J.M., Smeeton N.J. (2002). Anticipation skill in a real-world task: measurement, training, and transfer in tennis. Journal of Experimental Psychology: Applied.

    Cited in: Tennis — Back to the text

  9. 28Öztürker M. et al. (2025) — Impact of mental fatigue on tennis players’ attention and groundstroke performance

    Öztürker M., Şahan Ç., Erman K.A. (2025). Impact of mental fatigue on tennis players’ attention and groundstroke performance. Frontiers in Psychology.

    Cited in: Tennis — Back to the text

  10. 29Van Raalte J.L. et al. (1994) — The relationship between observable self-talk and competitive junior tennis players’ match performances

    Van Raalte J.L., Brewer B.W., Rivera P.M., Petitpas A.J. (1994). The relationship between observable self-talk and competitive junior tennis players’ match performances. Journal of Sport and Exercise Psychology.

    Cited in: Tennis — Back to the text

  11. 30Guillot A. et al. (2013) — Motor imagery and tennis serve performance: the external focus efficacy

    Guillot A., Desliens S., Rouyer C., Rogowski I. (2013). Motor imagery and tennis serve performance: the external focus efficacy. Journal of Sports Science and Medicine.

    Cited in: Tennis — Back to the text

  12. 31World Athletics — Competition and Technical Rules, Regola tecnica 16 (La partenza)

    World Athletics. Competition and Technical Rules, Regola tecnica 16 (La partenza).

    Cited in: Athletics — Back to the text

  13. 32Robazza C. et al. (1998) — Physiological arousal and performance in elite archers: a field study

    Robazza C., Bortoli L., Nougier V. (1998). Physiological arousal and performance in elite archers: a field study. European Psychologist.

    Cited in: Archery — Back to the text

  14. 33John S. et al. (2011) — The effect of mindfulness meditation on HPA-axis in pre-competition stress in sports performance of elite shooters

    John S., Verma S.K., Khanna G.L. (2011). The effect of mindfulness meditation on HPA-axis in pre-competition stress in sports performance of elite shooters. National Journal of Integrated Research in Medicine.

    Cited in: Clay shooting — Back to the text

  15. 34Enriquez-Geppert S. et al. (2024) — A systematic narrative review of the involvement of executive functions in flying performance of pilots

    Enriquez-Geppert S., Smit D., de Boer M.C., Daneshnia N., Lafont A., Dehais F. (2024). A systematic narrative review of the involvement of executive functions in flying performance of pilots. Frontiers in Neuroergonomics.

    Cited in: Beyond sport: fighter pilots — Back to the text

  16. 35Caldwell J.A. et al. (2009) — Fatigue countermeasures in aviation

    Caldwell J.A., Mallis M.M., Caldwell J.L., Paul M.A., Miller J.C., Neri D.F. (2009). Fatigue countermeasures in aviation. Aviation, Space, and Environmental Medicine.

    Cited in: Beyond sport: fighter pilots — Back to the text

  17. 36Mansikka H. et al. (2016) — Fighter pilots’ heart rate, heart rate variation and performance during instrument approaches

    Mansikka H., Simola P., Virtanen K., Harris D., Oksama L. (2016). Fighter pilots’ heart rate, heart rate variation and performance during instrument approaches. Ergonomics.

    Cited in: Beyond sport: fighter pilots — Back to the text

  18. 37Jha A.P. et al. (2010) — Examining the protective effects of mindfulness training on working memory capacity and affective experience

    Jha A.P., Stanley E.A., Kiyonaga A., Wong L., Gelfand L. (2010). Examining the protective effects of mindfulness training on working memory capacity and affective experience. Emotion.

    Cited in: Beyond sport: fighter pilots — Back to the text