Home advantage and the influence of officiating decisions A current review of the literature and strategies for reducing referee bias

Main Article Content

Simcha Avugos
https://orcid.org/0000-0001-5122-1629

Abstract

Even after decades of research, it is largely unclear how the various factors that cause the home advantage act and interact with one another. This paper provides an updated narrative review of the home advantage in sports, with a particular interest in the impact of refereeing. We used multiple sources for data collection and limited our search to peer-reviewed journals. Detailed information was extracted and documented from each of the retrieved articles. Bibliometric data were also calculated and assessed to evaluate the evolution of research in this field. The findings of this review show that home advantage is elevated in certain type of sports and due to properties of the crowd. In particular, the social pressure of the home crowds has direct and indirect effects on both home advantage and referee bias. Studies on games played in empty stadiums provided significant evidence for a reduced referee bias, and a decline in athlete-related variables. Several potential directions for future research emerged from this review. More research on the home advantage in women's sports, in individual sports, and at lower levels of play is warranted. These efforts will contribute to further extend our understanding of this fascinating phenomenon.

Article Details

How to Cite
Avugos, S. (2024). Home advantage and the influence of officiating decisions: A current review of the literature and strategies for reducing referee bias. Scientific Journal of Sport and Performance, 3(2), 188–219. https://doi.org/10.55860/DUBO8273
Section
Review Paper
Author Biography

Simcha Avugos, Wingate Institute

School of Human Movement and Sport Sciences. Academic Center Levinsky-Wingate – Wingate Campus.

References

Agnew, G. A., & Carron, A. V. (1994). Crowd effects and the home advantage. International Journal of Sport Psychology, 25(1), 53-62.

Albanese, A., Baert, S., & Verstraeten, O. (2020). Twelve eyes see more than eight: Referee bias and the introduction of additional assistant referees in soccer. PLoS ONE, 15(2): e0227758. https://doi.org/10.1371/journal.pone.0227758 DOI: https://doi.org/10.1371/journal.pone.0227758

Allen, M. S., & Jones, M. V. (2014). The "home advantage" in athletic competitions. Current Directions in Psychological Science, 23(1), 48-53. https://doi.org/10.1177/0963721413513267 DOI: https://doi.org/10.1177/0963721413513267

Almeida, C. H., & Leite, W. S. (2021). Professional football in times of COVID-19: Did the home advantage effect disappear in European domestic leagues? Biology of Sport, 38(4), 693-701. https://doi.org/10.5114/biolsport.2021.104920 DOI: https://doi.org/10.5114/biolsport.2021.104920

Alonso, E., Lorenzo, A., Ribas, C., & Gómez, M. A. (2022). Impact of COVID-19 pandemic on home advantage in different European professional basketball leagues. Perceptual and Motor Skills, 129(2), 328-342. https://doi.org/10.1177/00315125211072483 DOI: https://doi.org/10.1177/00315125211072483

Anders, A., & Rotthoff, K. W. (2011). Yellow cards: Do they matter? Journal of Quantitative Analysis in Sports, 7(1), Article 9. https://doi.org/10.2202/1559-0410.1286 DOI: https://doi.org/10.2202/1559-0410.1286

Anders, A., & Rotthoff, K. W. (2014). Is home-field advantage driven by the fans? Evidence from across the ocean. Applied Economics Letters, 21(16), 1165-1168. https://doi.org/10.1080/13504851.2014.914139 DOI: https://doi.org/10.1080/13504851.2014.914139

Anderson, M., Wolfson, S., Neave, N., & Moss, M. (2012). Perspectives on the home advantage: A comparison of football players, fans and referees. Psychology of Sport and Exercise, 13(3), 311-316. https://doi.org/10.1016/j.psychsport.2011.11.012 DOI: https://doi.org/10.1016/j.psychsport.2011.11.012

Arboix-Alió, J., Trabal, G., Buscà, B., Peña, J., Arboix, A., & Hileno, R. (2022). The behaviour of home advantage during the COVID-19 pandemic in European rink hockey leagues. International Journal of Environmental Research and Public Health, 19(1), Article 228. https://doi.org/10.3390/ijerph19010228 DOI: https://doi.org/10.3390/ijerph19010228

Armatas, V., & Pollard, R. (2014). Home advantage in Greek football. European Journal of Sport Science, 14(2), 116-122. https://doi.org/10.1080/17461391.2012.736537 DOI: https://doi.org/10.1080/17461391.2012.736537

Avugos, S., MacMahon, C., Bar-Eli, M., & Raab, M. (2021). Inter-individual differences in sport refereeing: A review of theory and practice. Psychology of Sport and Exercise, 55(1), Article 101926. https://doi.org/10.1016/j.psychsport.2021.101926 DOI: https://doi.org/10.1016/j.psychsport.2021.101926

Balmer, N. J., Nevill, A. M., & Lane, A. M. (2005). Do judges enhance home advantage in European championship boxing? Journal of Sports Sciences, 23(4), 409-416. https://doi.org/10.1080/02640410400021583 DOI: https://doi.org/10.1080/02640410400021583

Balmer, N. J., Nevill, A. M., Lane, A. M., Ward, P., Williams, A. M., & Fairclough, S. H. (2007). Influence of crowd noise on soccer refereeing consistency in soccer. Journal of Sport Behavior, 30(2), 130-145.

Balmer, N. J., Nevill, A. M., & Williams, A. M. (2001). Home advantage in the Winter Olympics (1908-1998). Journal of Sports Sciences, 19(2), 129-139. https://doi.org/10.1080/026404101300036334 DOI: https://doi.org/10.1080/026404101300036334

Balmer, N. J., Nevill, A. M., & Williams, A. M. (2003). Modelling home advantage in the Summer Olympic Games. Journal of Sports Sciences, 21(6), 469-478. https://doi.org/10.1080/0264041031000101890 DOI: https://doi.org/10.1080/0264041031000101890

Bateup, H. S., Booth, A., Shirtcliff, E. A., & Granger, D. A. (2002). Testosterone, cortisol, and women's competition. Evolution and Human Behavior, 23(3), 181-192. https://doi.org/10.1016/S1090-5138(01)00100-3 DOI: https://doi.org/10.1016/S1090-5138(01)00100-3

Baumeister, R. F., & Steinhilber, A. (1984). Paradoxical effects of supportive audiences on performance under pressure: The home field disadvantage in sports championships. Journal of Personality and Social Psychology, 47(1), 85-93. https://doi.org/10.1037/0022-3514.47.1.85 DOI: https://doi.org/10.1037//0022-3514.47.1.85

Benz, L. S., & Lopez, M. J. (2021). Estimating the change in soccer's home advantage during the Covid-19 pandemic using bivariate Poisson regression. AStA-Advances in Statistical Analysis, 66(2), Article 6. https://doi.org/10.1007/s10182-021-00413-9 DOI: https://doi.org/10.1007/s10182-021-00413-9

Bilalić, M., Gula, B., & Vaci, N. (2021). Home advantage mediated (HAM) by referee bias and team performance during covid. Scientific Reports, 11(1), Article 21558. https://doi.org/10.1038/s41598-021-00784-8 DOI: https://doi.org/10.1038/s41598-021-00784-8

Boyko, R. H., Boyko, A. R., & Boyko, M. G. (2007). Referee bias contributes to the home advantage in English Premiership football. Journal of Sports Sciences, 25(11), 1185-1194. https://doi.org/10.1080/02640410601038576 DOI: https://doi.org/10.1080/02640410601038576

Bray, S. R., & Widmeyer, W. N. (2000). Athletes' perceptions of the home advantage: An investigation of perceived causal factors. Journal of Sport Behavior, 23(1), 1-10.

Bryson, A., Dolton, P., Reade, J. J., Schreyer, D., & Singleton, C. (2021). Causal effects of an absent crowd on performances and refereeing decisions during Covid-19. Economics Letters, 198, Article 109664. https://doi.org/10.1016/j.econlet.2020.109664 DOI: https://doi.org/10.1016/j.econlet.2020.109664

Buraimo, B., Forrest, D., & Simmons, R. (2010). The 12th man? Refereeing bias in English and German soccer. Journal of the Royal Statistical Society, Series A, 173(2), 431-449. https://doi.org/10.1111/j.1467-985X.2009.00604.x DOI: https://doi.org/10.1111/j.1467-985X.2009.00604.x

Buraimo, B., Simmons, R., & Maciaszczyk, M. (2012). Favoritism and referee bias in European soccer: Evidence from the Spanish league and the UEFA Champions league. Contemporary Economic Policy, 30(3), 329-343. https://doi.org/10.1111/j.1465-7287.2011.00295.x DOI: https://doi.org/10.1111/j.1465-7287.2011.00295.x

Bustamante-Sánchez, Á., Gómez, M. A., & Jiménez-Saiz, S. L. (2022). Game location effect in the NBA: A comparative analysis of playing at home, away and in a neutral court during the COVID-19 season. International Journal of Performance Analysis in Sport, 22(3), 370-381. https://doi.org/10.1080/24748668.2022.2062178 DOI: https://doi.org/10.1080/24748668.2022.2062178

Carré, J., Muir, C., Belanger, J., & Putnam, S. K. (2006). Pre-competition hormonal and psychological levels of elite hockey players: Relationship to the 'home advantage'. Physiology and Behavior, 89(3), 392-398. https://doi.org/10.1016/j.physbeh.2006.07.011 DOI: https://doi.org/10.1016/j.physbeh.2006.07.011

Carron, A. V., Loughhead, T. M., & Bray, S. R. (2005). The home advantage in sport competitions: The Courneya and Carron's (1992) conceptual framework a decade later. Journal of Sports Sciences, 23(4), 395-407. https://doi.org/10.1080/02640410400021542 DOI: https://doi.org/10.1080/02640410400021542

Carron, A. V., & Paradis, K. F. (2014). Home advantage. In R. C. Eklund, & G. Tenenbaum (Eds.), Encyclopedia of sport and exercise psychology, part 1 (pp. 350-354). Sage.

Castagna, C., Abt, G., & D'Ottavio, S. (2007). Physiological aspects of soccer refereeing performance and training. Sport Medicine, 37(7), 625-646. https://doi.org/10.2165/00007256-200737070-00006 DOI: https://doi.org/10.2165/00007256-200737070-00006

Chen, J., Zhai, S., Xi, Z., Li, P., & Zhang, S. (2022). Impact of absent crowds on technical and physical performances in the Chinese Soccer Super League. Frontiers in Psychology, 13, Article 959213. https://doi.org/10.3389/fpsyg.2022.959213 DOI: https://doi.org/10.3389/fpsyg.2022.959213

Chiu, Y. C., & Chang, C. K. (2022). Major League Baseball during the COVID-19 pandemic: Does a lack of spectators affect home advantage? Humanities and Social Sciences Communications, 9(1), Article 178. https://doi.org/10.1057/s41599-022-01193-6 DOI: https://doi.org/10.1057/s41599-022-01193-6

Chun, S., & Park, S. S. (2021). Home advantage in skeleton: Familiarity versus crowd support. Journal of Sports Economics, 22(1), 3-26. https://doi.org/10.1177/1527002520936737 DOI: https://doi.org/10.1177/1527002520936737

Collins, J. A., & Fauser, B. C. J. M. (2005). Balancing the strengths of systematic and narrative reviews. Human Reproduction Update, 11(2), 103-104. https://doi.org/10.1093/humupd/dmh058 DOI: https://doi.org/10.1093/humupd/dmh058

Correia-Oliveira, C. R., & Andrade-Souza, V. A. (2021). Home advantage in soccer after the break due to COVID-19 pandemic: Does crowd support matter? International Journal of Sport and Exercise Psychology, 20(4), 1245-1256. https://doi.org/10.1080/1612197X.2021.1934716 DOI: https://doi.org/10.1080/1612197X.2021.1934716

Courneya, K. S., & Carron, A. V. (1990). Batting first versus last: Implications for the home advantage. Journal of Sport and Exercise Psychology, 12(3), 312-316. https://doi.org/10.1123/jsep.12.3.312 DOI: https://doi.org/10.1123/jsep.12.3.312

Courneya, K. S., & Carron, A. V. (1991). Effects of travel and length of home stand/road trip on the home advantage. Journal of Sport and Exercise Psychology, 13(1), 42-49. https://doi.org/10.1123/jsep.13.1.42 DOI: https://doi.org/10.1123/jsep.13.1.42

Courneya, K. S., & Carron, A. V. (1992). The home advantage in sport competitions: A literature review. Journal of Sport and Exercise Psychology, 14(1), 13-27. https://doi.org/10.1123/jsep.14.1.13 DOI: https://doi.org/10.1123/jsep.14.1.13

Couto, B. P., & Sayers, M. G. L. (2023). Crowd social pressure in the Brazilian soccer league: Testing home advantage and referees' bias during the COVID-19 pandemic. International Journal of Sport and Exercise Psychology, 21(4), 673-688. https://doi.org/10.1080/1612197X.2022.2084763 DOI: https://doi.org/10.1080/1612197X.2022.2084763

Cross, J., & Uhrig, R. (2023). Do fans impact sports outcomes? A COVID-19 natural experiment. Journal of Sports Economics, 24(1), 3-27. https://doi.org/10.1177/15270025221100204 DOI: https://doi.org/10.1177/15270025221100204

Dawson, P., Dobson, S., Goddard, J., & Wilson, J. (2007). Are football referees really biased and inconsistent? Evidence on the incidence of disciplinary sanction in the English Premier League. Journal of the Royal Statistical Society: Series A (Statistics in Society), 170(1), 231-250. https://doi.org/10.1111/j.1467-985X.2006.00451.x DOI: https://doi.org/10.1111/j.1467-985X.2006.00451.x

Dawson, P., Massey, P., & Downward, P. (2020). Television match officials, referees, and home advantage: Evidence from the European Rugby Cup. Sport Management Review, 23(3), 443-454. https://doi.org/10.1016/j.smr.2019.04.002 DOI: https://doi.org/10.1016/j.smr.2019.04.002

De Angelis, L., & Reade, J. J. (2023). Home advantage and mispricing in indoor sports' ghost games: The case of European basketball. Annals of Operations Research, 325(1), 391-418. https://doi.org/10.1007/s10479-022-04950-7 DOI: https://doi.org/10.1007/s10479-022-04950-7

Destefanis, S., Addesa, F., & Rossi, G. (2022). The impact of COVID-19 on home advantage: A conditional order-m analysis of football clubs' efficiency in the top-5 European leagues. Applied Economics, 54(58), 6639-6655. https://doi.org/10.1080/00036846.2022.2074361 DOI: https://doi.org/10.1080/00036846.2022.2074361

Di Corrado, D., Pellarin, E., & Agostini, T. A. (2011). The phenomenon of social influence on the football pitch: Social pressure from the crowd on referees' decisions. Review of Psychology, 18(1), 33-36.

Dohmen, T. J. (2008). The influence of social forces: Evidence from the behavior of football referees. Economic Inquiry, 46(3), 411-424. https://doi.org/10.1111/j.1465-7295.2007.00112.x DOI: https://doi.org/10.1111/j.1465-7295.2007.00112.x

Dohmen, T., & Sauermann, J. (2016). Referee bias. Journal of Economic Surveys, 30(4), 679-695. https://doi.org/10.1111/joes.12106 DOI: https://doi.org/10.1111/joes.12106

Dosseville, F., Edoh, K. P., & Molinaro, C. (2016). Sports officials in home advantage phenomenon: A new framework. International Journal of Sport and Exercise Psychology, 14(3), 250-254. https://doi.org/10.1080/1612197X.2015.1023422 DOI: https://doi.org/10.1080/1612197X.2015.1023422

Ehrlich, J., & Potter, J. (2023). Estimating the effect of attendance on home advantage in the National Basketball Association. Applied Economics Letters, 30(11), 1471-1482. https://doi.org/10.1080/13504851.2022.2061898 DOI: https://doi.org/10.1080/13504851.2022.2061898

Endrich, M., & Gesche, T. (2020). Home-bias in referee decisions: Evidence from "ghost matches" during the Covid19-pandemic. Economics Letters, 197, Article 109621. https://doi.org/10.1016/j.econlet.2020.109621 DOI: https://doi.org/10.1016/j.econlet.2020.109621

Erikstad, M. K., & Johansen, B. T. (2020). Referee bias in professional football: Favoritism toward successful teams in potential penalty situations. Frontiers in Sports and Active Living, 2, Article 19. https://doi.org/10.3389/fspor.2020.00019 DOI: https://doi.org/10.3389/fspor.2020.00019

Fazackerley, L. A., Gorman, A. D., Minett, G. M., Caia, J., & Kelly, V. G. (2022). The influence of absent crowds on National Rugby League match player statistics and running metrics. Psychology of Sport and Exercise, 60, Article 102163. https://doi.org/10.1016/j.psychsport.2022.102163 DOI: https://doi.org/10.1016/j.psychsport.2022.102163

Ferraresi, M., & Gucciardi, G. (2021). Who chokes on a penalty kick? Social environment and individual performance during Covid-19 times. Economics Letters, 203, Article 109868. https://doi.org/10.1016/j.econlet.2021.109868 DOI: https://doi.org/10.1016/j.econlet.2021.109868

Ferraresi, M., & Gucciardi, G. (2023). Team performance and the perception of being observed: Experimental evidence from top-level professional football. German Economic Review, 24(1), 1-31. https://doi.org/10.1515/ger-2021-0104 DOI: https://doi.org/10.1515/ger-2021-0104

Fischer, K., & Haucap, J. (2021). Does crowd support drive the home advantage in professional football? Evidence from German ghost games during the COVID-19 pandemic. Journal of Sports Economics, 22(8), 982-1008. https://doi.org/10.1177/15270025211026552 DOI: https://doi.org/10.1177/15270025211026552

Fischer, K., & Haucap, J. (2022). Home advantage in professional soccer and betting market efficiency: The role of spectator crowds. Kyklos, 75(2), 294-316. https://doi.org/10.1111/kykl.12291 DOI: https://doi.org/10.1111/kykl.12291

Fontenla, M., & Izón, G. M. (2018). The effects of referees on the final score in football. Estudios Económicos, 35(70), 79-97. https://doi.org/10.52292/j.estudecon.2018.1098 DOI: https://doi.org/10.52292/j.estudecon.2018.1098

Fothergill, M., Wolfson, S., & Little, L. (2014). A qualitative analysis of perceptions of venue: do professional soccer players and managers concur with the conceptual home advantage framework? International Journal of Sport and Exercise Psychology, 12(4), 316-332. https://doi.org/10.1080/1612197X.2014.932826 DOI: https://doi.org/10.1080/1612197X.2014.932826

Franchini, E., & Takito, M. Y. (2016). Home advantage in combat sports during the Olympic games. Sport Sciences for Health, 12(3), 287-290. https://doi.org/10.1007/s11332-016-0286-9 DOI: https://doi.org/10.1007/s11332-016-0286-9

Furley, P., Schweizer, G., & Memmert, D. (2018). Thin slices of athletes' nonverbal behavior give away game location: Testing the territoriality hypothesis of the home game advantage. Evolutionary Psychology, 16(2), 1-12. https://doi.org/10.1177/1474704918776456 DOI: https://doi.org/10.1177/1474704918776456

Fuxjager, M. J., Mast, G., Becker, E. A., & Marler, C. A. (2009). The 'home advantage' is necessary for a full winner effect and changes in post-encounter testosterone. Hormones and Behavior, 56(2), 214-219. https://doi.org/10.1016/j.yhbeh.2009.04.009 DOI: https://doi.org/10.1016/j.yhbeh.2009.04.009

Garicano, L, Palacios-Huerta, I., & Prendergast, C. (2005). Favoritism under social pressure. Review of Economics and Statistics, 87(2), 208-216. https://doi.org/10.1162/0034653053970267 DOI: https://doi.org/10.1162/0034653053970267

Gelade, G. A. (2015). National culture and home advantage in football. Cross-Cultural Research, 49(3), 281-296. https://doi.org/10.1177/1069397114556055 DOI: https://doi.org/10.1177/1069397114556055

Gershgorn, L., Levental, O., & Basevitch, I. (2021). Home advantage perceptions in elite handball: A comparison among fans, athletes, coaches, and officials. Frontiers in Psychology, 12, Article 782129. https://doi.org/10.3389/fpsyg.2021.782129 DOI: https://doi.org/10.3389/fpsyg.2021.782129

Ghahfarokhi, E. A., Soroush, S., & Hasanbeigi, H. (2022). Investigating the home advantage in the world's prestigious football leagues before and after the outbreak of COVID-19. Revista Brasileira de Futsal e Futebol, 14(57), 119-129.

Goldschmied, N., & Hochuli, R. (2014). Do fans and officials think alike when assessing the home-field advantage? Support for actor-observer asymmetry in the National Football League. Basic and Applied Social Psychology, 36(2), 155-163. https://doi.org/10.1080/01973533.2014.882258 DOI: https://doi.org/10.1080/01973533.2014.882258

Gómez, M. A., Gasperi, L., & Lupo, C. (2016). Performance analysis of game dynamics during the 4th game quarter of NBA close games. International Journal of Performance Analysis in Sport, 15(1), 249-263. https://doi.org/10.1080/24748668.2016.11868884 DOI: https://doi.org/10.1080/24748668.2016.11868884

Gómez-Ruano, M. A., Pollard, R., & Lago-Peñas, C. (Eds.). (2021). Home advantage in sport: Causes and the effect on performance. Routledge. https://doi.org/10.4324/9781003081456 DOI: https://doi.org/10.4324/9781003081456

Gómez, M. A., Pollard, R., & Luis-Pascual, J. C. (2011). Comparison of the home advantage in nine different professional team sports in Spain. Perceptual and Motor Skills, 113(4), 150-156. https://doi.org/10.2466/05.PMS.113.4.150-156 DOI: https://doi.org/10.2466/05.PMS.113.4.150-156

Gong, H. (2022). The effect of the crowd on home bias: Evidence from NBA games during the COVID-19 pandemic. Journal of Sports Economics, 23(7), 950-975. https://doi.org/10.1177/15270025211073337 DOI: https://doi.org/10.1177/15270025211073337

Goumas, C. (2013). Referee expertise and home-team bias in European football. International Journal of Sport Psychology, 44(5), 429-440.

Goumas, C. (2014). Home advantage and referee bias in European football. European Journal of Sport Science, 14(sup1), S243-S249. https://doi.org/10.1080/17461391.2012.686062 DOI: https://doi.org/10.1080/17461391.2012.686062

Greenhalgh, T. (2012). Outside the box: Why are Cochrane reviews so boring? British Journal of General Practice, 62(600), 371. https://doi.org/10.3399/bjgp12X652418 DOI: https://doi.org/10.3399/bjgp12X652418

Greenhalgh, T., Thorne, S., & Malterud, K. (2018). Time to challenge the spurious hierarchy of systematic over narrative reviews? European Journal of Clinical Investigation, 48(6), Article e12931. https://doi.org/10.1111/eci.12931 DOI: https://doi.org/10.1111/eci.12931

Greer, D. L. (1983). Spectator booing and the home advantage: A study of social influence in the basketball arena. Social Psychology Quarterly, 46(3), 252-261. https://doi.org/10.2307/3033796 DOI: https://doi.org/10.2307/3033796

Guérette, J., Blais, C., & Fiset, D. (2021). The absence of fans removes the home advantage associated with penalties called by National Hockey League referees. PLoS ONE, 16(8): e0256568. https://doi.org/10.1371/journal.pone.0256568 DOI: https://doi.org/10.1371/journal.pone.0256568

Han, B., Chen, Q., Lago-Peñas, C., Wang, C., & Liu, T. (2020). The influence of the video assistant referee on the Chinese Super League. International Journal of Sports Science and Coaching, 15(5-6), 662-668. https://doi.org/10.1177/1747954120938984 DOI: https://doi.org/10.1177/1747954120938984

Harb-Wu, K., & Krumer, A. (2019). Choking under pressure in front of a supportive audience: Evidence from professional biathlon. Journal of Economic Behavior and Organization, 166(2), 246-262. https://doi.org/10.1016/j.jebo.2019.09.001 DOI: https://doi.org/10.1016/j.jebo.2019.09.001

Hegarty, T. (2021). Information and price efficiency in the absence of home crowd advantage. Applied Economics Letters, 28(21), 1902-1907. https://doi.org/10.1080/13504851.2021.1883525 DOI: https://doi.org/10.1080/13504851.2021.1883525

Helsen, W., MacMahon, C., & Spitz, J. (2019). Decision making in match officials and judges. In M. Williams, & R. Jackson (Eds.), Anticipation and decision-making in sport (pp. 250-266). Routledge. https://doi.org/10.4324/9781315146270-14 DOI: https://doi.org/10.4324/9781315146270-14

Higgs, N., & Stavness, I. (2021). Bayesian analysis of home advantage in North American professional sports before and during COVID-19. Scientific Reports, 11(1), Article 14521. https://doi.org/10.1038/s41598-021-93533-w DOI: https://doi.org/10.1038/s41598-021-93533-w

Hill, Y., & Van Yperen, N. W. (2021). Losing the home field advantage when playing behind closed doors during COVID-19: Change or chance? Frontiers in Psychology, 12, Article 658452. https://doi.org/10.3389/fpsyg.2021.658452 DOI: https://doi.org/10.3389/fpsyg.2021.658452

Hüttermann, S., Helsen, W. F., Put, K., & Memmert, D. (2018). Does visual attention impact on decision making in complex dynamic events? Journal of Sport and Exercise Psychology, 40(3), 163-166. https://doi.org/10.1123/jsep.2017-0169 DOI: https://doi.org/10.1123/jsep.2017-0169

Jamieson, J. P. (2010). The home field advantage in athletics: A meta-analysis. Journal of Applied Social Psychology, 40(7), 1819-1848. https://doi.org/10.1111/j.1559-1816.2010.00641.x DOI: https://doi.org/10.1111/j.1559-1816.2010.00641.x

Jehue, R., Street, D., & Huizenga, R. (1993). Effect of time zone and game time changes on team performance: National Football League. Medicine and Science in Sports and Exercise, 25(1), 127-131. https://doi.org/10.1249/00005768-199301000-00017 DOI: https://doi.org/10.1249/00005768-199301000-00017

Jiang, J., Ge, H., & Cui, Y. (2022). Effect of tournament format change on team performance of Chinese Football Super League during COVID-19 pandemic. RICYDE-Revista International de Ciencias del Deporte, 18(68), 72-85. https://doi.org/10.5232/ricyde2022.06801 DOI: https://doi.org/10.5232/ricyde2022.06801

Johnston, R. (2008). On referee bias, crowd size, and home advantage in the English soccer Premiership. Journal of Sports Sciences, 26(6), 563-568. https://doi.org/10.1080/02640410701736780 DOI: https://doi.org/10.1080/02640410701736780

Jones, M. B. (2013). The home advantage in individual sports: An augmented review. Psychology of Sport and Exercise, 14(3), 397-404. https://doi.org/10.1016/j.psychsport.2013.01.002 DOI: https://doi.org/10.1016/j.psychsport.2013.01.002

Jones, M. B. (2018). Differences in home advantage between sports. Psychology of Sport and Exercise, 34(3), 61-69. https://doi.org/10.1016/j.psychsport.2017.07.012 DOI: https://doi.org/10.1016/j.psychsport.2017.07.012

Koning, R. H. (2005). Home advantage in speed skating: Evidence from individual data. Journal of Sports Sciences, 23(4), 417-427. https://doi.org/10.1080/02640410400021625 DOI: https://doi.org/10.1080/02640410400021625

Koning, R. H. (2011). Home advantage in professional tennis. Journal of Sports Sciences, 29(1), 19-27. https://doi.org/10.1080/02640414.2010.516762 DOI: https://doi.org/10.1080/02640414.2010.516762

Krumer, A. (2017). On winning probabilities, weight categories, and home advantage in professional judo. Journal of Sports Economics, 18(1), 77-96. https://doi.org/10.1177/1527002514560576 DOI: https://doi.org/10.1177/1527002514560576

Krumer, A., & Smith, V. A. O. (2023). The effect of COVID-19 on home advantage in women's soccer: Evidence from Swedish Damallsvenskan. American Behavioral Scientist, 67(10), 1168-1178. https://doi.org/10.1177/00027642221118259 DOI: https://doi.org/10.1177/00027642221118259

Laborde, S., Dosseville, F., & Raab, M. (2013). Emotions and decision making in sports: Introduction, comprehensive approach, and vision for the future. International Journal of Sport and Exercise Psychology, 11(2), 143-150. https://doi.org/10.1080/1612197X.2013.773686 DOI: https://doi.org/10.1080/1612197X.2013.773686

Lago-Peñas, C., & Gómez-López, M. (2016). The Influence of referee bias on extra time in elite soccer matches. Perceptual and Motor Skills, 122(2), 666-677. https://doi.org/10.1177/0031512516633342 DOI: https://doi.org/10.1177/0031512516633342

Lago-Peñas, C., Gómez, M. A., & Pollard, R. (2017). Home advantage in elite soccer matches. A transient effect? International Journal of Performance Analysis in Sport, 17(1-2), 86-95. https://doi.org/10.1080/24748668.2017.1304024 DOI: https://doi.org/10.1080/24748668.2017.1304024

Lago-Peñas, C., & Martín, R. (2007). Determinants of possession of the ball in soccer. Journal of Sports Sciences, 25(9), 969-974. https://doi.org/10.1080/02640410600944626 DOI: https://doi.org/10.1080/02640410600944626

Lago-Peñas, C., Rey, E., & Kalén, A. (2019). How does Video Assistant Referee (VAR) modify the game in elite soccer? International Journal of Performance Analysis in Sport, 19(4), 646-653. https://doi.org/10.1080/24748668.2019.1646521 DOI: https://doi.org/10.1080/24748668.2019.1646521

Lane, A. M., Nevill, A. M., Ahmad, N. S., & Balmer, N. (2006). Soccer referee decision making: 'Shall I blow the whistle?' Journal of Sport Science and Medicine, 5(2), 243-253.

Lee, J., Kim, J., Kim, H., & Lee, J. S. (2022). A Bayesian approach to predict football matches with changed home advantage in spectator-free matches after the COVID-19 break. Entropy, 24(3), Article 366. https://doi.org/10.3390/e24030366 DOI: https://doi.org/10.3390/e24030366

Leitner, M. C., Daumann, F., Follert, F., & Richlan, F. (2022). The cauldron has cooled down: A systematic literature review on home advantage in football during the COVID-19 pandemic from a socio-economic and psychological perspective. Management Review Quarterly, 73(2), 605-633. https://doi.org/10.1007/s11301-021-00254-5 DOI: https://doi.org/10.1007/s11301-021-00254-5

Leitner, M. C., & Richlan, F. (2021a). Analysis system for emotional behavior in football (ASEB-F): Matches of FC Red Bull Salzburg without supporters during the COVID-19 pandemic. Humanities and Social Sciences Communications, 8(1), Article 14. https://doi.org/10.1057/s41599-020-00699-1 DOI: https://doi.org/10.1057/s41599-020-00699-1

Leitner, M. C., & Richlan, F. (2021b). No fans - no pressure: Referees in professional football during the COVID-19 pandemic. Frontiers in Sports and Active Living, 3, Article 720488. https://doi.org/10.3389/fspor.2021.720488 DOI: https://doi.org/10.3389/fspor.2021.720488

Link, D., & Anzer, G. (2022). How the COVID-19 pandemic has changed the game of soccer. International Journal of Sports Medicine, 43(1), 83-93. https://doi.org/10.1055/a-1518-7778 DOI: https://doi.org/10.1055/a-1518-7778

Losak, J. M., & Sabel, J. (2021). Baseball home field advantage without fans in the stands. International Journal of Sport Finance, 16(3), 148-162. https://doi.org/10.32731/IJSF/163.082021.04 DOI: https://doi.org/10.32731/IJSF/163.082021.04

Luehring, F. W. (1923). Comparison between Eastern and Western basketball. The Athletic Journal, 6(2), 5-7.

Macedo-Rego, R. C. (2022). The effect of crowd support: Home advantage in football is reduced during the Coronavirus disease (COVID-19) pandemic. Behaviour, 159(10), 941-959. https://doi.org/10.1163/1568539X-bja10159 DOI: https://doi.org/10.1163/1568539X-bja10159

Mascarenhas, D. R. D., Collins, D., & Mortimer, P. W. (2005). A naturalistic approach to training accurate and coherent decision making in Rugby Union referees. The Sport Psychologist, 19(2), 131-147. https://doi.org/10.1123/tsp.19.2.131 DOI: https://doi.org/10.1123/tsp.19.2.131

Matos, R., Monteiro, D., Antunes, R., Mendes, D., Botas, J., Clemente, J., & Amaro, N. (2021). Home-advantage during COVID-19: An analysis in Portuguese Football League. International Journal of Environmental Research and Public Health, 18(7), Article 3761. https://doi.org/10.3390/ijerph18073761 DOI: https://doi.org/10.3390/ijerph18073761

McCarrick, D., Bilalic, M., Neave, N., & Wolfson, S. (2021). Home advantage during the COVID-19 pandemic: Analyses of European football leagues. Psychology of Sport and Exercise, 56, Article 102013. https://doi.org/10.1016/j.psychsport.2021.102013 DOI: https://doi.org/10.1016/j.psychsport.2021.102013

McCarrick, D., Brewer, G., Lyons, M., Pollet, T. V., & Neave, N. (2020). Referee height influences decision making in British football leagues. BMC Psychology, 8(1), Article 4. https://doi.org/10.1186/s40359-020-0370-4 DOI: https://doi.org/10.1186/s40359-020-0370-4

McGuire, E. J., Courneya, K. S., Widmeyer, W. N., & Carron, A. V. (1992). Aggression as a potential mediator of the home advantage in professional ice hockey. Journal of Sport and Exercise Psychology, 14(2), 148-158. https://doi.org/10.1123/jsep.14.2.148 DOI: https://doi.org/10.1123/jsep.14.2.148

McHill, A., & Chinoy, E. D. (2020). Utilizing the National Basketball Association's COVID-19 restart "bubble" to uncover the impact of travel and circadian disruption on athletic performance. Scientific Reports, 10(1), Article 21827. https://doi.org/10.1038/s41598-020-78901-2 DOI: https://doi.org/10.1038/s41598-020-78901-2

Meier, P. F., Flepp, R., & Franck, E. (2021). Are sports betting markets semi-strong efficient? Evidence from the COVID-19 pandemic. International Journal of Sport Finance, 16(3), 111-126. https://doi.org/10.32731/IJSF/163.082021.01 DOI: https://doi.org/10.32731/IJSF/163.082021.01

Morita, H., & Araki, S. (2023). Social pressure in football matches: An event study of 'Remote Matches' in Japan. Applied Economics Letters, 30(11), 1522-1525. https://doi.org/10.1080/13504851.2022.2066617 DOI: https://doi.org/10.1080/13504851.2022.2066617

Myers, T., & Balmer, N. (2012). The impact of crowd noise on officiating in Muay Thai: Achieving external validity in an experimental setting. Frontiers in Psychology, 3, Article 346. https://doi.org/10.3389/fpsyg.2012.00346 DOI: https://doi.org/10.3389/fpsyg.2012.00346

Myers, T. D., Gilson, T., & Allen, M. S. (2014). Achieving external validity in home advantage research: Generalizing crowd noise effects. Frontiers in Psychology, 5, Article 532. https://doi.org/10.3389/fpsyg.2014.00532 DOI: https://doi.org/10.3389/fpsyg.2014.00532

Neave, N., & Wolfson, S. (2003). Testosterone, territoriality, and the 'home advantage'. Physiology and Behavior, 78(2), 269-275. https://doi.org/10.1016/S0031-9384(02)00969-1 DOI: https://doi.org/10.1016/S0031-9384(02)00969-1

Neave N., & Wolfson S. (2004). The home advantage: Psychological and physiological factors in soccer. In D. Lavalle, J. Thatcher, & M. V. Jones (Eds.), Coping and Emotion in Sport (pp. 127-144). Nova Science.

Nevill, A., Balmer, N., & Williams, M. (1999). Crowd influence on decisions in association football. The Lancet, 353(9162), 1416. https://doi.org/10.1016/S0140-6736(99)01299-4 DOI: https://doi.org/10.1016/S0140-6736(99)01299-4

Nevill, A., Balmer, N. J., & Williams, A. M. (2002). The influence of crowd noise and experience upon refereeing decisions in football. Psychology of Sport and Exercise, 3(4), 261-272. https://doi.org/10.1016/S1469-0292(01)00033-4 DOI: https://doi.org/10.1016/S1469-0292(01)00033-4

Nevill, A. M., & Holder, R. L. (1999). Home advantage in sport: An overview of studies on the advantage of playing at home. Sports Medicine, 28(4), 221-236. https://doi.org/10.2165/00007256-199928040-00001 DOI: https://doi.org/10.2165/00007256-199928040-00001

Nevill, A, Webb, T., & Watts, A. (2013). Improved training of football referees and the decline in home advantage post-WW2. Psychology of Sport and Exercise, 14(2), 220-227. https://doi.org/10.1016/j.psychsport.2012.11.001 DOI: https://doi.org/10.1016/j.psychsport.2012.11.001

Nomura, R. (2022). Influence of crowd size on home advantage in the Japanese football league. Frontiers in Sports and Active Living, 4, Article 927774. https://doi.org/10.3389/fspor.2022.927774 DOI: https://doi.org/10.3389/fspor.2022.927774

Oudejans, R. R. D., Verheijen, R., Bakker, F. C., Gerrits, J. C., Steinbrückner, M., & Beek, P. J. (2000). Errors in judging 'offside' in football. Nature, 404(6773), 33. https://doi.org/10.1038/35003639 DOI: https://doi.org/10.1038/35003639

Pace, A., & Carron, A. V. (1992). Travel and the home advantage. Canadian Journal of Sports Sciences, 17(10), 60-64.

Page, K., & Page, L. (2010). Alone against the crowd: Individual differences in referees' ability to cope under pressure. Journal of Economic Psychology, 31(2), 192-199. https://doi.org/10.1016/j.joep.2009.08.007 DOI: https://doi.org/10.1016/j.joep.2009.08.007

Paulauskas, R., Stumbras, M., Coutinho, D., & Figueira, B. (2022). Exploring the impact of the COVID-19 pandemic in Euroleague Basketball. Frontiers in Psychology, 13, Article 979518. https://doi.org/10.3389/fpsyg.2022.979518 DOI: https://doi.org/10.3389/fpsyg.2022.979518

Pettersson-Lidborn, P., & Priks, M. (2010). Behavior under social pressure: Empty Italian stadiums and referee bias. Economics Letters, 108(2), 212-214. https://doi.org/10.1016/j.econlet.2010.04.023 DOI: https://doi.org/10.1016/j.econlet.2010.04.023

Piancastelli, L. S. C., Friel, N., Barreto-Souza, W., & Ombao, H. (2023). Multivariate Conway-Maxwell-Poisson distribution: Sarmanov method and doubly intractable Bayesian inference. Journal of Computational and Graphical Statistics, 32(2), 483-500. https://doi.org/10.1080/10618600.2022.2116443 DOI: https://doi.org/10.1080/10618600.2022.2116443

Plessner, H., & Haar, T. (2006). Sports performance judgments from a social cognition perspective. Psychology of Sport and Exercise, 7(6), 555-575. https://doi.org/10.1016/j.psychsport.2006.03.007 DOI: https://doi.org/10.1016/j.psychsport.2006.03.007

Pollard, R. (1986). Home advantage in soccer: A retrospective analysis. Journal of Sports Sciences, 4(3), 237-248. https://doi.org/10.1080/02640418608732122 DOI: https://doi.org/10.1080/02640418608732122

Pollard, R. (2002). Evidence of a reduced home advantage when a team moves to a new stadium. Journal of Sports Sciences, 20(12), 969-973. https://doi.org/10.1080/026404102321011724 DOI: https://doi.org/10.1080/026404102321011724

Pollard, R. (2006). Home advantage in soccer: Variations in its magnitude and a literature review of the inter-related factors associated with its existence. Journal of Sport Behavior, 29(2), 169-189.

Pollard, R. (2008). Home advantage in football: A current review of an unsolved puzzle. The Open Sports Sciences Journal, 1(1), 12-14. https://doi.org/10.2174/1875399X00801010012 DOI: https://doi.org/10.2174/1875399X00801010012

Pollard, R., & Gómez, M. A. (2014). Comparison of home advantage in men's and women's football leagues in Europe. European Journal of Sport Science, 14(S1), S77-S83. https://doi.org/10.1080/17461391.2011.651490 DOI: https://doi.org/10.1080/17461391.2011.651490

Pollard, R., & Pollard, G. (2005). Long-term trends in home advantage in professional team sports in North America and England (1876-2003). Journal of Sports Sciences, 23(4), 337-350. https://doi.org/10.1080/02640410400021559 DOI: https://doi.org/10.1080/02640410400021559

Pollard, R., Prieto, J., & Gómez, M. A. (2017). Global differences in home advantage by country, sport and sex. International Journal of Performance Analysis in Sport, 17(4), 586-599. https://doi.org/10.1080/24748668.2017.1372164 DOI: https://doi.org/10.1080/24748668.2017.1372164

Ponzo, M., & Scoppa, V. (2018). Does the home advantage depend on crowd support? Evidence from same-stadium derbies. Journal of Sports Economics, 19(4), 562-582. https://doi.org/10.1177/1527002516665794 DOI: https://doi.org/10.1177/1527002516665794

Poolton, J., Siu, C. M., & Masters, R. (2011). The home team advantage gives football referees something to ruminate about. International Journal of Sports Science and Coaching, 6(4), 545-552. https://doi.org/10.1260/1747-9541.6.4.545 DOI: https://doi.org/10.1260/1747-9541.6.4.545

Price, J., & Wolfers, J. (2010). Racial discrimination among NBA referees. The Quarterly Journal of Economics, 125(4), 1859-1887. https://doi.org/10.1162/qjec.2010.125.4.1859 DOI: https://doi.org/10.1162/qjec.2010.125.4.1859

Prieto, J. (2021). Science mapping: A bibliometric analysis of the home advantage phenomenon in sport. In M. A. Gómez-Ruano, R. Pollard, & C. Lago-Peñas (Eds.), Home advantage in sport: Causes and the effect on performance (pp. 24-30). Routledge. https://doi.org/10.4324/9781003081456-4 DOI: https://doi.org/10.4324/9781003081456-4

Raab, M., Avugos, S., Bar-Eli, M., & MacMahon, C. (2020). The referee's challenge: A threshold process model for decision making in sport games. International Review of Sport and Exercise Psychology, 4(1), 208-228. https://doi.org/10.1080/1750984X.2020.1783696 DOI: https://doi.org/10.1080/1750984X.2020.1783696

Ramchandani, G., & Millar, R. (2023). Investigating the "twelfth man" effect in five European domestic football leagues: A COVID-19 induced natural experiment. Journal of Global Sport Management, 8(4), 928-942. https://doi.org/10.1080/24704067.2021.1951614 DOI: https://doi.org/10.1080/24704067.2021.1951614

Reade, J. J., Schreyer, D., & Singleton, C. (2022). Eliminating supportive crowds reduces referee bias. Economic Inquiry, 60(3), 1416-1436. https://doi.org/10.1111/ecin.13063 DOI: https://doi.org/10.1111/ecin.13063

Ribeiro, L. C., Fonseca, F. S., Costa, G. C. T., Castro, H. O., Santos, P. V. S., & Figueiredo, L. S. (2022). Did the absence of crowd support during the Covid-19 pandemic affect the home advantage in Brazilian elite soccer? Journal of Human Kinetics, 81(1), 251-258. https://doi.org/10.2478/hukin-2022-0047 DOI: https://doi.org/10.2478/hukin-2022-0047

Ribeiro, H. V., Mukherjee, S., & Zeng, X. H. T. (2016). The advantage of playing home in NBA: Microscopic, team-specific and evolving features. PLoS ONE, 11(3): e0152440. https://doi.org/10.1371/journal.pone.0152440 DOI: https://doi.org/10.1371/journal.pone.0152440

Rickman, N., & Witt, R. (2008). Favouritism and financial incentives: A natural experiment. Economica, 75(298), 296-309. https://doi.org/10.1111/j.1468-0335.2007.00605.x DOI: https://doi.org/10.1111/j.1468-0335.2007.00605.x

Romanowich, P. (2012). Home Advantage in retractable-roof baseball stadia. Perceptual and Motor Skills, 115(2), 559-566. https://doi.org/10.2466/06.20.23.PMS.115.5.559-566 DOI: https://doi.org/10.2466/06.20.23.PMS.115.5.559-566

Rovetta, A., & Abate, A. (2021). The impact of cheering on sports performance: Comparison of Serie A statistics before and during COVID-19. Cureus, 13(8), article e 17382. https://doi.org/10.7759/cureus.17382 DOI: https://doi.org/10.7759/cureus.17382

Salminen, S. (1993). The effect of the audience on the home advantage. Perceptual and Motor Skills, 76(3_suppl), 1123-1128. https://doi.org/10.2466/pms.1993.76.3c.1123 DOI: https://doi.org/10.2466/pms.1993.76.3c.1123

Sampaio, J., Lago, C., Casais, L., & Leite, N. (2010). Effects of starting score-line, game location, and quality of opposition in basketball quarter score. European Journal of Sport Science, 10(6), 391-396. https://doi.org/10.1080/17461391003699104 DOI: https://doi.org/10.1080/17461391003699104

Samuel, R. D., Tenenbaum, G., & Galily, Y. (2021). An integrated conceptual framework of decision-making in soccer refereeing. International Journal of Sport and Exercise Psychology, 19(5), 738-760. https://doi.org/10.1080/1612197X.2020.1766539 DOI: https://doi.org/10.1080/1612197X.2020.1766539

Sánchez, R., & García-de-Alcaraz, A. (2021). Crowd effects, territoriality and home advantage: A sociological explanation. In M. A. Gómez-Ruano, R. Pollard, & C. Lago-Peñas (Eds.), Home advantage in sport: Causes and the effect on performance (pp. 51-63). Routledge. https://doi.org/10.4324/9781003081456-7 DOI: https://doi.org/10.4324/9781003081456-7

Sánchez, A. J., & Lavín, J. M. (2020). Home advantage in European soccer without crowd. Soccer & Society, 22(1-2), 152-165. https://doi.org/10.1080/14660970.2020.1830067 DOI: https://doi.org/10.1080/14660970.2020.1830067

Santana H. A. P., Bettega, O. B., & Dellagrana, R. A. (2021). An analysis of Bundesliga matches before and after social distancing by COVID-19. Science and Medicine in Football, 5(sup1), 17-21. https://doi.org/10.1080/24733938.2021.1903540 DOI: https://doi.org/10.1080/24733938.2021.1903540

Sapp, R. M., Spangenburg, E. E., & Hagberg, J. M. (2018). Trends in aggressive play and refereeing among the top five European soccer leagues. Journal of Sports Sciences, 36(12), 1346-1354. https://doi.org/10.1080/02640414.2017.1377911 DOI: https://doi.org/10.1080/02640414.2017.1377911

Schwartz, B., & Barsky, S. F. (1977). The home advantage. Social Forces, 55(3), 641-661. https://doi.org/10.1093/sf/55.3.641 DOI: https://doi.org/10.1093/sf/55.3.641

Scoppa, V. (2008). Are subjective evaluations biased by social factors or connections? An econometric analysis of soccer referee decisions. Empirical Economics, 35(1), 123-140. https://doi.org/10.1007/s00181-007-0146-1 DOI: https://doi.org/10.1007/s00181-007-0146-1

Scoppa, V. (2021). Social pressure in the stadiums: Do agents change behavior without crowd support? Journal of Economic Psychology, 82, Article 102344. https://doi.org/10.1016/j.joep.2020.102344 DOI: https://doi.org/10.1016/j.joep.2020.102344

Sedeaud, A., De Larochelambert, Q., Schipman, J., & Toussaint, J. F. (2021). The COVID-19 pandemic impact on away and home victories in soccer and rugby union. Frontiers in Sports and Active Living, 3, Article 695922. https://doi.org/10.3389/fspor.2021.695922 DOI: https://doi.org/10.3389/fspor.2021.695922

Silva, A. C., Amaral, A. S., Facundo, L. A., Wiprich, M. T., Rechenchosky, L., & Rinaldi, W. (2022). Two years of COVID-19 pandemic: How the Brazilian Serie A Championship was affected by home advantage, performance and disciplinary aspects. International Journal of Environmental Research and Public Health, 19(16), Article 10308. https://doi.org/10.3390/ijerph191610308 DOI: https://doi.org/10.3390/ijerph191610308

Smith, R. (2005). Disconnects between popular discourse and home advantage research: What can fans and media tell us about the home advantage phenomenon? Journal of Sports Sciences, 23(4), 351-364. https://doi.org/10.1080/02640410400021633 DOI: https://doi.org/10.1080/02640410400021633

Sors, F., Grassi, M., Agostini, T., & Murgia, M. (2021). The sound of silence in association football: Home advantage and referee bias decrease in matches played without spectators. European Journal of Sport Science, 21(12), 1597-1605. https://doi.org/10.1080/17461391.2020.1845814 DOI: https://doi.org/10.1080/17461391.2020.1845814

Sors, F., Grassi, M., Agostini, T., & Murgia, M. (2023). The influence of spectators on home advantage and referee bias in national teams matches: Insights from UEFA Nations League. International Journal of Sport and Exercise Psychology, 21(2), 290-305. https://doi.org/10.1080/1612197X.2022.2044367 DOI: https://doi.org/10.1080/1612197X.2022.2044367

Souchon, N., Cabagno, G., Rascle, O., Traclet, A., Dosseville, F., & Maio, G. R. (2009). Referees' decision making about transgressions: The influence of player gender at the highest national level. Psychology of Women Quarterly, 33(4), 445-452. https://doi.org/10.1111/j.1471-6402.2009.01522.x DOI: https://doi.org/10.1111/j.1471-6402.2009.01522.x

Spitz, J., Put, K., Wagemans, J., Williams, A. M., & Helsen, W. F. (2016). Visual search behaviors of association football referees during assessment of foul play situations. Cognitive Research: Principles and Implication, 1(1), Article 12. https://doi.org/10.1186/s41235-016-0013-8 DOI: https://doi.org/10.1186/s41235-016-0013-8

Staufenbiel, K., Lobinger, B., & Strauss, B. (2015). Home advantage in soccer - a matter of expectations, goal setting and tactical decisions of coaches? Journal of Sports Sciences, 33(18), 1932-1941. https://doi.org/10.1080/02640414.2015.1018929 DOI: https://doi.org/10.1080/02640414.2015.1018929

Steinfeldt, H., Dallmeyer, S., & Breuer, C. (2022). The silence of the fans: The impact of restricted crowds on the margin of victory in the NBA. International Journal of Sport Finance, 17(3), 165-177. https://doi.org/10.32731/IJSF/173.082022.04 DOI: https://doi.org/10.32731/IJSF/173.082022.04

Stone, J., Perry, Z. W., & Darley, J. M. (1997). "White men can't jump": Evidence for the perceptual confirmation of racial stereotypes following a basketball game. Basic and Applied Social Psychology, 19(3), 291-306. https://doi.org/10.1207/s15324834basp1903_2 DOI: https://doi.org/10.1207/s15324834basp1903_2

Strauss, B. (2002). The impact of supportive spectator behavior on performance in team sports. International Journal of Sport Psychology, 33(4), 372-390.

Sutter, M., & Kocher, M. G. (2004). Favoritism of agents - the case of referees' home bias. Journal of Economic Psychology, 25(4), 461-469. https://doi.org/10.1016/S0167-4870(03)00013-8 DOI: https://doi.org/10.1016/S0167-4870(03)00013-8

Szabó, D. Z. (2022). The impact of differing audience sizes on referees and team performance from a North American perspective. Psychology of Sport and Exercise, 60, Article 102162. https://doi.org/10.1016/j.psychsport.2022.102162 DOI: https://doi.org/10.1016/j.psychsport.2022.102162

Terry, P. C., Walrond, N., & Carron, A. V. (1998). The influence of game location on athletes' psychological states. Journal of Science and Medicine in Sport, 1(1), 29-37. https://doi.org/10.1016/S1440-2440(98)80006-6 DOI: https://doi.org/10.1016/S1440-2440(98)80006-6

Tilp, M., & Thaller, S. (2020). Covid-19 has turned home advantage into home disadvantage in the German soccer Bundesliga. Frontiers in Sports and Active Living, 2, Article 593499. https://doi.org/10.3389/fspor.2020.593499 DOI: https://doi.org/10.3389/fspor.2020.593499

Torgler, B. (2004). The economics of the FIFA football World Cup. Kyklos, 57(2), 287-300. https://doi.org/10.1111/j.0023-5962.2004.00255.x DOI: https://doi.org/10.1111/j.0023-5962.2004.00255.x

Ungureanu, A. N., Lupo, C., & Brustio, P. R. (2021). A machine learning approach to analyze home advantage during COVID-19 pandemic period with regards to margin of victory and to different tournaments in professional rugby union competitions. International Journal of Environmental Research and Public Health, 18(23), Article 12711. https://doi.org/10.3390/ijerph182312711 DOI: https://doi.org/10.3390/ijerph182312711

Unkelbach, C., & Memmert, D. (2008). Game-management, context-effects and calibration: The case of yellow cards in soccer. Journal of Sport and Exercise Psychology, 30(1), 95-109. https://doi.org/10.1123/jsep.30.1.95 DOI: https://doi.org/10.1123/jsep.30.1.95

Unkelbach, C., & Memmert, D. (2010). Crowd noise as a cue in referee decisions contributes to the home advantage. Journal of Sport and Exercise Psychology, 32(4), 483-498. https://doi.org/10.1123/jsep.32.4.483 DOI: https://doi.org/10.1123/jsep.32.4.483

van Damme, N., & Baert, S. (2019). Home advantage in European international soccer: Which dimension of distance matters? Economics, 13(2019-50), 1-17. https://doi.org/10.5018/economics-ejournal.ja.2019-50 DOI: https://doi.org/10.5018/economics-ejournal.ja.2019-50

van de Ven, N. (2011). Supporters are not necessary for the home advantage: Evidence from same-stadium derbies and games without an audience. Journal of Applied Social Psychology, 41(12), 2785-2792. https://doi.org/10.1111/j.1559-1816.2011.00865.x DOI: https://doi.org/10.1111/j.1559-1816.2011.00865.x

Vandoni, M., Ferraro, O. E., Gatti, A., Marin, L., Giuriato, M., Silvestri, D., Lovecchio, N., Puci, M. V., & Carnevale Pellino, V. (2022). The role of crowd support on home advantage during COVID-19 restrictions on Italian football competitions: Comparison between 2018-19 and 2020-21 seasons of the Italian Serie A and Serie B Championships. Sports, 10(2), Article 17. https://doi.org/10.3390/sports10020017 DOI: https://doi.org/10.3390/sports10020017

van Ours, J. C. (2019). A note on artificial pitches and home advantage in Dutch professional football. Economist, 167(1), 89-103. https://doi.org/10.1007/s10645-019-09332-2 DOI: https://doi.org/10.1007/s10645-019-09332-2

Wallace, H. M., Baumeister, R. F., & Vohs, K. D. (2005). Audience support and choking under pressure: A home disadvantage? Journal of Sports Sciences, 23(4), 429-438. https://doi.org/10.1080/02640410400021666 DOI: https://doi.org/10.1080/02640410400021666

Webb, T. (2021). The future of officiating: Analysing the impact of COVID-19 on referees in world football. Soccer & Society, 22(1-2), 12-18. https://doi.org/10.1080/14660970.2020.1768634 DOI: https://doi.org/10.1080/14660970.2020.1768634

Webb, T., Dicks, M., Thelwell, R., & Nevill, A. (2018). The impact of referee training: Reflections on the reduction of home advantage in association football. Soccer & Society, 19(7), 1024-1037. https://doi.org/10.1080/14660970.2016.1267626 DOI: https://doi.org/10.1080/14660970.2016.1267626

Weston, M. (2015). Match performance of soccer referees: The role of sport science. Movement and Sport Sciences, 87(1), 113-117. https://doi.org/10.3917/sm.087.0113 DOI: https://doi.org/10.3917/sm.087.0113

Winkelmann, D., Deutscher, C., & Oetting, M. (2021). Bookmakers' mispricing of the disappeared home advantage in the German Bundesliga after the COVID-19 break. Applied Economics, 53(26), 3054-3064. https://doi.org/10.1080/00036846.2021.1873234 DOI: https://doi.org/10.1080/00036846.2021.1873234

Wolfson, S., Wakelin, D., & Lewis, M. (2005). Football supporters' perceptions of their role in the home advantage. Journal of Sports Sciences, 23(4), 365-374. https://doi.org/10.1080/02640410400021567 DOI: https://doi.org/10.1080/02640410400021567

Wunderlich, F., Weigelt, M., Rein, R., & Memmert, D. (2021). How does spectator presence affect football? Home advantage remains in European top-class football matches played without spectators during the COVID-19 pandemic. PLoS ONE, 16(3): e0248590. https://doi.org/10.1371/journal.pone.0248590 DOI: https://doi.org/10.1371/journal.pone.0248590

Yi, Q., Gómez, M. A., Liu, H., Gao, B., Wunderlich, F., & Memmert, D. (2020). Situational and positional effects on the technical variation of players in the UEFA Champions League. Frontiers in Psychology, 11, Article 1201. https://doi.org/10.3389/fpsyg.2020.01201 DOI: https://doi.org/10.3389/fpsyg.2020.01201

Zeller, R. A., & Jurkovac, T. (1989). A dome stadium: Does it help the home team in the national football league? Sport Place, 3(3), 36-39.

Zimmer, T. E., Snyder, A., & Bukenya, L. (2021). American baseball fans do not influence game outcomes. Economics Bulletin, 41(2), 741-750.