In head-to-head matches, upsets happen when the two archers are of similar level

3 studies · 182 archers measured

ForContextAgainst20142016201820202022202420262016, context, n = 1822014, for2014, against2024, context
Each circle is a study: its position gives the year, its row whether it is for, against or context, its size how many participants it measured. Light circles are studies on other populations or without archers.

That upsets cluster between archers of similar level is more an expected consequence of the format than a measured result. A match is decided over far fewer arrows than the qualification round, and when the two levels are alike a handful of arrows is enough to turn the order round: in the brackets of the first 2013 World Cup stage the higher-ranked archer usually wins, and the upsets show up mainly around ranks 32 and 56, where the bracket brings together archers with close qualification ranks. A 2016 model, checked against 182 major international competitions, reaches the same conclusion by calculation, that with close levels and moderate scores the stronger archer has only a small advantage, and a 2024 analysis of more than six thousand ends finds that the ratio between the two archers' qualification scores is the variable that weighs most on the last arrow of a set. Nobody, however, has counted upsets with a stated definition, and the 2013 study shows that conditions matter too: at the World Championships, with gusts above 20 m/s, roughly the top twenty qualifiers held on in recurve, while in compound many low-ranked archers finished high up, which means upsets between archers far apart in the rankings. That is why the status is contested: the direct evidence is a reading of the graphs in a single study, and it points two ways.

Also phrased as: "upsets in the brackets"; "anyone can win a match"; "the favourite losing to an equal"; "shock eliminations in match play"; "seeds and upsets"

In practice

At competitions people say the bracket is only a lottery between equals: against a much stronger archer you need them to have a bad day, against one of your own level a single poor end is enough to send you out.

Evidence

  • 2014
    For Archers Published later

    Brackets of the first 2013 World Cup stage in Shanghai: the figures show men's recurve and women's compound, and according to the authors the other divisions show the same features. In most matches the archer with the better qualification rank wins, and the upsets show up mainly around ranks 32 and 56, where archers with close ranks meet. The authors attribute this to the small number of arrows in a match compared with qualification. It is a reading of the rank and placing graphs (figures 4 and 5), with no count of upsets.

    Analysis of scores and arrow grouping at major international archery competitions · James L Park, James E Larven

  • 2014
    Against Archers Published later

    At the same 2013 World Championships the matches were shot in gusts measured above 20 m/s. In recurve roughly the top twenty qualifiers still dominated the final placings, while in compound many low-ranked archers reached the high places (figures 20 and 21). The authors link this to the different ways compound archers trigger their release aids. These are upsets between archers far apart in the rankings, not of similar level, in the same study as the previous item.

    Analysis of scores and arrow grouping at major international archery competitions · James L Park, James E Larven

  • 2016
    Context Archers Published later

    A model that uses the qualification score as the measure of level and calculates the probability of winning each match, checked against every major international competition from 2000 to 2014, 182 in all. At the 2012 Olympics, in men's recurve, nine archers ranked between 33rd and 64th won their first match against 8.1 expected by the model, and across the 182 competitions the top eight qualifiers took on average 4.2 of the top eight final places against 4.3 expected. The author concludes that when levels are close and scores moderate the stronger archer has only a small advantage, because a match is decided over few arrows. It is a model checked against totals, not a count of upsets.

    Winning major international target archery competitions · James L Park

  • 2024
    Context Archers Published later

    Arrow-by-arrow data from recurve matches at London 2012, Rio 2016, Tokyo 2020, the 2021 World Championships in Yankton and the 2021 European Grand Prix in Antalya: 6,374 three-arrow ends. In a quasi-Poisson regression on the score of the last arrow of a set, the ratio between an archer's own qualification score and the opponent's has β 0.41 (CI 0.337-0.483; t 11.0; p<0.001), and the authors describe it as the most important variable. The mean ratio is 1.002 (SD 0.057; range 0.648 to 1.543). The study does not count upsets.

    Gender differences in skilled performance under failure competitive environments: evidence from elite archers · Chunhua Li, Yangqing Zhao

Status history

  1. 2014 Contested The first analysis to set qualification against the outcome of matches arrives, using the brackets of the first World Cup stage and the 2013 World Championships. At the World Cup stage the higher-ranked archer usually wins, and the upsets cluster around ranks 32 and 56, where the bracket brings together archers with close qualification ranks; the authors put it down to the small number of arrows in a match. At the World Championships, though, with gusts above 20 m/s, many low-ranked compound archers finished high up, which means upsets between archers far apart in the rankings. The same study therefore points two ways and counts once in favour and once against: contested. It is a reading of the graphs, with no count of upsets.
  2. 2016 Contested A model built on qualification scores, in which the probability of winning a match depends on the gap between the two archers' levels, is checked against 182 major international competitions from 2000 to 2014 and holds up: at the 2012 Olympics nine archers ranked between 33rd and 64th got through the first round against 8.1 expected. The author concludes that with close levels and moderate scores the stronger archer has only a small advantage. It points the way of the claim, but it is a model checked against totals and does not count upsets: context, and the status stays at contested.
  3. 2024 Contested An analysis of 6,374 three-arrow ends, shot in the matches of three Olympic Games, the 2021 World Championships and a European Grand Prix, finds that the ratio between an archer's qualification score and the opponent's is the variable that weighs most on the last arrow of a set (β 0.41). It also shows that in the brackets the two archers are nearly always close: the mean ratio is 1.002, with a standard deviation of 0.057. It does not, however, count who wins the match, so it says nothing about where upsets fall: it is context, and the status stays at contested.

Related

Related articles

Research lines

Cite
APA

Campagna, M. (2026). In head-to-head matches, upsets happen when the two archers are of similar level (Version 3). In Evidence Registry. Retrieved 16 October 2026, from https://matteocampagna.com/en/registry/competition/upsets-head-to-head-matches

BibTeX
@misc{campagna2026_sorpresescontridiretti,
  author = {Campagna, Matteo},
  title = {In head-to-head matches, upsets happen when the two archers are of similar level},
  year = {2026},
  howpublished = {Evidence Registry, matteocampagna.com},
  url = {https://matteocampagna.com/en/registry/competition/upsets-head-to-head-matches},
  note = {Version 3; accessed 2026-10-16}
}

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