Figure 3: Correlation between difference of shot accuracies
vs. difference of game scores for the Sochi Winter Olympic
Games.
Figure 3 shows a diagram representing a correla-
tion between difference in shot accuracy, and differ-
ence in scores and regression line for 93 newly col-
lected games. In Figure 3 , the X axis shows differ-
ence in teams’ shot accuracies each game and the Y
axis represents the difference in game score.
Figure 3 indicates considerable positive correla-
tion between difference in shot accuracy and differ-
ence in scores. Pearson correlation coefficient be-
tween the two differences for total data was 0.68. This
result was lower than the above mentioned Japanese
junior top level. However, teams’ shot accuracies was
82.01±5.80S.D. It was higher than Japanese national
top level in Figure 2. In other words, game informa-
tion of world class teams indicated a very high shot
accuracy. And yet the correlation between the two
differences was low. These results were similar to
those of Masui et al 2016. This means that tactics
or planning each end has an impact on game result or
difference of game scores
2
.
It could be possible that the correlation is nega-
tively influenced by outliers. The more games con-
taining outliers, the lower the correlation. It can be
expected that we could expose the process of how tac-
tics or strategies affect game result or difference in
game scores by analyzing the games of outliers.
Next, we analyzed two games in which the team
of superior shot accuracy lost due to failure in tactics.
Figure 4 and Figure 5 represent graphs showing
transition of teams’ shot accuracies for every end of
each game. The X axis means number of ends and
the Y axis shows team shot accuracy.
As shown in Figure 4, game deployment does not
indicate the difference in game scores until the mid-
dle of the game. While near the end of the game, team
A gained multiple scores and won the game. As the
rate of shots performed by each team, ratio of take-
out shots for team A was 64% (51 shots in total of 80
shots) and ratio of draw shots was 36% (29 shots in
total of 80 shots). Team A performed more takeouts
than draws. On the other hand, ratio of takeout shots
2
For example, intentionally performing a missed shot.
for team B was 51% (41 shots in total of 80 shots) and
ratio of draw shots was 49% (39 shots in total of 80
shots). Team B performed similar number of takeout
and draw shots. Takeout shots reduce the score prob-
ability of opponent team because they forced a stone
out of the house. Draw shots raise the score prob-
ability of one’s own team because they accumulated
stones the house. In short, as the cause of victory it
can be considered that team A took the tactics of risk
aversion by performing selected takeout shots and ac-
curately taking advantage of missed shots performed
by team B. In fact, in third end and ninth end, team
A obtained their scores because the situation changed
due to missed shot of team B.
As Figure 5 shows team A’s draw shot accuracies
is 100% from fourth end to eighth end. However, they
made some scores only at the fifth end. Also in this
game, team B which won the game had thetakeout
shots as 64% (49 shots in total of 76 shots) and the
draw shots as 36% (27 shots in total of 76 shots).
It means that team B performed more takeouts than
draws. In the game information of world class, the
teams’ shot accuracies exceed 80% and a standard de-
viation is small. It suggests that one missed shot can
have an impact on match situation more than in games
of Japanese national top level. Also in this game, it
can be considered that tactics of team B was based on
purposeful using missed shots of team A.
Therefore, as the cause of victory we can deter-
mine that team A took the tactics of risk aversion as
their priority. Thus the selected tactics and a con-
tributing shot (or miss) had an impact on game result.
5 CONCLUSION
In this paper, we performed the analysis of game in-
formation of a number of curling game matches by
using the digital scorebook iCE developed by Masui
et al. (Masui et al 2016).
The result suggested that the difference of shot
accuracies is related to the difference of the game
scores. Also, we confirmed that this correlation is
lower at the world class. Furthermore, we analyzed
the game information of outliers from tactical point
of view. It was proven that the selected tactics and
a contributing shot (or miss) had an impact on game
result.
In the near future, we plan to record game infor-
mation of World national top level and analyze it in
detail. In addition, we will specify the process of how
the team strategy/tactics influences the game results
or the difference of game scores.
Analysis of Curling Team Strategy and Tactics using Curling Informatics
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