Match Info

ATP - SINGLES: PUNE (INDIA) - QUALIFICATION, HARD - SEMI-FINALS

Date: 31 December 2022, Saturday


	Ramkumar Ramanathan		Otto Virtanen

	1	2
			Watch
	2.45	1.5
	2.75	1.44
	2.65	1.42
	2.53	1.54
	2.5	1.5	Watch
	2.57	1.46	Watch
	2.75	1.46
Avarage Now (Initially)	2.6 ↓ (3.08)	1.47 ↑ (1.34)

The best margin for this event is 4.5%, offered by

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Current Win Probability

Ramkumar Ramanathan
36.2%

Otto Virtanen
63.8%

Initial Probability

(when we started the analysis)

30.2%

69.8%

Our Initial ML Estimation

29.3%

70.7%

Analysis of Changes in Winning Probabilities:

Ramkumar Ramanathan has improved its chances compared to the initial analysis. (+6%)

Note: This is a significant improvement in prediction, suggesting increased confidence in Ramkumar Ramanathan's performance.

Otto Virtanen has seen a decrease in its chances compared to the initial analysis. (-6%)

Note: This is a significant drop in prediction, and Otto Virtanen might be facing challenges that affect their performance.

ML Model estimates a lower probability for Ramkumar Ramanathan than the current prediction. (-6.9%)

Note: The ML model's lower estimate suggests that there may be underlying issues with Ramkumar Ramanathan that the model has picked up on.

ML Model estimates a higher probability for Otto Virtanen than the current prediction. (+6.9%)

Note: The ML model's higher estimate suggests that Otto Virtanen could outperform expectations, possibly based on recent matchups or player stats.

Who will win by Users?

1	X	2
60%	0%	40%

Ramkumar Ramanathan - Otto Virtanen Predictions

Users Predictions: 10 users predict this event. Ramanathan will win (votes: 6 - 60%). Virtanen will win (votes: 4 - 40%).
Confidence interval (95%) for Ramanathan: 29.6% – 90.4%.

Expected Score (Market Odds): 0:2

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Preview

Ramanathan is in poor shape (in the last 5 games wins - 1).

Recent matches Virtanen is playing uncertain (in the last 5 games wins - 3).

In this match Virtanen is a favorite.

Last 3 head-to-head matches Ramanathan won 1 matches, drawn 1 matches, lost 1 matches and goals 2-3.

Form

✺ - easy match; ✺ - difficult match;

- Ramkumar Ramanathan
ATP Challenger
21.11.22	Ramkumar Ramanathan - Colin Sinclair	0:2 ✺
17.11.22	Ramkumar Ramanathan - Yosuke Watanuki	0:2 ✺
16.11.22	Ramkumar Ramanathan - Jason Jung	Jung J. retired ✺
14.11.22	Kaichi Uchida - Ramkumar Ramanathan	1:2 ✺
06.11.22	Li Tu - Ramkumar Ramanathan	2:0 ✺
Form Coefficient (based on results and difficulties of last matches) - 4.4 LL?WL
- Otto Virtanen
ATP Challenger
17.11.22	Tomas Machac - Otto Virtanen	2:0 ✺
16.11.22	Aleksi Lofman - Otto Virtanen	0:2 ✺
12.11.22	Otto Virtanen - Hugo Gaston	0:2 ✺
11.11.22	Otto Virtanen - Pavel Kotov	2:1 ✺
10.11.22	Otto Virtanen - Ugo Blanchet	2:1 ✺
Form Coefficient (based on results and difficulties of last matches) - 6.5 LWLWW

Latest Head to Head

ATP Challenger
20.03.22	Ramkumar Ramanathan - Otto Virtanen	0:2
17.11.21	Ramkumar Ramanathan - Otto Virtanen	2:1
Davis Cup World Group I
18.09.21	Otto Virtanen - Ramkumar Ramanathan	Canceled

Ramkumar Ramanathan - Otto Virtanen: Predictions, Live Scores & TV Guide