RallyIQ

Game plan

David Nalbandian v Karen Khachanov

Every number combines what David Nalbandian does well with what Karen Khachanov allows, each measured against the tour average and shrunk toward it when the sample is thin. Flip perspective

Forecast

David Nalbandian wins, best of 3 44%90%: 21%–70% · best of 5: 43%
Serve points won 59.6% / 60.7% David / Karen · tour 61.3%
Strengths only, no similarity priors 40%serve 58.9% / 60.9%

Each player's serve and return strength is fitted against every opponent they were charted against, so a record built on weak opponents counts for less. At least one of them is no longer active or has too little charted in the last three seasons, so both are compared on their careers. The result is then nudged by David Nalbandian's record against Karen Khachanov's tactical lookalikes and in their charted head-to-heads (lookalikes: +16.2 on serve, +3.4 on return vs expectation (149 points)). A game-by-game Markov chain turns point odds into match odds; the 90% range covers the uncertainty in the two strengths, not the nudges. Charted matches lean toward big events, so treat this as a scouting estimate, not a betting line.

Head to head, per 100 shots

CareerDavidKaren
Direction choice+0.26 ±0.05
better than 97%
+0.01 ±0.06
better than 59%
Shot selection−0.29 ±0.09
better than 24%
−0.28 ±0.08
better than 25%
Execution+0.33 ±0.30
better than 79%
+0.50 ±0.28
better than 84%
Points left on the table2.02 ±0.09
lower than 99%
2.41 ±0.10
lower than 72%

Each player's career against an average tour player in the same position, adjusted for opponent strength, with a 90% margin (shots clustered by match). Points left on the table is the gap to the best-value direction for the same stroke, so lower is better. Percentiles are within each player's own tour. A side is highlighted only when the gap is larger than the margin on the difference.

Serve plan

The share of points the server wins when a first serve lands in that direction (hover a rate for its 90% interval; ± is the 90% margin). "Matchup" combines the server's rate with how this returner handles that serve. "Optimal" is the mix that wins most against this returner once they start reading a habit, at the response measured across the tour, and only within the range servers' habits actually vary. The gain over the current mix is how exploitable that mix is.

David Nalbandian serving

Deuce court

1st serveNowDavid winsv KarenMatchupOptimal
Wide40%69%74%70.1%±3.953% ▲
Body13%63%64%64.2%±6.90% ▼
T48%71%76%71.4%±4.047%

Optimal v Karen Khachanov: +0.6±0.7 per 100 first serves (faults included) over the current mix, inside the 90% margin. Serving T every time would read +1.5 per 100 first serves in before the returner adjusts.

Ad court

1st serveNowDavid winsv KarenMatchupOptimal
Wide54%64%76%67.7%±3.946% ▼
Body5%63%65%65.5%±9.50% ▼
T41%70%72%70.3%±4.154% ▲

Optimal v Karen Khachanov: +0.3±0.5 per 100 first serves (faults included) over the current mix, inside the 90% margin. Serving T every time would read +1.6 per 100 first serves in before the returner adjusts.

Karen Khachanov serving

Deuce court

1st serveNowKaren winsv DavidMatchupOptimal
Wide50%73%73%72.7%±3.463% ▲
Body5%63%76%75.9%±7.90% ▼
T45%73%75%73.2%±3.837% ▼

Optimal v David Nalbandian: +0.4±0.5 per 100 first serves (faults included) over the current mix, inside the 90% margin. Serving body every time would read +2.8 per 100 first serves in before the returner adjusts.

Ad court

1st serveNowKaren winsv DavidMatchupOptimal
Wide52%74%71%72.6%±3.765% ▲
Body6%61%60%58.3%±10.00% ▼
T42%69%74%71.6%±4.135% ▼

Optimal v David Nalbandian: +0.3±0.6 per 100 first serves (faults included) over the current mix, inside the 90% margin. Serving wide every time would read +1.3 per 100 first serves in before the returner adjusts.

Return plan

Value of each return, in points per 100 returns against an average return of the same serve (direction, court, surface): the tour's result with that return, the returner's own edge with it, and what this server gives up when it comes back to that side. Returns with no charted direction are left out, so values compare with each other rather than with zero. Depth isn't a choice here: missed returns have no depth. Serve quality isn't charted, so a block through the middle partly reflects the serve that forced it.

David Nalbandian returning

1st serve to the forehand

ReturnNowTourOwnv KarenValue
FH through the middle38%+4.3−0.4+1.3+5.1±1.8
FH crosscourt30%+5.5−3.1+0.9+3.3±3.1
FH slice through the middle11%−4.2−0.6+0.1−4.7±2.1
FH down the line10%+1.7−3.4+1.9+0.2±3.9
FH slice down the line6%−4.3+0.2+0.2−3.9±3.2

Lean FH through the middle: +3.1±1.5 per 100 returns v the current mix (933 returns charted)

1st serve to the backhand

ReturnNowTourOwnv KarenValue
BH crosscourt32%+8.8+1.0+0.3+10.1±2.6
BH through the middle26%+6.4+0.9+1.7+9.0±1.9
BH slice through the middle18%−4.2−0.6+0.6−4.2±2.0
BH slice crosscourt14%+0.5+0.8+1.5+2.8±2.7
BH down the line6%+4.2+1.8+0.4+6.4±4.4

Lean BH crosscourt: +4.9±1.9 per 100 returns v the current mix (915 returns charted)

2nd serve to the forehand

ReturnNowTourOwnv KarenValue
FH crosscourt40%−0.2+0.5+2.3+2.6±4.0
FH through the middle35%−3.5−1.9±0.0−5.4±2.3
FH down the line16%−1.8−0.4+0.6−1.6±4.4
FH slice through the middle3%−12.7−0.1−0.3−13.1±1.8
FH slice down the line2%−9.4+0.9+0.8−7.8±2.0

Lean FH crosscourt: +4.3±2.6 per 100 returns v the current mix (324 returns charted)

2nd serve to the backhand

ReturnNowTourOwnv KarenValue
BH crosscourt60%+1.0+0.7−0.8+0.9±2.0
BH through the middle22%−2.9+0.1+0.6−2.1±1.8
BH down the line12%−0.2+1.7−1.8−0.3±4.7
BH slice crosscourt3%−4.0−2.3−2.2−8.5±2.5
FH through the middle2%−2.9−0.4±0.0−3.2±1.8

Lean BH crosscourt: +1.3±1.0 per 100 returns v the current mix (792 returns charted)

Karen Khachanov returning

1st serve to the forehand

ReturnNowTourOwnv DavidValue
FH through the middle36%+4.3+0.6+0.8+5.7±1.8
FH slice through the middle27%−4.2−0.9+1.3−3.8±2.0
FH crosscourt14%+5.5+0.4−0.5+5.4±3.5
FH down the line11%+1.7+1.1+2.9+5.6±3.6
FH slice down the line7%−4.3−0.5+1.8−2.9±3.0

Lean FH through the middle: +3.7±1.4 per 100 returns v the current mix (1496 returns charted)

1st serve to the backhand

ReturnNowTourOwnv DavidValue
BH through the middle46%+6.4+0.5+1.6+8.5±1.7
BH crosscourt32%+8.8+1.1+2.6+12.5±2.3
BH down the line8%+4.2+4.2+5.8+14.2±4.2
BH slice through the middle8%−4.2−0.6+1.7−3.1±2.2
BH slice crosscourt4%+0.5−2.2+2.3+0.6±2.9

Lean BH down the line: +5.6±4.0 per 100 returns v the current mix (1202 returns charted)

2nd serve to the forehand

ReturnNowTourOwnv DavidValue
FH through the middle53%−3.5−1.0+1.1−3.4±2.3
FH crosscourt26%−0.2+0.6+3.3+3.7±4.2
FH down the line18%−1.8−0.4−1.4−3.6±4.4
FH slice through the middle3%−12.7−2.1−0.1−14.9±2.0

Lean FH crosscourt: +5.6±3.4 per 100 returns v the current mix (443 returns charted)

2nd serve to the backhand

ReturnNowTourOwnv DavidValue
BH crosscourt49%+1.0+1.1−1.7+0.3±2.1
BH through the middle37%−2.9+2.3+0.7+0.1±1.7
BH down the line6%−0.2+2.3+0.3+2.4±4.6
FH through the middle5%−2.9+0.9+1.1−1.0±2.2
FH inside-out2%+1.0−0.2−1.4−0.6±3.4

Lean BH down the line: +2.1±4.5 per 100 returns v the current mix (854 returns charted, inside the 90% margin)

Rally plan

Edge, in points per 100 shots: the hitter's skill with the shot (own) plus how much the receiver usually gives up against it (theirs), both measured against the tour average on clay. Each player's clay record is shrunk toward their all-surface one, so a thin sample on it moves the numbers only a little.

David Nalbandian

Favour

ShotEdgeOwnTheirs
FH volley to their forehand · rally+4.6±7.7+1.2+3.3
BH to their forehand · return+4.3±5.5+1.8+2.5
BH to their forehand · return +1+3.8±6.0+0.9+3.0
BH to the middle · rally+3.5±2.3+2.1+1.5
BH to their backhand · return +1+3.2±3.3+2.4+0.8
BH to their forehand · serve +1+3.1±5.6+1.4+1.7

Avoid

ShotEdgeOwnTheirs
BH volley to their forehand · rally−5.6±8.1−4.1−1.5
FH to their backhand · return +1−4.2±4.5+0.6−4.8
BH slice to their backhand · rally−2.4±3.0−2.9+0.5
FH to the middle · return +1−2.3±3.3−0.7−1.6
BH to their backhand · return−1.9±2.8+0.4−2.4

Karen Khachanov

Favour

ShotEdgeOwnTheirs
BH to their forehand · return+10.0±5.3+5.6+4.4
FH to the middle · serve +1+7.3±3.0+2.4+4.9
FH slice to their forehand · rally+5.1±5.4+1.9+3.2
FH to their backhand · serve +1+4.8±3.5+3.2+1.6
FH volley to their backhand · rally+4.7±8.0+3.3+1.4
BH slice to their backhand · rally+4.0±3.1+2.8+1.2

Avoid

ShotEdgeOwnTheirs
BH to their forehand · return +1−5.6±6.0−3.7−1.8
FH volley to their forehand · rally−5.2±8.2−6.5+1.3
FH to their backhand · return +1−4.1±4.5+0.1−4.2
FH to their backhand · return−3.9±4.3−4.6+0.8
BH volley to their backhand · rally−3.8±8.1−4.1+0.2

Against Karen Khachanov-like opponents

David Nalbandian vMatchesServe pts wonReturn pts won
All charted opponents–61.7%37.5%
Players most similar to Karen Khachanov1 73.5%38.3%

Similar by tactical fingerprint: Learner Tien, Hubert Hurkacz, Brandon Nakashima, Tommy Paul, Novak Djokovic, Alexander Shevchenko, Laslo Djere, Alexandre Muller, Gregoire Barrere, Denis Istomin. When two players have rarely met, their records against these lookalikes fill the gap.