NSBA4 ยท Draft Day ยท 2026-06-07

NSBA4 Draft Grades & Projections

The NSBA4 draft produced a field with pronounced top-end separation: James W ran away with the highest total projected value at 2.26 despite picking 11th overall, while the East conference collectively outperformed expectations at the top of the board. The model carries meaningful uncertainty โ€” players new to the combined dataset have prior-shrunk estimates, and playoff samples are thin for many โ€” so these grades reflect roster construction quality and draft execution as much as raw projection. Coverage is remarkably broad across the field; the gaps that exist (open math, open chem) will matter most come playoff time when one bad subject matchup can swing a match.

๐Ÿ“Š Methodology: Joint hierarchical Bayesian model (3 seasons of NSBA game data + 4 combines). 100,000 Monte Carlo simulations of a 6-game within-conference round-robin. Top-5 players per team only โ€” 6th/7th picks excluded as replacement-level noise per Connor Chang's correction. Small samples โ€” treat as informed priors that move on actual results.

๐Ÿ“Š Standings Projection

TeamConfGradeProj W-LPlayoff%Conf Win%Title%
James W West A+ 3.8โ€“2.2 80.0% 31.5% 18.7%
GidTheKid2 East A- 3.6โ€“2.4 83.3% 27.6% 15.0%
Connor Chang East A 3.4โ€“2.6 74.7% 21.2% 10.8%
xpoes East B+ 3.3โ€“2.7 75.6% 20.7% 10.5%
(Stitch)^2 West B 3.1โ€“2.9 50.3% 12.3% 6.1%
dan.k.memes West B- 2.8โ€“3.2 61.1% 12.9% 5.9%
czz West B 2.8โ€“3.2 61.0% 12.0% 5.5%
ChessFun West B+ 3.1โ€“2.9 45.1% 11.0% 5.4%
mingle/Yunyi West C+ 2.8โ€“3.2 55.5% 11.1% 5.0%
jonathan East C+ 2.9โ€“3.1 55.4% 11.0% 4.9%
anurag East B 2.9โ€“3.1 49.2% 9.8% 4.2%
Fez_Keyreb West B- 2.8โ€“3.2 46.9% 9.3% 4.1%
sumin East C 2.6โ€“3.4 31.3% 5.3% 2.2%
cryo East C 2.4โ€“3.6 30.5% 4.4% 1.7%

๐Ÿ’ก Key Takeaways

๐Ÿ”ต East Conference

The East is the stronger conference on paper, housing three of the top four projected teams and clear separation at the top. GidTheKid2, Connor Chang, and xpoes form a genuine upper tier capable of competing nationally, while jonathan's unexpectedly low efficiency from the 4th slot and sumin's structural weaknesses create a pronounced gap between the East's haves and have-nots. cryo and sumin at the bottom of the East are weaker than the weakest West teams, making the East a conference where the top three teams dominate regular-season play before facing serious competition in any cross-conference bracket.

A
#2 Connor Chang
โ— East ยท Star: Kian Dhawan
Proj record: 3.4โ€“2.6
PLAYOFF ODDS
74.7%
CONF WINNER
21.2%
TITLE ODDS
10.8%

Connor Chang squeezed real value out of the third slot, finishing 11% above slot expectation โ€” the second-best draft efficiency mark among East teams. Kian Dhawan is one of the most reliable playoff performers in the pool (robust 1.24), and pairing him with Rahib H gives the team a legitimate two-headed attack in bio and ESS. The five-through-seven spots are thin on projected value, but full 6-of-6 coverage means no opponent can exploit a subject gap. This is a well-constructed team that can compete with anyone in the East.

Subject Coverage
BIOcovered
CHEMcovered
CScovered
ESScovered
MATHcovered
PHYScovered
Best DE robustness: 1.24ร—
Scouting Report
โœฆ STRENGTH
Kian Dhawan as a proven playoff performer anchors a full-coverage roster
โš  RISK
Depth thins quickly after the top two; Nithin N projects near replacement level
Roster
Kian DRahib HDaniel LMinghao GJames YIshan ANithin N
A-
#3 GidTheKid2
โ— East ยท Star: Harry G
Proj record: 3.6โ€“2.4
PLAYOFF ODDS
83.3%
CONF WINNER
27.6%
TITLE ODDS
15.0%

With the first overall pick, GidTheKid2 secured Harry G โ€” a well-rounded player who covers bio, chem, CS, math, and phys at above-average theta โ€” and followed with William J as a solid secondary contributor in bio and phys. The roster achieves full 6-of-6 coverage, and picks two through five are all positive-value additions. The concern is that none of the players appear in the playoff robustness table, which limits confidence in how this team performs when tournament pressure peaks. Still, a projected-value total just shy of Connor Chang from the top slot is a slight underperformance of the positional advantage โ€” efficiency at 1.02 is fine but not exceptional.

Subject Coverage
BIOcovered
CHEMcovered
CScovered
ESScovered
MATHcovered
PHYScovered
Scouting Report
โœฆ STRENGTH
Harry G is a true multi-subject elite with the highest bio/chem/CS theta on any team in the East
โš  RISK
No player in the robustness database; playoff upside is harder to project
Roster
Harry GWilliam JMonish SAbhinav AWilliam WRithik N
B+
#4 xpoes
โ— East ยท Star: Rohan G
Proj record: 3.3โ€“2.7
PLAYOFF ODDS
75.6%
CONF WINNER
20.7%
TITLE ODDS
10.5%

Rohan G is the best playoff performer on the board by robustness score, and his CS/math/phys theta profile makes him a complete round-one anchor. The supporting cast of Daniel Y, Pravira D, and Jianyu W provides positive-value depth across bio, ESS, and phys. However, the roster runs noticeably thin in chemistry โ€” Rohan's chem theta is near the THIN threshold and no one else fills it โ€” which is the one structural weakness a savvy opponent can attack in a playoff match. Nihar Bhave's upside (robust 2.89 in past data) is a potential hidden asset if he shows up to play. At efficiency 1.00 from the second slot, this is a solid-but-not-spectacular draft execution.

Subject Coverage
BIOcovered
CHEMthin
CScovered
ESScovered
MATHcovered
PHYScovered
Best DE robustness: 2.89ร—
Scouting Report
โœฆ STRENGTH
Rohan G has the highest proven playoff robustness of any star in the field (1.62x)
โš  RISK
Chem is genuinely thin across the roster; one subject gap in a must-win match is exploitable
Roster
Rohan GNihar BJianyu WDaniel YPravira DPrithwish CYunay V
B
#5 anurag
โ— East ยท Star: Sean F
Proj record: 2.9โ€“3.1
PLAYOFF ODDS
49.2%
CONF WINNER
9.8%
TITLE ODDS
4.2%

Anurag built a balanced, coverage-first roster from the fifth slot, landing Sean F as a multi-subject contributor in bio, CS, ESS, and phys. Travis D adds solid CS and ESS depth, and Sanjay Oruganti brings genuine chem upside. The roster achieves full 6-of-6 coverage with no open holes, which is exactly the right approach for a mid-draft position. The issue is efficiency: at 0.92, this team underperformed its slot expectation modestly, and none of the players appear in the robustness database โ€” meaning playoff projections are uncertain. A competitive team that should hold its own in the East.

Subject Coverage
BIOcovered
CHEMcovered
CScovered
ESScovered
MATHcovered
PHYScovered
Scouting Report
โœฆ STRENGTH
Full coverage, solid depth; Travis D and Sanjay Oruganti add real chem/CS/ESS value
โš  RISK
Star player (Sean F) is strong but not elite-tier; no proven playoff performers in the database
Roster
Sean FSanjay SSanjay OTravis DRiyan NCharith N
C+
#11 jonathan
โ— East ยท Star: Edwin He
Proj record: 2.9โ€“3.1
PLAYOFF ODDS
55.4%
CONF WINNER
11.0%
TITLE ODDS
4.9%

jonathan had the fourth pick โ€” a premium position โ€” and the final total value of 1.26 represents only 78% of what that slot's expected value should have delivered, making this the worst draft efficiency among East teams with real draft capital. Edwin He is a genuine star in bio, ESS, and chem, and Aryan B provides solid CS depth. But the backend of the roster (Kensuke O, Patrick L, Dennis S) adds very little projected value, and math is fully open while phys barely clears the thin threshold. For a team with a top-four pick, leaving two subject gaps is a structural problem that will be difficult to overcome in a competitive East conference.

Subject Coverage
BIOcovered
CHEMcovered
CScovered
ESScovered
MATHopen
PHYSthin
Best DE robustness: 1.11ร—
Scouting Report
โœฆ STRENGTH
Edwin He is a legitimate bio/ESS/chem star with above-1 playoff robustness
โš  RISK
Math is open and phys is barely thin; two gaps from the 4th slot is a significant underperformance
Roster
Edwin HKensuke OAryan BPatrick LDennis SSid S
C
#13 cryo
โ— East ยท Star: Suzuko O
Proj record: 2.4โ€“3.6
PLAYOFF ODDS
30.5%
CONF WINNER
4.4%
TITLE ODDS
1.7%

cryo drafted seven players but still sits at the second-lowest total value in the field, finishing 30% below what the sixth slot should have delivered โ€” the worst draft efficiency in the entire league. Suzuko O is a real contributor across four subjects, and Edward C adds CS depth, but Bryce T and Jacob L (unresolvable in the database) contribute zero projected value. The Shannon Imaoka robustness entry of 10.44x looks dramatic but is an artifact of near-zero regular-season output, not a meaningful playoff indicator. Math sits only at thin. The honest assessment is that this roster needs several players to significantly outperform their projections to contend in the East.

Subject Coverage
BIOcovered
CHEMcovered
CScovered
ESScovered
MATHthin
PHYScovered
Scouting Report
โœฆ STRENGTH
Suzuko O is a legitimate multi-subject star with strong bio/chem/CS/phys theta profile
โš  RISK
30% below slot expectation in total value; two unresolvable players; math only thin
Roster
Suzuko OEdward CShannon IBryce TEthan WSeonho CJacob L
C
#14 sumin
โ— East ยท Star: Lucas W
Proj record: 2.6โ€“3.4
PLAYOFF ODDS
31.3%
CONF WINNER
5.3%
TITLE ODDS
2.2%

sumin's team projects last in the overall standings with a total value of 1.04 โ€” 31% below the seventh slot's expected output and the weakest draft efficiency in the league. Lucas W and Angelina Y provide bio coverage, and Santhosh V adds a CS/phys floor, but chem and ESS are only thin while math is fully open. Critically, one roster spot carries eligibility uncertainty from prior seasons, which adds roster risk beyond the model's projections. To compete in the East, this team would need significant upside realization from its younger contributors and a favorable playoff bracket. The path forward exists but is the narrowest in the field.

Subject Coverage
BIOcovered
CHEMthin
CScovered
ESSthin
MATHopen
PHYScovered
Scouting Report
โœฆ STRENGTH
Angelina Y provides genuine bio depth to complement Lucas W
โš  RISK
Lowest total value in the field; three subject gaps; one roster spot carries eligibility uncertainty
Roster
Lucas WAngelina YLikhith MKevin FAdvai SSanthosh B

๐ŸŸฃ West Conference

The West is flatter and harder to predict than the East โ€” James W is the clear favorite and arguably the best team in the league, but the cluster from (Stitch)^2 through Fez_Keyreb is essentially interchangeable on projected value, with individual playoff robustness scores mattering more than raw totals. ChessFun's late-slot efficiency is genuinely impressive. The West's collective ceiling is lower than the East's top three, but its depth is better โ€” fewer extreme busts, more teams competitive in rounds one and two.

A+
#1 James W
โ— West ยท Star: Akhil Batchu
Proj record: 3.8โ€“2.2
PLAYOFF ODDS
80.0%
CONF WINNER
31.5%
TITLE ODDS
18.7%

James W pulled off the most impressive draft of the day from the 11th slot, building a roster worth 2.26 projected value โ€” 60% above what the pick chart expected. The pairing of Akhil Batchu (elite ESS + strong chem/phys) and Sohil Rathi (math/phys specialist) forms one of the best 1-2 punches in either conference, and the supporting cast of Arman A, Alex S, and Kavin A fills in coverage gaps without dead weight. Full 6-of-6 subject coverage with no open holes is a genuine advantage. The only knock is that Akhil's playoff robustness is below 1.0, meaning this team performs better in the regular season than in high-pressure single-match formats โ€” but that's a minor concern given the sheer volume of talent.

Subject Coverage
BIOcovered
CHEMcovered
CScovered
ESScovered
MATHcovered
PHYScovered
Best DE robustness: 0.79ร—
Scouting Report
โœฆ STRENGTH
Deepest balanced roster in the field, drafted well above slot expectation
โš  RISK
No elite-tier playoff DE monster; Sohil's robustness is modest
Roster
Akhil BSohil RArman AAlex SJake RKavin A
B+
#6 ChessFun
โ— West ยท Star: Ishaan Kabra
Proj record: 3.1โ€“2.9
PLAYOFF ODDS
45.1%
CONF WINNER
11.0%
TITLE ODDS
5.4%

ChessFun turned the 14th overall slot โ€” the least advantaged position in the snake โ€” into a top-five roster, finishing 4.5% above slot expectation. Ishaan Kabra (CS/ESS) and Eric L (bio specialist) form a complementary 1-2 with different subject profiles, and Shaun I and Rishvanth B add enough depth to achieve full 6-of-6 coverage. There are no glaring holes. The ceiling concern is real โ€” Ishaan's star value of 0.507 is below every team ranked above them โ€” but the floor is high relative to what a 14th-slot team usually looks like. This is the West's best-constructed mid-tier squad.

Subject Coverage
BIOcovered
CHEMcovered
CScovered
ESScovered
MATHcovered
PHYScovered
Scouting Report
โœฆ STRENGTH
Best draft efficiency in the West at last-pick slot; stole value late that others left on the board
โš  RISK
Star ceiling is lower than top-four teams; margin for error in tight matches is slim
Roster
Ishaan KEric LVarun GAndrew WShaun IRishvanth B
B
#7 (Stitch)^2
โ— West ยท Star: Arjun D
Proj record: 3.1โ€“2.9
PLAYOFF ODDS
50.3%
CONF WINNER
12.3%
TITLE ODDS
6.1%

From the 13th slot, (Stitch)^2 punched above their draft position with a 1.03 efficiency score, building a team led by Arjun D (the strongest bio theta in the entire draft at 7.98) and Praneel Avula (proven phys playoff performer). The bio-phys tandem is one of the more unusual โ€” and potentially effective โ€” subject pairings in the field. The critical structural gap is CS: no player on the roster covers it above the THIN threshold, which in a CS-heavy Science Bowl environment is a meaningful liability. If opponents target CS questions in must-win situations, this team has no answer. That single open hole separates them from the elite tier.

Subject Coverage
BIOcovered
CHEMcovered
CSopen
ESScovered
MATHcovered
PHYScovered
Best DE robustness: 1.23ร—
Scouting Report
โœฆ STRENGTH
Praneel Avula is a legitimate phys specialist with above-1 playoff robustness
โš  RISK
CS is a hard open hole โ€” no one on this roster posts above-zero CS theta
Roster
Ryan KPraneel AArjun DSam EAlex LHenry L
B
#8 czz
โ— West ยท Star: Anish A
Proj record: 2.8โ€“3.2
PLAYOFF ODDS
61.0%
CONF WINNER
12.0%
TITLE ODDS
5.5%

czz drafted a consistent, if not flashy, team built around Anish A โ€” a multi-science player with above-1 playoff robustness in bio and chem โ€” and Vishnu M as an ESS/math specialist. Together they cover five subjects solidly; the CS gap is thin but not fully open. One roster spot (Boheng C) could not be resolved in the database, which introduces minor uncertainty into these projections. At 0.96 efficiency from the 8th slot, this is a competent draft. The team is right in the middle of the West field and should make a reasonable playoff push if Anish A performs to his robustness ceiling.

Subject Coverage
BIOcovered
CHEMcovered
CSthin
ESScovered
MATHcovered
PHYScovered
Best DE robustness: 1.19ร—
Scouting Report
โœฆ STRENGTH
Anish A is a well-rounded playoff performer anchoring a broad-coverage roster
โš  RISK
CS coverage is only thin; Boheng C could not be resolved in the database
Roster
Vishnu MAnish ABoheng CCharles HRehan KAchuth V
B-
#9 dan.k.memes
โ— West ยท Star: Dennis J
Proj record: 2.8โ€“3.2
PLAYOFF ODDS
61.1%
CONF WINNER
12.9%
TITLE ODDS
5.9%

dan.k.memes assembled a serviceable squad around Dennis J (strong CS at theta 3.69) and Selena Y (bio contributor), but the roster has genuine structural holes. Math is fully open across the roster, and ESS barely registers as thin โ€” in a six-subject game, two gaps is one too many against a prepared opponent. Lishan Prado's robustness of 1.27 is a positive signal for playoff resilience. At 0.96 efficiency from the 9th slot, the draft execution was roughly on par. This team needs either math coverage to develop in-season or a favorable bracket to advance deep.

Subject Coverage
BIOcovered
CHEMcovered
CScovered
ESSthin
MATHopen
PHYScovered
Best DE robustness: 1.27ร—
Scouting Report
โœฆ STRENGTH
Dennis J brings strong CS and phys theta; Lishan Prado has above-average playoff robustness
โš  RISK
Math is completely open and ESS is thin โ€” two subject gaps against a coordinated opponent
Roster
Lishan PSelena YVaryan JDennis JMatthew YSriman D
B-
#10 Fez_Keyreb
โ— West ยท Star: Justin K
Proj record: 2.8โ€“3.2
PLAYOFF ODDS
46.9%
CONF WINNER
9.3%
TITLE ODDS
4.1%

Fez_Keyreb built a five-subject-covered team with a surprise hidden asset: Chris Wang's playoff robustness of 2.42 is elite and suggests this team dramatically outperforms regular-season projections when it counts. Justin K provides a solid CS/bio/math base, and Aldric B shores up ESS. The critical problem is chemistry โ€” the entire roster has negative or near-zero chem theta, and no draft pick addressed it. That open hole means any opponent can build a chem-heavy lineup as a direct counter. Star value of 0.355 is also the lowest among genuinely competitive teams. This team lives and dies on whether Chris Wang's playoff form carries.

Subject Coverage
BIOcovered
CHEMopen
CScovered
ESScovered
MATHcovered
PHYScovered
Best DE robustness: 2.42ร—
Scouting Report
โœฆ STRENGTH
Chris Wang has the highest genuine playoff robustness (2.42) of any non-star role player in the field
โš  RISK
Chem is a hard open hole; star value is the lowest among playoff-contending teams
Roster
Advik SAldric BJustin KChris WNathaniel OShubam V
C+
#12 mingle/Yunyi
โ— West ยท Star: Theenash Sengupta
Proj record: 2.8โ€“3.2
PLAYOFF ODDS
55.5%
CONF WINNER
11.1%
TITLE ODDS
5.0%

mingle/Yunyi faces the steepest coverage challenge of any team in the West, with CS, math, and phys all sitting at only thin coverage โ€” any one of those subjects can be exploited by a prepared opponent in a playoff format. Theenash Sengupta is a capable bio contributor but her robustness score is slightly negative (-0.106), suggesting she performs better in regular-season contexts. One roster slot (Namish D) could not be resolved in the player database, introducing additional uncertainty. At 0.85 efficiency from the 10th slot, the draft underperformed positional expectations moderately. This team needs significant in-season development to compete in the West playoffs.

Subject Coverage
BIOcovered
CHEMcovered
CSthin
ESScovered
MATHthin
PHYSthin
Scouting Report
โœฆ STRENGTH
Theenash Sengupta anchors a bio-forward approach with clear identity
โš  RISK
Three subjects only thin (CS, math, phys); Namish D unresolvable in system; Roshan A has negative playoff robustness
Roster
Theenash SRoshan ANamish DZiang ZOwen MUddip K