HOOP ATLAS is an independent, specialized basketball data science platform engineered out of a passion for computational sports analytics, open data architecture, and basketball intelligence. It connects NCAA Division I Men's Basketball data with the European Professional Basketball Market (EuroLeague, Adriatic ABA League, Spain ACB, Germany BBL, France LNB, Poland PLK) as well as the collegiate Name, Image, and Likeness (NIL) transfer economy.
Traditional American scouting services focus almost exclusively on domestic high school recruiting stars and NBA Draft lottery projections, while European front offices often rely on fragmented text feeds and manual box scores. HOOP ATLAS bridges this gap by systematically indexing all 5,442 Division I players across 362 programs and applying rigorous mathematical models to evaluate international tactical fit, market valuations, and undervalued transfer targets.
2. Mathematical & Algorithmic Breakdown ("Under the Hood")
Every player in the master database is evaluated across traditional per-game box score production, tempo-free efficiency models, spatial shooting indicators, physical profiles, and predictive international league placement tiers:
A. Overseas Pro Potential (OPP / Euro Fit Index: 30 to 100)
The OPP Score quantifies a player's immediate readiness and tactical suitability for European professional basketball systems. Unlike the NBA (which prioritizes raw isolated athleticism and transition spacing), European basketball heavily rewards half-court execution, spatial perimeter gravity, ball security (low turnover rates), and tactical versatility.
OPP Score = 30.0 (Baseline Floor)
+ Senior / Pro Eligibility Bonus (+10.0 pts if graduating in 2026)
+ Scoring Production Tier (+10.0 pts if PPG ≥ 12.0, +20.0 pts if PPG ≥ 16.0)
+ Perimeter Gravity & FT Indicator (+20.0 pts if 3P% ≥ 36.0% AND FT% ≥ 78.0%)
+ Ball Security & Playmaking (+10.0 pts if AST/TO Ratio ≥ 1.8)
+ Stretch-Big Positional Multiplier (+12.0 pts if Height ≥ 6'8" AND 3P% ≥ 33.0%)
+ Quad 1 / High-Major Competition Calibration (+8.0 pts based on SOS tier)
- Turnover Penalty (-10.0 pts if TO/G > 2.6 with AST/TO < 1.0)
Statistical Distribution: Across 5,442 Division I players, OPP scores form a calibrated bell curve ranging from 30 (bench developmental players) to 100 (elite two-way EuroLeague/NBA prospects), with an empirical Division I average of 48.1.
Practical Scouting Examples:
High OPP Prospect (Score: 86–95): A 6'8" stretch forward playing in the Big 12, averaging 14.5 PPG, shooting 39% from three and 84% from the free throw line, with 2.2 assists to 1.1 turnovers. He immediately projects to Tier 1/2 European basketball (Spain ACB or Adriatic ABA 1).
Low OPP Prospect (Score: 35–45): A 6'3" guard averaging 15.0 PPG in a low-major conference who shoots only 28% from three, commits 3.2 turnovers per game, and shoots 62% from the free throw line. Despite raw scoring volume, his lack of perimeter gravity and poor decision-making translate poorly to European half-court defenses.
B. European Pro League Placement Tiers & Net Salary Modeling
HOOP ATLAS maps collegiate performance directly to European professional leagues, calculating realistic net contract expectations. In European basketball, contracts are structured as tax-free net compensation in USD/EUR with standard full-package benefits provided by the club (furnished housing, private vehicle, international health insurance, round-trip flights, and 10% FIBA agent fee paid by the team).
Tier Level
Target Leagues & Competitions
Statistical Qualification Criteria
Estimated Net Salary Range
Pool Count
Tier 1: Elite
EuroLeague, EuroCup, Spain Liga ACB, Greece GBL, Turkey BSL
OPP ≥ 75 OR High-Major Standout (PPG ≥ 15.0 against Quad 1 competition)
$80,000 – $250,000+ Net
402 Prospects
Tier 2: Premier
Adriatic ABA Liga 1, Germany BBL, France LNB Pro A, Italy LBA, Israel BSL
OPP ≥ 55 OR Standout Mid-Major First-Team All-Conference (PPG ≥ 14.0, 3P ≥ 35%)
$35,000 – $80,000 Net
1,213 Prospects
Tier 3: Solid Pro
Poland PLK, Czechia NBL, BNXT League, Adriatic ABA Liga 2, France Pro B
UK Super League, Romania, Cyprus, Portugal, Scandinavia, Austria, Balkan League
Developmental seniors, low-major contributors
$10,000 – $18,000 Net
1,987 Prospects
C. NCAA Transfer Portal Radar & NIL Market Valuation Models
The platform features three proprietary machine-scouting models designed to detect undervalued talent before the NCAA Transfer Portal opens in the spring:
🎯 Buy-Low Transfer Radar: Identifies former 4-star and 5-star high school recruits who are currently playing fewer than 15.0 minutes per game on elite Power-5 rosters (due to veteran logjams), but demonstrate high per-minute box score production (PPM $ge$ 0.45). These players are prime candidates for breakout transfer seasons at mid-majors or high-major starters.
💎 Mid-Major Gem Radar: Filters for dominant performers at mid-major programs (Missouri Valley, Sun Belt, MAC, Big West) averaging ≥ 14.0 PPG with high true shooting efficiency (> 54%) and high OPP ratings, ready to make an immediate jump to High-Major NIL starter roles or European Tier 1/2 contracts.
NIL Valuation = Base ($15,000)
+ Production Tier Multiplier (PPG Percentile × $65,000)
+ Positional Scarcity Weight (Stretch-Big / Point Guard: +$25,000)
+ Conference Media Market Share (SEC/Big Ten: +$50,000, Big 12/ACC/Big East: +$30,000)
D. 6-Dimensional Nearest-Neighbor Vector Engine (Euclidean Similarity)
To discover statistical "twins" across different conferences and divisions, HOOP ATLAS computes Euclidean distances across normalized 6-dimensional feature vectors on a per-40-minute basis:
This allows an agency to take a high-priced $500,000 NIL target and find 3 undervalued bench or mid-major players producing the exact same per-minute statistical fingerprint at a fraction of the market cost.
E. Class Classifications: "Senior '26 Pro Target" Demystified
In HOOP ATLAS, players tagged with 🎓 Senior '26 Pro Target are graduating college seniors and 5th-year graduate transfers currently competing in the active 2025–26 NCAA college basketball season.
Why They Are the Primary Pro Placement Targets: Because their collegiate eligibility expires in Spring 2026, they cannot return to college for another NCAA season. In Summer 2026, they enter the professional basketball market (European leagues, G-League, NBA Summer League). They represent the primary analytical pool for rookie pro contract projections in Europe.
3. Talent Management Workflow: The 0-to-5 Pipeline Lifecycle
HOOP ATLAS provides a structured pipeline for managing player evaluations, watchlist curation, and placement tracking:
The 6-Stage Pipeline Lifecycle:
Stage 0 — Scouting Pool (Default): All 5,442 D1 players remain in the general searchable database without cluttering the active board.
Stage 1 — Identified (Add to Board): Flagged for active tracking; moves onto the visual pipeline board.
Stage 2 — Outreach Sent: Initial direct contact initiated via verified Instagram DM, Twitter/X, or University Sports Information Director (SID) email.
Stage 3 — In Discussion: Evaluation discussions underway regarding overseas or transfer options.
Stage 4 — Representation Confirmed: Player representation or advisory agreement executed.
Stage 5 — Placed (Euro / NIL): Professional contract signed with European club or collegiate NIL transfer executed.
Field Scouting One-Pagers & Dynamic QR Video: Every player dossier includes a 1-click printable PDF One-Pager with an automatically generated QR code. When scanned on a mobile phone, it instantly opens curated, full-game YouTube highlights and film of that specific player.
4. Comparative Provider Landscape
Capability / Feature
Synergy Sports / InStat
Eurobasket.com
On3 / 247Sports
HOOP ATLAS
Annual Cost
$5,000 – $20,000 / yr
$300 – $1,200 / yr
$120 / yr
$0 (Self-Hosted Private)
Full D1 Roster Coverage
✓ Yes
⚠ Partial Text
⚠ Top Prospects Only
✓ 100% (5,442 Players)
Granular International Taxonomy
✗ No (Generic USA)
⚠ Manual Search
✗ No
✓ 41 Countries (SRB, CRO, SLO, BIH, MNE)
FIBA National Team History
⚠ Complex Query
⚠ Historical Only
✗ No
✓ Automated (U16/U18/U20 Alumni)
Euro Placement & Salary Model
✗ No
✗ No
✗ No
✓ 4-Tier Net Salary & Placement Engine
Direct Social & SID Directory
✗ No
✗ No
✗ No
✓ Conditional Verified IG, 𝕏, SID Emails
1-Click Video QR One-Pager
⚠ Proprietary App Only
✗ No
✗ No
✓ Printable PDF with Dynamic QR Tape
Talent Tracking Pipeline Board
✗ No
✗ No
✗ No
✓ Multi-User Kanban Pipeline Board
5. Legal & Ethical Viability Analysis
A foundational question for any data aggregation and sports analytics venture is whether collecting, synthesizing, and deploying this intelligence is fully compliant with applicable law and professional ethics:
Executive Legal Finding: The data ingestion, transformation, and scouting operations performed by HOOP ATLAS are 100% lawful, legally protected under US federal jurisprudence, and fully compliant with sports industry standards.
A. United States Copyright Law: Sports Facts & Box Scores are Public Domain
Under United States copyright law, pure factual information, athletic statistics, game scores, and biographical data cannot be copyrighted:
Feist Publications, Inc. v. Rural Telephone Service Co., 499 U.S. 340 (1991): The United States Supreme Court held that raw facts are not original works of authorship and lack copyright protection. No entity owns the fact that a player scored 16 points or grabbed 8 rebounds.
National Basketball Association v. Motorola, Inc., 105 F.3d 841 (2d Cir. 1997): The 2nd Circuit Court of Appeals ruled that real-time athletic statistics, game events, and factual sports updates are in the public domain and cannot be monopolized by leagues or broadcasters.
B. Computer Fraud and Abuse Act (CFAA) & Public Web Scraping
Federal courts have affirmed that automated indexing of publicly available information on the open internet does not violate federal anti-hacking statutes:
hiQ Labs, Inc. v. LinkedIn Corp., 31 F.4th 1180 (9th Cir. 2022): The 9th Circuit reaffirmed that scraping publicly accessible data without bypassing an authentication barrier (such as a username/password gate) does not violate the Computer Fraud and Abuse Act (CFAA).
HOOP ATLAS crawler scripts adhere to standard web etiquette, using rate-limited requests, polite headers, and respectful delays without unauthorized system intrusion.
C. Ethical & Agency Compliance (NIL & FIBA Guidelines)
Following the landmark Supreme Court decision in NCAA v. Alston (2021) and state-level NIL statutes, collegiate athletes are legally entitled to professional representation, market valuation analysis, and commercial opportunities. HOOP ATLAS operates strictly as a scouting and analytics tool, empowering ethical agency advisement and transparent contract negotiations for players transitioning to professional basketball.