Our methodology
X Factor Recruits compares your metrics to fixed, published benchmark tables—not to other athletes. Scoring is transparent and rules-based; results do not drift because more people join the platform.
How it works
A quick path through the system before the detailed scoring breakdown below.
Enter metrics
Sport, position, and verified performance inputs.
Compare to fixed benchmarks
Each value maps to the published table for that role—not to other athletes.
Weight by position
Benchmark percentiles combine using position-specific weights.
Apply tier rules
Threshold gates and composite rules assign alignment tier.
See strengths & focus
Outputs highlight alignment and highest-leverage development areas.
Core principles
What makes the system trustworthy
Fixed benchmarks
Human-curated, versioned tables. Your evaluation stores the exact benchmark version so results stay reproducible.
Deterministic scoring
Same inputs → same outputs. Pure rules and math—no ML, no randomness, no hidden taste scores.
No peer comparison
You are read against references, not ranked against other athletes. Platform size does not move your evaluation.
Version history
When standards evolve, we ship new versions. Past runs stay tied to the table that produced them.
What to remember
Benchmarks are fixed at run time, scoring is deterministic, and there is no public athlete leaderboard. Your read is alignment with reference standards—not a social ranking.
Where do our benchmarks come from?
Reference tables—not other users on the platform. They are curated, versioned, and applied the same way for everyone.
Fixed, research-based reference tables
Sources we draw from
- Public performance standards and testing norms
- Verified combine and evaluation protocols
- College-level positional expectations by division
- Historical ranges used in real evaluation contexts
Benchmarks are not generated from other athletes on the platform. They exist independently of who uses X Factor Recruits.
Crowd size does not move your scores. Whether ten or ten thousand athletes use the product, the same inputs against the same benchmark version produce the same read.
Remember
Same input → same output, even if you were the only athlete on the platform. That is by design.
Data path
Fixed benchmark tables
Versioned reference values by position and class
Your metrics
Verified or self-reported inputs you provide
Structured read
Percentiles, composite, tier, strengths & focus
Tables are frozen for your run and recorded with your evaluation—no retroactive edits.
Fixed references
Tables are set for your evaluation and recorded with your results.
Crowd-independent
Who joins or leaves the platform does not change your percentile read.
Explainable path
From inputs → percentiles → composite → tier, every step is rule-governed.
What we do not use
Explicit boundaries keep the methodology interpretable and aligned with youth-appropriate design.
- LeaderboardsNo live athlete leaderboards or public standings.
- Peer comparisonScoring never pits athletes against each other.
- AI / ML scoringNo black-box models in the scoring path—rules and math only.
- Outcome guaranteesNo promises about offers, scholarships, or roster spots.
- Coach subjectivity in scoreNo coach “vibes” or ratings fed into the engine.
Deep dive
How scoring works
Five linked steps—from benchmark percentiles through tier rules to strengths and development focus. Each stage uses the same published weights and thresholds for every athlete.
Scoring is rules-based and reproducible
Same inputs → same outputs. Benchmarks are fixed at evaluation time, versioned, and independent of how many people use XFR.
Benchmark percentiles
Not athlete rankings
Each metric is compared to a fixed reference table for your position (e.g. P5–P95). Your percentile describes alignment with that table—never standing vs other users.
Formula
Your value → interpolate across table points → benchmark percentile (0–100)
Metric direction
Higher vs lower better
The engine knows whether a metric improves when it goes up (vertical) or down (40 time). Direction is applied automatically so percentiles stay meaningful.
Weighted composite
Position-specific blend
Overall score is a weighted average of benchmark percentiles. Weights match the role—e.g. speed vs strength emphasis differs by position.
Formula
Composite = Σ (percentile[i] × weight[i]) where Σ weights = 1.0
Tier assignment
Rule-gated thresholds
Tiers use gates: minimums on key metrics plus a composite floor. Missing any gate moves you down a tier so one outlier cannot mask real gaps.
- Key metric thresholds (position-specific)
- Minimum composite for that tier
Strengths & development focus
Transparent drivers
Outputs name what is driving the read today and where training would move the composite most—using the same weights as scoring.
- Strengths: top metrics by (benchmark percentile × weight), above the minimum threshold.
- Development focus: lowest weighted contributor below threshold—highest leverage to improve.
Straight answers
Frequently asked questions
Short clarifications on rankings, crowd effects, and what evaluations can—and cannot—promise.
Football ladder
Tier definitions
Tiers describe fit and alignment with NCAA-style division benchmarks—not a promise of admission, offers, or roster placement.
FBS (Division I — Football Bowl Subdivision)
Signals: Top level of college football (Power 5 and Group of 5). Alignment typically reflects elite measurables across multiple categories for the position.
Interpret as structured benchmark fit—not a guarantee you will play or be recruited at this level.
FCS (Division I — Football Championship Subdivision)
Signals: Highly competitive D1 with scholarship limits. Strong overall profile with identifiable strengths and realistic development lanes.
Many FCS-aligned athletes could compete in other divisions; the tier summarizes table alignment, not destiny.
Division II
Signals: Competitive balance of athletics and academics. Solid fundamentals with clear areas where training can move the needle.
Use for context and planning—not as a ceiling or floor on opportunity.
Division III
Signals: Strong student-athlete experience without athletic scholarships. Competitive play with academics as a primary pillar.
Alignment helps frame realistic pathways; coaches still decide fit.
Alternative development pathways
NCAA tiers describe benchmark alignment. NAIA and JUCO are real pathways—not performance tiers inside XFR.
We do not assign the same benchmark tier labels to NAIA or JUCO programs.
Trust & safety
Privacy & youth safety
X Factor Recruits treats youth safety and data restraint as product requirements—not an afterthought.
Built-in safeguards
Controlled visibility
Athletes and families decide what is shared. Evaluations are informational—not a public profile by default.
No public leaderboards
There are no platform-wide standings or benchmark rankings exposed to the public.
No athlete-to-athlete comparisons
Metrics are read only against fixed reference tables, never against other users.
Read-only share pages
Shared views show high-level results appropriate for the link—never an open dump of private data.
Server-side authorization
Access to private data is enforced on the server, not only in the browser.
Minimal collection
We collect only what evaluation requires—no date of birth on public pages, no unnecessary contact surfacing.
Ready for your evaluation?
Private by default—run your inputs through the same transparent pipeline described here.
Start your evaluation