DFS EdgeDFS EDGE
PERFORMANCE & MODEL TRANSPARENCY

Evidence first.
Claims second.

DFS Edge measures projections, simulations and lineup strategies, but it does not treat every useful data point as proof. This page explains what the numbers mean, what can influence the live builder, and what is deliberately kept out of reported winnings.

PUBLIC EVIDENCE STATUSIndependent samples are still developing. DFS Edge will not publish a “proven edge” until the forward-test threshold is met.
Create free accountTry Pro for 5 daysFree requires no card or subscription · Pro is optional
SHARE THE PROOFReal results are more convincing than promises.
01 · DEFINITIONS

Four results. Four different meanings.

The fastest way to create misleading performance claims is to mix played entries, backtests and unplayed lineups. DFS Edge keeps them separate.

01Verified

Real contest entries

A lineup the account actually entered, matched to a DraftKings contest standings row. Entry fees, rank and payout may be counted in personal performance.

02Independent

Forward tests

Champion and challenger portfolios are saved before results are known, then scored on the same completed slate. These are the strongest model-comparison evidence.

03Research

Historical backtests

Previously completed slates replayed with known outcomes. Useful for calibration and research, but never described as a real entry or forward-test win.

04Not winnings

Hypothetical outcomes

What an unplayed lineup would have scored or earned. It can help evaluate lineup quality, but it is never added to win/loss, payout or ROI totals.

LIVE VERIFIED SCORECARD

What has actually been recorded.

This scorecard separates completed result data from lineups that were personally entered. Hypothetical payouts never appear as winnings.

No figures are substituted while evidence is unavailable.
Loading verified evidence… Historical performance and projections do not guarantee future contest results.
02 · MEASUREMENT

What the app actually evaluates.

Projection calibration

Median projection error and correlation with actual DraftKings fantasy points, checked on unseen slates and by position.

Ownership calibration

Estimated ownership compared with actual contest ownership when the uploaded file contains a complete, recognizable player pool.

Contest simulation

How simulated score distributions and percentile estimates compare with actual contest standings and payout thresholds.

Lineup strategy

Stacking, correlation, leverage, duplication and portfolio diversity evaluated using lineups saved before outcomes are known.

03 · VALIDATION

How an improvement earns its way into the builder.

The current user-facing builder remains the champion while a learned challenger competes invisibly on the same future slates.

  1. 01
    Save before lock

    The active builder and hidden challenger are recorded before results are available.

  2. 02
    Match final results

    Uploaded player results and contest standings are tied to the exact sport, slate and lineup.

  3. 03
    Score independently

    Projection error, percentile finish, duplication, ownership, payout and portfolio behavior are measured separately.

  4. 04
    Apply safety gates

    A learned adjustment must improve unseen slates without materially harming a position group.

  5. 05
    Increase gradually

    A challenger earns influence only after repeated forward-test evidence. One strong slate is not enough.

04 · READING RESULTS

Labels you can trust.

LIVE

Current slate information, which may change as news and feeds update.

VALIDATED

Passed the defined evidence and safety requirements on independent data.

COLLECTING

Useful observations exist, but the minimum independent sample has not been reached.

REJECTED

The proposed adjustment failed a safety or improvement gate and is not applied.

05 · GUARDRAILS

What DFS Edge will not claim.

Sports outcomes remain uncertain. DFS Edge is analytics software, not a sportsbook, contest operator or financial product.

BUILD WITH CONTEXT

Use the numbers. Understand the limits.

Every strategy is designed to help users make more informed lineup decisions while keeping uncertainty visible.

Create free accountTry Pro for 5 daysFounding 100 details
A free account has no subscription and requires no card. Pro is optional; eligible new subscribers get 5 days free, then the displayed monthly price until canceled.
Give feedback